segformer-b0-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5623
• Mean Iou: 0.6727
• Mean Accuracy: 0.7881
• Overall Accuracy: 0.8652
• Accuracy Water: 0.9350
• Accuracy Whitewater: 0.7932
• Accuracy Sediment: 0.8678
• Accuracy Other Natural Terrain: 0.4618
• Accuracy Vegetation: 0.8962
• Accuracy Development: 0.8586
• Accuracy Unknown: 0.7042
• Iou Water: 0.8625
• Iou Whitewater: 0.6341
• Iou Sediment: 0.7345
• Iou Other Natural Terrain: 0.3733
• Iou Vegetation: 0.7852
• Iou Development: 0.6480
• Iou Unknown: 0.6710

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: 4
• eval_batch_size: 4
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 25

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Water	Accuracy Whitewater	Accuracy Sediment	Accuracy Other Natural Terrain	Accuracy Vegetation	Accuracy Development	Accuracy Unknown	Iou Water	Iou Whitewater	Iou Sediment	Iou Other Natural Terrain	Iou Vegetation	Iou Development	Iou Unknown
1.8918	0.05	20	1.7193	0.1727	0.2804	0.4411	0.5409	0.0434	0.3329	0.0178	0.5460	0.0013	0.4804	0.3520	0.0207	0.1753	0.0119	0.3503	0.0012	0.2971
1.7345	0.11	40	1.5764	0.1984	0.2979	0.5306	0.7696	0.0019	0.2842	0.0009	0.6406	0.0167	0.3715	0.4958	0.0019	0.2074	0.0008	0.3808	0.0164	0.2855
1.4187	0.16	60	1.4711	0.2102	0.3017	0.5466	0.6440	0.0043	0.1627	0.0000	0.8840	0.1103	0.3063	0.5401	0.0043	0.1239	0.0000	0.4074	0.0965	0.2988
1.4688	0.22	80	1.3062	0.2133	0.3032	0.5827	0.7637	0.0044	0.0045	0.0	0.8809	0.0455	0.4235	0.5938	0.0044	0.0045	0.0	0.4255	0.0441	0.4209
1.3644	0.27	100	1.2199	0.2163	0.3081	0.6005	0.7899	0.0011	0.0045	0.0000	0.9211	0.0323	0.4077	0.6126	0.0011	0.0045	0.0000	0.4573	0.0319	0.4066
1.0937	0.32	120	1.1782	0.2625	0.3568	0.6210	0.7391	0.0022	0.0014	0.0	0.9458	0.3827	0.4264	0.6299	0.0022	0.0014	0.0	0.4685	0.3097	0.4258
1.3197	0.38	140	1.0962	0.2866	0.3827	0.6571	0.8418	0.0011	0.0354	0.0	0.9075	0.4358	0.4571	0.6282	0.0011	0.0352	0.0	0.5366	0.3545	0.4503
1.4908	0.43	160	1.0924	0.2377	0.3386	0.6230	0.8492	0.0002	0.0202	0.0	0.9143	0.4159	0.1706	0.5894	0.0002	0.0201	0.0	0.5381	0.3457	0.1701
1.3088	0.49	180	1.0883	0.3033	0.4110	0.6656	0.8145	0.0010	0.0251	0.0	0.9013	0.6596	0.4751	0.6515	0.0010	0.0249	0.0	0.5307	0.4522	0.4629
1.3351	0.54	200	1.0277	0.3329	0.4414	0.6842	0.8636	0.0003	0.2249	0.0	0.8420	0.7113	0.4476	0.6386	0.0003	0.2095	0.0	0.5669	0.4778	0.4369
0.9563	0.59	220	0.9793	0.3252	0.4197	0.6917	0.8619	0.0000	0.1276	0.0	0.9385	0.5410	0.4693	0.6530	0.0000	0.1189	0.0	0.5926	0.4505	0.4614
1.6368	0.65	240	0.9654	0.3092	0.4278	0.6742	0.9174	0.0000	0.0367	0.0	0.7668	0.8127	0.4611	0.6101	0.0000	0.0352	0.0	0.5999	0.4659	0.4536
1.2383	0.7	260	0.9034	0.3361	0.4408	0.6979	0.8898	0.0146	0.1503	0.0	0.8741	0.6727	0.4841	0.6644	0.0146	0.1272	0.0	0.6105	0.4607	0.4755
0.966	0.76	280	0.9015	0.3846	0.5006	0.7293	0.8605	0.0006	0.5635	0.0	0.8861	0.7457	0.4476	0.7257	0.0006	0.4458	0.0	0.6134	0.4652	0.4414
0.8036	0.81	300	0.8702	0.4024	0.5103	0.7417	0.8892	0.0433	0.5619	0.0	0.8853	0.7095	0.4831	0.7200	0.0431	0.4450	0.0	0.6358	0.4982	0.4749
1.8788	0.86	320	0.9053	0.3852	0.4851	0.7214	0.8172	0.0141	0.4872	0.0	0.9433	0.6384	0.4953	0.7043	0.0141	0.4128	0.0	0.5845	0.4948	0.4857
1.0235	0.92	340	0.8610	0.4022	0.5153	0.7435	0.8529	0.0031	0.6195	0.0	0.9151	0.7351	0.4814	0.7156	0.0031	0.4456	0.0	0.6495	0.5282	0.4737
0.8514	0.97	360	0.8345	0.4126	0.5193	0.7475	0.8544	0.0043	0.6011	0.0	0.9183	0.7568	0.5005	0.7119	0.0043	0.4706	0.0	0.6386	0.5719	0.4909
1.0291	1.03	380	0.8402	0.4046	0.5075	0.7456	0.8620	0.0020	0.5536	0.0	0.9357	0.7096	0.4894	0.7507	0.0020	0.4354	0.0	0.6173	0.5464	0.4805
1.1258	1.08	400	0.7705	0.4226	0.5354	0.7634	0.8991	0.0015	0.7193	0.0	0.8843	0.7248	0.5188	0.7481	0.0015	0.4673	0.0	0.6767	0.5566	0.5081
0.8487	1.14	420	0.7630	0.4201	0.5532	0.7603	0.8919	0.0069	0.7735	0.0	0.8280	0.8472	0.5247	0.7714	0.0069	0.4792	0.0	0.6687	0.5018	0.5125
0.6441	1.19	440	0.7593	0.4276	0.5465	0.7673	0.8787	0.0023	0.7789	0.0	0.8986	0.7592	0.5079	0.7620	0.0023	0.4709	0.0	0.6852	0.5745	0.4980
0.6257	1.24	460	0.7332	0.4234	0.5433	0.7613	0.9047	0.0039	0.7208	0.0	0.8481	0.8191	0.5064	0.7406	0.0039	0.4672	0.0	0.6759	0.5938	0.4821
0.7471	1.3	480	0.7498	0.4315	0.5477	0.7725	0.8824	0.0013	0.7628	0.0	0.9170	0.7679	0.5025	0.7805	0.0013	0.4620	0.0	0.6898	0.5965	0.4902
1.0338	1.35	500	0.7265	0.4301	0.5589	0.7690	0.9020	0.0100	0.8015	0.0	0.8450	0.8507	0.5031	0.7667	0.0100	0.4858	0.0	0.6891	0.5731	0.4860
0.805	1.41	520	0.7307	0.4291	0.5473	0.7705	0.8844	0.0121	0.7645	0.0	0.9085	0.7607	0.5011	0.7774	0.0121	0.4729	0.0	0.6874	0.5640	0.4897
0.6595	1.46	540	0.7358	0.4299	0.5427	0.7734	0.8996	0.0019	0.7720	0.0	0.9123	0.7089	0.5043	0.7795	0.0019	0.4719	0.0	0.6933	0.5699	0.4928
0.9708	1.51	560	0.7056	0.4360	0.5508	0.7759	0.9059	0.0161	0.7943	0.0	0.8916	0.7169	0.5305	0.7756	0.0161	0.4793	0.0	0.6996	0.5675	0.5139
0.6226	1.57	580	0.6977	0.4411	0.5595	0.7764	0.9063	0.0471	0.7767	0.0	0.8832	0.8029	0.5004	0.7768	0.0469	0.5102	0.0	0.6885	0.5758	0.4894
0.7565	1.62	600	0.7041	0.4387	0.5619	0.7778	0.9083	0.0157	0.8400	0.0	0.8738	0.8083	0.4871	0.7897	0.0156	0.4905	0.0	0.6963	0.6002	0.4784
0.5521	1.68	620	0.7061	0.4544	0.5870	0.7725	0.8670	0.1400	0.8665	0.0	0.8503	0.8462	0.5391	0.7733	0.1378	0.4755	0.0	0.6865	0.5847	0.5230
0.707	1.73	640	0.6628	0.4732	0.5828	0.7900	0.8971	0.1696	0.8091	0.0	0.9136	0.7388	0.5517	0.7858	0.1663	0.5278	0.0	0.7063	0.6084	0.5177
1.0796	1.78	660	0.6726	0.4779	0.5918	0.7888	0.8877	0.2018	0.7916	0.0	0.8991	0.7893	0.5730	0.7806	0.1955	0.5498	0.0	0.6949	0.5827	0.5416
0.9266	1.84	680	0.6593	0.5070	0.6127	0.8028	0.9008	0.2913	0.8170	0.0	0.9117	0.7941	0.5741	0.7853	0.2819	0.5686	0.0	0.7127	0.6494	0.5514
0.7291	1.89	700	0.6523	0.4940	0.6103	0.7972	0.8992	0.2367	0.8321	0.0	0.8779	0.8411	0.5854	0.7879	0.2302	0.5592	0.0	0.7064	0.6340	0.5404
0.8694	1.95	720	0.6745	0.4995	0.6173	0.7923	0.8782	0.3193	0.8501	0.0	0.8786	0.7964	0.5984	0.7721	0.3056	0.5273	0.0	0.7049	0.6283	0.5584
1.7218	2.0	740	0.6700	0.4717	0.5913	0.7880	0.8848	0.1685	0.8075	0.0	0.8923	0.8161	0.5699	0.7854	0.1620	0.5054	0.0	0.7067	0.5921	0.5502
0.4978	2.05	760	0.6541	0.4704	0.5745	0.7877	0.9258	0.1740	0.7733	0.0	0.8958	0.7236	0.5287	0.7626	0.1699	0.5321	0.0	0.7128	0.6039	0.5115
0.8582	2.11	780	0.6597	0.4905	0.6135	0.7888	0.9046	0.3376	0.8279	0.0	0.8577	0.8390	0.5275	0.7782	0.3232	0.5294	0.0	0.7078	0.5849	0.5102
0.633	2.16	800	0.6661	0.4831	0.6051	0.7874	0.8967	0.2465	0.8789	0.0	0.8573	0.8117	0.5447	0.7755	0.2375	0.4916	0.0	0.7147	0.6395	0.5230
1.4596	2.22	820	0.6347	0.5191	0.6249	0.8042	0.9117	0.4367	0.8109	0.0	0.9090	0.7481	0.5578	0.7954	0.3907	0.5809	0.0	0.7080	0.6254	0.5331
0.601	2.27	840	0.6471	0.5134	0.6395	0.7974	0.8891	0.4640	0.8585	0.0	0.8679	0.8283	0.5684	0.7916	0.4042	0.5491	0.0	0.7069	0.5984	0.5439
0.8714	2.32	860	0.6454	0.4995	0.6313	0.7899	0.9040	0.4213	0.8301	0.0	0.8325	0.8916	0.5394	0.7891	0.3825	0.5357	0.0	0.7025	0.5716	0.5154
0.3849	2.38	880	0.6597	0.5007	0.6236	0.7912	0.8757	0.4116	0.8674	0.0	0.8986	0.8036	0.5086	0.7868	0.3641	0.5492	0.0	0.7008	0.6138	0.4901
1.2203	2.43	900	0.6092	0.5375	0.6520	0.8113	0.8990	0.4998	0.8413	0.0	0.8912	0.8383	0.5944	0.8056	0.4552	0.5965	0.0	0.7110	0.6271	0.5673
1.4719	2.49	920	0.6381	0.5216	0.6461	0.8020	0.8982	0.4487	0.8563	0.0	0.8560	0.8911	0.5721	0.7961	0.4188	0.5478	0.0	0.7080	0.6255	0.5553
0.5822	2.54	940	0.6128	0.5316	0.6511	0.8083	0.9166	0.4697	0.8254	0.0	0.8433	0.8752	0.6274	0.8004	0.4234	0.5934	0.0	0.7031	0.6141	0.5868
0.7751	2.59	960	0.6458	0.5183	0.6342	0.7965	0.8834	0.4694	0.8481	0.0	0.8865	0.7793	0.5723	0.7852	0.4221	0.5597	0.0	0.6898	0.6233	0.5478
0.5398	2.65	980	0.6642	0.5192	0.6348	0.8001	0.8881	0.4618	0.8596	0.0	0.8994	0.7910	0.5438	0.7951	0.4210	0.5874	0.0	0.6965	0.6055	0.5290
0.5462	2.7	1000	0.6117	0.5356	0.6542	0.8084	0.9082	0.5472	0.8328	0.0	0.8742	0.8405	0.5768	0.8055	0.4731	0.6383	0.0	0.7055	0.5906	0.5362
0.5752	2.76	1020	0.5982	0.5459	0.6724	0.8126	0.9176	0.6415	0.8624	0.0	0.8507	0.8415	0.5931	0.8114	0.5356	0.6234	0.0	0.7167	0.5743	0.5601
0.4168	2.81	1040	0.5931	0.5564	0.6828	0.8147	0.9003	0.6922	0.8110	0.0	0.8597	0.8835	0.6333	0.8143	0.5762	0.6246	0.0	0.7075	0.5753	0.5968
0.7502	2.86	1060	0.6416	0.5307	0.6359	0.8077	0.8980	0.4684	0.8150	0.0	0.9167	0.7774	0.5756	0.7966	0.4156	0.5952	0.0	0.7011	0.6494	0.5574
0.5585	2.92	1080	0.6311	0.5220	0.6417	0.7992	0.8896	0.5217	0.8075	0.0	0.8910	0.8420	0.5397	0.7942	0.4276	0.5806	0.0	0.6879	0.6416	0.5220
0.4358	2.97	1100	0.6318	0.5211	0.6573	0.7999	0.9171	0.5707	0.8834	0.0	0.8245	0.8599	0.5453	0.8009	0.4507	0.5733	0.0	0.7041	0.5903	0.5281
0.5323	3.03	1120	0.6157	0.5255	0.6448	0.8043	0.9121	0.5605	0.8359	0.0	0.8909	0.7976	0.5171	0.7957	0.4574	0.5840	0.0	0.7154	0.6209	0.5050
1.4922	3.08	1140	0.5830	0.5558	0.6738	0.8193	0.8983	0.6717	0.7827	0.0	0.9085	0.8377	0.6176	0.8102	0.5282	0.6159	0.0	0.7224	0.6188	0.5951
0.905	3.14	1160	0.6268	0.5329	0.6528	0.8065	0.9004	0.6026	0.7946	0.0	0.9055	0.8473	0.5189	0.8097	0.4889	0.6292	0.0	0.7028	0.5942	0.5058
0.4622	3.19	1180	0.6206	0.5311	0.6563	0.8050	0.9011	0.5779	0.8503	0.0	0.8797	0.8638	0.5209	0.8079	0.4911	0.5924	0.0	0.7049	0.6144	0.5068
0.5271	3.24	1200	0.6157	0.5261	0.6494	0.8038	0.9144	0.5465	0.8353	0.0	0.8696	0.8630	0.5168	0.7968	0.4564	0.6118	0.0	0.7074	0.6059	0.5047
0.9229	3.3	1220	0.6206	0.5348	0.6459	0.8082	0.9024	0.5207	0.8407	0.0	0.9007	0.7977	0.5593	0.7937	0.4644	0.5994	0.0	0.7102	0.6312	0.5446
0.4475	3.35	1240	0.5675	0.5617	0.6869	0.8216	0.9038	0.6556	0.8544	0.0	0.8640	0.8840	0.6468	0.8035	0.5272	0.6271	0.0	0.7288	0.6313	0.6141
0.8273	3.41	1260	0.5897	0.5387	0.6604	0.8106	0.9155	0.6027	0.8155	0.0	0.8795	0.8706	0.5392	0.8115	0.4920	0.6339	0.0	0.7088	0.6035	0.5213
0.8445	3.46	1280	0.5881	0.5517	0.6685	0.8180	0.9075	0.5773	0.8793	0.0	0.8810	0.8250	0.6090	0.8071	0.4827	0.6277	0.0	0.7168	0.6484	0.5791
0.5038	3.51	1300	0.5519	0.5688	0.7024	0.8281	0.9145	0.7231	0.8304	0.0	0.8471	0.9131	0.6886	0.8257	0.5266	0.6363	0.0	0.7309	0.6172	0.6449
0.4296	3.57	1320	0.5802	0.5484	0.6625	0.8170	0.9158	0.6329	0.8172	0.0	0.9068	0.8018	0.5628	0.8104	0.4718	0.6517	0.0	0.7124	0.6451	0.5477
0.5717	3.62	1340	0.5777	0.5486	0.6612	0.8183	0.9252	0.6061	0.8297	0.0	0.8899	0.7750	0.6025	0.8064	0.4720	0.6430	0.0	0.7218	0.6265	0.5707
0.4692	3.68	1360	0.5589	0.5593	0.6794	0.8238	0.9229	0.7314	0.7653	0.0	0.8978	0.8213	0.6173	0.8284	0.5364	0.6409	0.0	0.7255	0.5961	0.5880
0.9474	3.73	1380	0.5681	0.5563	0.6881	0.8227	0.9280	0.7145	0.8634	0.0000	0.8562	0.8445	0.6103	0.8155	0.5035	0.6284	0.0000	0.7389	0.6303	0.5775
0.6326	3.78	1400	0.5931	0.5372	0.6662	0.8062	0.8762	0.6766	0.7972	0.0	0.9048	0.8369	0.5716	0.8109	0.5082	0.6344	0.0	0.7019	0.5620	0.5426
0.4007	3.84	1420	0.5790	0.5556	0.6863	0.8183	0.9088	0.7367	0.8316	0.0	0.8792	0.8775	0.5703	0.8234	0.5635	0.6644	0.0	0.7271	0.5694	0.5416
1.3718	3.89	1440	0.5735	0.5613	0.6804	0.8208	0.9062	0.7251	0.8503	0.0	0.9035	0.7900	0.5878	0.8209	0.5868	0.6476	0.0	0.7246	0.5962	0.5531
0.7903	3.95	1460	0.5873	0.5618	0.6832	0.8206	0.9125	0.7309	0.8171	0.0	0.8936	0.8601	0.5679	0.8205	0.5733	0.6697	0.0	0.7192	0.6095	0.5407
0.512	4.0	1480	0.5747	0.5644	0.6828	0.8243	0.9071	0.6266	0.8633	0.0000	0.8783	0.8651	0.6392	0.8203	0.5268	0.6503	0.0000	0.7197	0.6390	0.5948
0.4918	4.05	1500	0.5820	0.5489	0.6696	0.8169	0.9177	0.6180	0.8528	0.0	0.8793	0.8559	0.5635	0.8149	0.5138	0.6522	0.0	0.7225	0.6043	0.5349
0.4678	4.11	1520	0.6087	0.5394	0.6687	0.8106	0.9274	0.6128	0.8787	0.0	0.8396	0.8703	0.5520	0.8003	0.4943	0.6040	0.0	0.7242	0.6282	0.5246
0.6285	4.16	1540	0.5382	0.5858	0.6969	0.8364	0.9086	0.7194	0.7957	0.0	0.9050	0.8349	0.7145	0.8203	0.5592	0.6585	0.0	0.7374	0.6619	0.6633
0.6506	4.22	1560	0.5732	0.5727	0.7064	0.8251	0.8964	0.7515	0.8682	0.0	0.8521	0.8956	0.6814	0.8130	0.5842	0.6351	0.0	0.7296	0.6131	0.6338
1.1357	4.27	1580	0.5978	0.5622	0.6969	0.8166	0.8816	0.7460	0.8690	0.0000	0.8663	0.8874	0.6278	0.8044	0.5791	0.6317	0.0000	0.7147	0.6154	0.5901
0.2342	4.32	1600	0.5353	0.5818	0.6911	0.8358	0.9226	0.6381	0.8740	0.0	0.8832	0.8322	0.6878	0.8177	0.5366	0.6566	0.0	0.7418	0.6754	0.6444
0.5215	4.38	1620	0.5653	0.5826	0.7052	0.8306	0.8828	0.7192	0.8553	0.0	0.8865	0.8863	0.7066	0.8184	0.5859	0.6445	0.0	0.7251	0.6396	0.6645
0.4747	4.43	1640	0.5402	0.5945	0.6921	0.8398	0.9091	0.6950	0.8312	0.0000	0.9347	0.8026	0.6723	0.8256	0.5859	0.6881	0.0000	0.7343	0.6876	0.6398
0.6128	4.49	1660	0.5718	0.5589	0.6790	0.8209	0.8961	0.6727	0.8204	0.0000	0.9052	0.8508	0.6080	0.8185	0.5291	0.6520	0.0000	0.7192	0.6172	0.5765
0.2766	4.54	1680	0.5788	0.5643	0.6806	0.8226	0.9251	0.6560	0.8687	0.0077	0.8706	0.8393	0.5967	0.7968	0.5506	0.6391	0.0077	0.7420	0.6559	0.5582
0.2948	4.59	1700	0.5707	0.5612	0.6972	0.8169	0.9039	0.7249	0.8812	0.0081	0.8377	0.9124	0.6121	0.8117	0.5882	0.6349	0.0081	0.7206	0.5851	0.5795
0.3632	4.65	1720	0.5597	0.5625	0.6832	0.8221	0.9165	0.6722	0.8268	0.0017	0.8751	0.8909	0.5992	0.8197	0.5395	0.6857	0.0017	0.7176	0.5985	0.5751
0.7137	4.7	1740	0.5293	0.5873	0.7059	0.8375	0.9225	0.6963	0.8871	0.0014	0.8582	0.8565	0.7193	0.8217	0.5819	0.6560	0.0014	0.7503	0.6442	0.6558
0.5214	4.76	1760	0.6018	0.5472	0.6769	0.8144	0.8909	0.6723	0.8731	0.0007	0.8989	0.8630	0.5395	0.8070	0.5450	0.6117	0.0007	0.7372	0.6042	0.5249
0.7893	4.81	1780	0.5410	0.5696	0.6921	0.8304	0.9258	0.7175	0.8546	0.0053	0.8915	0.8629	0.5872	0.8314	0.5685	0.6618	0.0053	0.7506	0.6005	0.5689
0.6492	4.86	1800	0.5016	0.5866	0.7164	0.8367	0.9144	0.7949	0.8595	0.0075	0.8661	0.8741	0.6979	0.8302	0.5910	0.6652	0.0075	0.7486	0.6090	0.6545
0.9307	4.92	1820	0.6095	0.5562	0.6734	0.8185	0.8876	0.6798	0.8457	0.0089	0.9298	0.7853	0.5768	0.8244	0.5488	0.6359	0.0089	0.7156	0.6049	0.5550
0.529	4.97	1840	0.5614	0.5665	0.7047	0.8214	0.9151	0.7776	0.8282	0.0113	0.8368	0.9391	0.6250	0.8412	0.5963	0.6488	0.0113	0.7158	0.5452	0.6069
0.2773	5.03	1860	0.5529	0.5571	0.6964	0.8181	0.9077	0.7713	0.8739	0.0114	0.8624	0.8838	0.5643	0.8251	0.5760	0.6370	0.0114	0.7278	0.5741	0.5487
0.4749	5.08	1880	0.5495	0.5629	0.6825	0.8211	0.9125	0.6960	0.8125	0.0018	0.8876	0.8863	0.5807	0.8330	0.5630	0.6739	0.0018	0.7048	0.6004	0.5633
0.4585	5.14	1900	0.5019	0.5957	0.7016	0.8446	0.9259	0.6945	0.8400	0.0083	0.9009	0.8140	0.7277	0.8350	0.5602	0.6641	0.0083	0.7504	0.6860	0.6661
0.3767	5.19	1920	0.5028	0.6065	0.7162	0.8504	0.9171	0.7181	0.8873	0.0137	0.9035	0.8396	0.7343	0.8373	0.5701	0.6570	0.0137	0.7620	0.7054	0.6996
0.5811	5.24	1940	0.5328	0.5896	0.7102	0.8374	0.8970	0.7538	0.8430	0.0147	0.9083	0.8917	0.6627	0.8298	0.5675	0.6780	0.0147	0.7366	0.6627	0.6381
0.2943	5.3	1960	0.5441	0.5841	0.7039	0.8356	0.9137	0.7021	0.8836	0.0193	0.8929	0.9032	0.6128	0.8340	0.5624	0.6785	0.0193	0.7361	0.6576	0.6009
0.9911	5.35	1980	0.5021	0.5983	0.7078	0.8456	0.9171	0.6996	0.8736	0.0114	0.9105	0.8646	0.6778	0.8358	0.5712	0.6990	0.0114	0.7547	0.6683	0.6477
0.4811	5.41	2000	0.5077	0.5957	0.6988	0.8434	0.9161	0.7256	0.8299	0.0021	0.9330	0.8143	0.6704	0.8337	0.6157	0.6976	0.0021	0.7587	0.6317	0.6301
0.8693	5.46	2020	0.5214	0.5831	0.7098	0.8312	0.9025	0.7751	0.8384	0.0191	0.8831	0.9084	0.6424	0.8261	0.6114	0.6946	0.0191	0.7439	0.5852	0.6011
0.2629	5.51	2040	0.5389	0.5766	0.6935	0.8304	0.8984	0.7055	0.8756	0.0160	0.9180	0.8321	0.6089	0.8185	0.5637	0.6458	0.0160	0.7407	0.6584	0.5930
0.5983	5.57	2060	0.5215	0.5926	0.7057	0.8418	0.9272	0.6796	0.8348	0.0051	0.8709	0.8959	0.7261	0.8198	0.5523	0.6703	0.0051	0.7514	0.6467	0.7023
0.6783	5.62	2080	0.5297	0.5710	0.6885	0.8250	0.8661	0.6293	0.8457	0.0008	0.9098	0.8786	0.6894	0.7844	0.5458	0.6620	0.0008	0.7547	0.6589	0.5906
0.4304	5.68	2100	0.4993	0.5839	0.7012	0.8379	0.9178	0.7202	0.8293	0.0068	0.9013	0.8785	0.6541	0.8382	0.5555	0.6628	0.0068	0.7406	0.6475	0.6360
0.3824	5.73	2120	0.4916	0.5969	0.7026	0.8457	0.9108	0.6992	0.8451	0.0079	0.9298	0.8291	0.6960	0.8288	0.5670	0.6614	0.0079	0.7618	0.6754	0.6761
0.7007	5.78	2140	0.5077	0.6003	0.7136	0.8472	0.9141	0.7104	0.8430	0.0111	0.9030	0.9038	0.7099	0.8433	0.5740	0.6823	0.0111	0.7534	0.6566	0.6813
0.4526	5.84	2160	0.5272	0.5872	0.7046	0.8386	0.9358	0.6809	0.8636	0.0208	0.8645	0.9098	0.6565	0.8323	0.5757	0.6451	0.0208	0.7509	0.6473	0.6383
0.3063	5.89	2180	0.4966	0.6144	0.7292	0.8525	0.9113	0.7646	0.8758	0.0142	0.8925	0.8908	0.7556	0.8446	0.6211	0.6779	0.0142	0.7583	0.6640	0.7208
0.471	5.95	2200	0.4718	0.6245	0.7334	0.8579	0.9032	0.8068	0.8643	0.0155	0.9238	0.8437	0.7766	0.8394	0.6220	0.6942	0.0155	0.7690	0.7039	0.7275
0.5611	6.0	2220	0.4877	0.6064	0.7223	0.8489	0.9266	0.7817	0.8686	0.0228	0.8988	0.8901	0.6678	0.8405	0.6022	0.6804	0.0227	0.7606	0.6815	0.6570
0.5276	6.05	2240	0.5347	0.5952	0.7096	0.8400	0.9017	0.7739	0.8627	0.0214	0.9279	0.8451	0.6347	0.8327	0.6120	0.6897	0.0214	0.7466	0.6431	0.6210
0.3992	6.11	2260	0.5550	0.5721	0.6952	0.8313	0.9106	0.6678	0.8779	0.0248	0.8977	0.8908	0.5966	0.8274	0.5522	0.6214	0.0248	0.7583	0.6376	0.5831
0.3276	6.16	2280	0.4819	0.6192	0.7233	0.8573	0.9350	0.7522	0.8361	0.0265	0.9062	0.8666	0.7407	0.8398	0.6010	0.6751	0.0265	0.7756	0.7014	0.7151
0.4584	6.22	2300	0.4803	0.6181	0.7225	0.8560	0.9274	0.7353	0.8597	0.0287	0.9060	0.8512	0.7492	0.8366	0.5794	0.6867	0.0287	0.7673	0.7041	0.7241
0.4058	6.27	2320	0.5197	0.5925	0.6994	0.8407	0.9294	0.6870	0.8391	0.0279	0.9029	0.8604	0.6489	0.8217	0.5637	0.6857	0.0279	0.7530	0.6634	0.6324
0.3343	6.32	2340	0.5432	0.5781	0.6953	0.8342	0.9305	0.6776	0.8688	0.0271	0.8902	0.8820	0.5907	0.8326	0.5662	0.6284	0.0271	0.7517	0.6557	0.5848
0.3553	6.38	2360	0.5166	0.5866	0.7223	0.8378	0.9084	0.8273	0.8279	0.0267	0.8845	0.9241	0.6571	0.8355	0.5924	0.6612	0.0266	0.7694	0.5825	0.6385
0.4447	6.43	2380	0.4867	0.6074	0.7234	0.8503	0.9230	0.7807	0.8473	0.0294	0.9021	0.8755	0.7054	0.8346	0.6052	0.6904	0.0293	0.7790	0.6266	0.6864
1.1496	6.49	2400	0.4782	0.6066	0.7192	0.8486	0.9283	0.7615	0.8718	0.0321	0.8986	0.8609	0.6813	0.8335	0.6068	0.6954	0.0319	0.7685	0.6498	0.6606
0.3469	6.54	2420	0.4519	0.6242	0.7291	0.8596	0.9060	0.7581	0.8509	0.0309	0.9268	0.8239	0.8074	0.8335	0.5802	0.7110	0.0309	0.7792	0.6935	0.7408
0.3297	6.59	2440	0.4507	0.6295	0.7429	0.8611	0.9122	0.8153	0.8501	0.0320	0.9034	0.8873	0.8000	0.8340	0.6033	0.6955	0.0319	0.7801	0.6931	0.7682
0.4812	6.65	2460	0.5012	0.6054	0.7109	0.8465	0.9008	0.6935	0.8705	0.0287	0.9271	0.8621	0.6939	0.8278	0.5675	0.6714	0.0287	0.7501	0.7061	0.6860
0.2707	6.7	2480	0.5132	0.5977	0.7104	0.8413	0.9048	0.7135	0.8711	0.0306	0.9090	0.8749	0.6686	0.8284	0.5754	0.6694	0.0305	0.7423	0.6771	0.6606
0.5925	6.76	2500	0.4638	0.6148	0.7280	0.8531	0.9323	0.7365	0.8697	0.0367	0.8714	0.8943	0.7556	0.8384	0.5886	0.6755	0.0365	0.7625	0.6664	0.7358
0.6366	6.81	2520	0.4966	0.6045	0.7234	0.8460	0.9121	0.7873	0.8759	0.0372	0.9023	0.8659	0.6833	0.8398	0.5905	0.6781	0.0370	0.7507	0.6725	0.6631
0.4243	6.86	2540	0.5144	0.5933	0.7084	0.8414	0.9356	0.7417	0.8818	0.0357	0.8969	0.8659	0.6012	0.8378	0.5877	0.6753	0.0355	0.7534	0.6686	0.5951
0.4771	6.92	2560	0.4840	0.6172	0.7365	0.8527	0.9253	0.8157	0.8398	0.0332	0.8739	0.9129	0.7550	0.8413	0.6158	0.6739	0.0331	0.7574	0.6556	0.7434
0.399	6.97	2580	0.4412	0.6378	0.7397	0.8667	0.9347	0.8109	0.8618	0.0349	0.9104	0.8311	0.7944	0.8436	0.6280	0.6713	0.0346	0.7892	0.7189	0.7789
0.4007	7.03	2600	0.4699	0.6315	0.7385	0.8618	0.9313	0.8127	0.8390	0.0341	0.9048	0.8986	0.7490	0.8398	0.6321	0.7087	0.0338	0.7802	0.6870	0.7391
1.0005	7.08	2620	0.4564	0.6238	0.7389	0.8568	0.9271	0.7981	0.8402	0.0368	0.8776	0.9189	0.7737	0.8444	0.6266	0.6971	0.0365	0.7672	0.6420	0.7525
1.4214	7.14	2640	0.4421	0.6267	0.7267	0.8623	0.9320	0.7031	0.8518	0.0370	0.9054	0.8681	0.7892	0.8451	0.5809	0.6845	0.0367	0.7786	0.7133	0.7477
0.2781	7.19	2660	0.5224	0.5964	0.7169	0.8415	0.9274	0.7200	0.8521	0.0358	0.8586	0.9141	0.7099	0.8307	0.5691	0.6369	0.0353	0.7466	0.6658	0.6903
0.6757	7.24	2680	0.5078	0.6026	0.7077	0.8463	0.9278	0.7154	0.8363	0.0367	0.9192	0.8749	0.6434	0.8373	0.5804	0.6807	0.0365	0.7536	0.6960	0.6339
0.4166	7.3	2700	0.4821	0.6127	0.7333	0.8523	0.9183	0.8033	0.8419	0.0374	0.8949	0.9158	0.7212	0.8430	0.6014	0.6806	0.0372	0.7698	0.6496	0.7073
0.3795	7.35	2720	0.4950	0.6057	0.7113	0.8484	0.9176	0.7463	0.8420	0.0349	0.9289	0.8166	0.6928	0.8300	0.5881	0.6865	0.0347	0.7660	0.6617	0.6727
0.3066	7.41	2740	0.4681	0.6226	0.7355	0.8566	0.9284	0.7859	0.8319	0.0511	0.8911	0.9160	0.7443	0.8407	0.6185	0.6997	0.0502	0.7778	0.6573	0.7138
0.7403	7.46	2760	0.4904	0.6026	0.7030	0.8477	0.9255	0.6837	0.8598	0.0447	0.9301	0.8073	0.6699	0.8395	0.5841	0.6923	0.0444	0.7630	0.6492	0.6457
0.529	7.51	2780	0.4845	0.6164	0.7254	0.8526	0.9258	0.7781	0.8561	0.0588	0.9154	0.8628	0.6811	0.8440	0.6403	0.6790	0.0582	0.7755	0.6613	0.6563
0.3984	7.57	2800	0.5447	0.5891	0.7115	0.8374	0.9180	0.7180	0.8700	0.0738	0.8956	0.8997	0.6052	0.8408	0.5801	0.6639	0.0724	0.7569	0.6213	0.5886
0.5138	7.62	2820	0.4699	0.6263	0.7307	0.8584	0.9432	0.7874	0.8206	0.0939	0.9109	0.8376	0.7211	0.8476	0.6186	0.6703	0.0907	0.7811	0.6737	0.7025
0.3515	7.68	2840	0.4734	0.6171	0.7105	0.8562	0.9302	0.6841	0.8460	0.0475	0.9309	0.7942	0.7407	0.8468	0.5730	0.6939	0.0458	0.7648	0.6918	0.7039
1.2185	7.73	2860	0.4939	0.6065	0.7264	0.8456	0.9330	0.7810	0.8856	0.0711	0.8780	0.8786	0.6573	0.8466	0.6234	0.6876	0.0675	0.7616	0.6292	0.6292
0.3166	7.78	2880	0.5384	0.5866	0.7072	0.8354	0.9425	0.7545	0.8688	0.0556	0.8785	0.8868	0.5639	0.8269	0.6057	0.6860	0.0547	0.7620	0.6178	0.5531
0.3996	7.84	2900	0.5277	0.5912	0.7045	0.8364	0.9193	0.7301	0.8333	0.0785	0.9185	0.8696	0.5818	0.8271	0.5996	0.6816	0.0759	0.7587	0.6251	0.5704
0.4198	7.89	2920	0.5070	0.6194	0.7413	0.8461	0.9189	0.8288	0.8410	0.1416	0.8841	0.8939	0.6807	0.8331	0.6134	0.7048	0.1278	0.7566	0.6379	0.6622
1.1878	7.95	2940	0.5029	0.6132	0.7210	0.8450	0.9201	0.7696	0.8104	0.1300	0.9233	0.8443	0.6492	0.8269	0.5909	0.6857	0.1201	0.7591	0.6786	0.6315
0.2767	8.0	2960	0.5039	0.6108	0.7295	0.8445	0.9188	0.7442	0.8160	0.1637	0.8995	0.9034	0.6611	0.8424	0.5779	0.6841	0.1509	0.7637	0.6213	0.6353
0.3704	8.05	2980	0.5458	0.6063	0.7219	0.8440	0.9134	0.7439	0.8643	0.1024	0.9091	0.8691	0.6508	0.8388	0.6102	0.6547	0.0981	0.7638	0.6453	0.6335
0.5402	8.11	3000	0.5080	0.6084	0.7252	0.8458	0.9290	0.7781	0.8492	0.0856	0.8920	0.8865	0.6558	0.8418	0.6187	0.6708	0.0818	0.7621	0.6468	0.6368
0.5439	8.16	3020	0.5147	0.6097	0.7226	0.8490	0.9157	0.8169	0.8204	0.0549	0.9300	0.8482	0.6720	0.8418	0.6209	0.6800	0.0537	0.7675	0.6579	0.6464
0.7551	8.22	3040	0.5443	0.6036	0.7129	0.8457	0.9218	0.7343	0.8356	0.0650	0.9216	0.8682	0.6437	0.8438	0.6045	0.6840	0.0627	0.7616	0.6414	0.6274
0.287	8.27	3060	0.4744	0.6399	0.7473	0.8566	0.9318	0.7821	0.8136	0.2193	0.8996	0.8434	0.7414	0.8382	0.6217	0.6807	0.1874	0.7781	0.6631	0.7101
0.4256	8.32	3080	0.4705	0.6370	0.7477	0.8553	0.9249	0.7903	0.8638	0.2067	0.9105	0.8583	0.6791	0.8459	0.6215	0.7071	0.1862	0.7718	0.6709	0.6553
0.2339	8.38	3100	0.5492	0.6165	0.7287	0.8488	0.9194	0.7426	0.8586	0.1391	0.9131	0.8673	0.6608	0.8447	0.5914	0.6850	0.1350	0.7625	0.6540	0.6426
0.3148	8.43	3120	0.5464	0.6142	0.7292	0.8433	0.9148	0.7264	0.8280	0.1850	0.9027	0.8963	0.6515	0.8406	0.5831	0.6876	0.1775	0.7520	0.6282	0.6301
1.1107	8.49	3140	0.5047	0.6250	0.7351	0.8541	0.9244	0.7192	0.8771	0.1749	0.9144	0.8565	0.6792	0.8512	0.5774	0.6991	0.1637	0.7751	0.6550	0.6535
0.5174	8.54	3160	0.4853	0.6326	0.7501	0.8515	0.9297	0.8110	0.8449	0.1911	0.8720	0.8782	0.7237	0.8409	0.6268	0.7051	0.1774	0.7616	0.6418	0.6744
0.9416	8.59	3180	0.5256	0.6252	0.7344	0.8493	0.9258	0.7460	0.8231	0.1864	0.9046	0.8873	0.6678	0.8437	0.5986	0.6970	0.1777	0.7545	0.6549	0.6502
0.2435	8.65	3200	0.4655	0.6454	0.7526	0.8571	0.9422	0.7939	0.8516	0.2450	0.8883	0.8339	0.7131	0.8430	0.6284	0.7202	0.2204	0.7701	0.6610	0.6748
1.0799	8.7	3220	0.5080	0.6204	0.7313	0.8472	0.9129	0.7060	0.8567	0.1967	0.9067	0.8464	0.6939	0.8420	0.5744	0.6931	0.1781	0.7552	0.6390	0.6610
0.1825	8.76	3240	0.4979	0.6293	0.7406	0.8482	0.9170	0.7069	0.8457	0.2453	0.8937	0.8807	0.6948	0.8414	0.5816	0.7195	0.2196	0.7527	0.6362	0.6545
0.4344	8.81	3260	0.5077	0.6320	0.7618	0.8451	0.9204	0.8216	0.8525	0.2733	0.8511	0.9195	0.6941	0.8454	0.6212	0.7105	0.2459	0.7483	0.5981	0.6543
0.2896	8.86	3280	0.4929	0.6306	0.7459	0.8509	0.9268	0.7888	0.8560	0.2317	0.9004	0.8494	0.6682	0.8443	0.6005	0.7126	0.2143	0.7668	0.6362	0.6394
0.2388	8.92	3300	0.4644	0.6421	0.7545	0.8551	0.9249	0.7929	0.8833	0.2337	0.8886	0.8331	0.7250	0.8392	0.6261	0.7190	0.2155	0.7708	0.6568	0.6677
0.3476	8.97	3320	0.4709	0.6461	0.7503	0.8608	0.9233	0.8166	0.8503	0.1742	0.9119	0.8096	0.7664	0.8490	0.6304	0.7274	0.1671	0.7659	0.6749	0.7079
0.2821	9.03	3340	0.4937	0.6341	0.7600	0.8521	0.9118	0.8288	0.8648	0.1932	0.8667	0.8909	0.7634	0.8467	0.6104	0.7153	0.1839	0.7560	0.6320	0.6942
0.2213	9.08	3360	0.5411	0.6223	0.7317	0.8500	0.9183	0.7204	0.8700	0.1762	0.9111	0.8395	0.6863	0.8471	0.5816	0.7176	0.1703	0.7618	0.6426	0.6352
0.4025	9.14	3380	0.5097	0.6314	0.7338	0.8551	0.9364	0.7446	0.8581	0.1842	0.9117	0.7978	0.7039	0.8455	0.6051	0.7208	0.1750	0.7749	0.6512	0.6475
0.3721	9.19	3400	0.5172	0.6274	0.7349	0.8527	0.9270	0.7517	0.8467	0.2057	0.9228	0.8185	0.6721	0.8537	0.6000	0.7186	0.1912	0.7716	0.6239	0.6326
0.7506	9.24	3420	0.5091	0.6331	0.7527	0.8520	0.9239	0.7549	0.8734	0.2618	0.8874	0.8853	0.6819	0.8505	0.6034	0.7003	0.2387	0.7778	0.6259	0.6351
0.3901	9.3	3440	0.5234	0.6290	0.7350	0.8494	0.9463	0.6928	0.8524	0.2659	0.8874	0.8442	0.6560	0.8374	0.5882	0.6981	0.2431	0.7705	0.6388	0.6271
0.2015	9.35	3460	0.4774	0.6339	0.7478	0.8519	0.9256	0.8002	0.8153	0.2172	0.8944	0.8763	0.7054	0.8436	0.6278	0.7113	0.1928	0.7673	0.6352	0.6596
0.2348	9.41	3480	0.4837	0.6424	0.7459	0.8558	0.9360	0.7786	0.8255	0.2207	0.8962	0.8375	0.7266	0.8358	0.6255	0.7101	0.1989	0.7659	0.6604	0.7003
0.3957	9.46	3500	0.4642	0.6524	0.7669	0.8601	0.9167	0.8245	0.8520	0.2338	0.8881	0.8813	0.7720	0.8436	0.6227	0.7153	0.2131	0.7651	0.6757	0.7314
0.2818	9.51	3520	0.5002	0.6472	0.7534	0.8590	0.9301	0.7520	0.8491	0.2206	0.8836	0.8747	0.7637	0.8414	0.6082	0.7098	0.2011	0.7639	0.6835	0.7225
0.8269	9.57	3540	0.4622	0.6534	0.7579	0.8628	0.9259	0.7441	0.8607	0.2376	0.8942	0.8654	0.7773	0.8449	0.6033	0.7044	0.2184	0.7716	0.6919	0.7388
0.3955	9.62	3560	0.4439	0.6559	0.7660	0.8651	0.9307	0.7939	0.8488	0.2413	0.8895	0.8771	0.7807	0.8518	0.6110	0.7107	0.2144	0.7782	0.6813	0.7439
0.7192	9.68	3580	0.4434	0.6626	0.7683	0.8703	0.9303	0.8103	0.8478	0.2300	0.9043	0.8503	0.8053	0.8550	0.6297	0.7087	0.2038	0.7914	0.6852	0.7643
0.4002	9.73	3600	0.4823	0.6424	0.7557	0.8566	0.9144	0.7877	0.8667	0.2549	0.9114	0.8323	0.7223	0.8461	0.6170	0.6932	0.2198	0.7767	0.6566	0.6872
0.2532	9.78	3620	0.5049	0.6306	0.7512	0.8496	0.9240	0.7889	0.8525	0.2410	0.8835	0.8878	0.6805	0.8519	0.6169	0.7121	0.2170	0.7640	0.6092	0.6431
0.2531	9.84	3640	0.5668	0.6233	0.7411	0.8455	0.9174	0.7899	0.8713	0.2093	0.9009	0.8674	0.6317	0.8491	0.6313	0.7216	0.1999	0.7567	0.6000	0.6047
0.3244	9.89	3660	0.4870	0.6367	0.7559	0.8511	0.9225	0.7980	0.8690	0.2314	0.8682	0.8685	0.7336	0.8426	0.6276	0.7218	0.2131	0.7621	0.6332	0.6562
0.3462	9.95	3680	0.4665	0.6484	0.7570	0.8559	0.9199	0.7983	0.8409	0.2922	0.9087	0.8058	0.7329	0.8451	0.6295	0.7338	0.2421	0.7675	0.6561	0.6645
0.2696	10.0	3700	0.4992	0.6435	0.7724	0.8490	0.9367	0.8250	0.8525	0.3325	0.8302	0.9063	0.7233	0.8432	0.6292	0.7233	0.2585	0.7468	0.6196	0.6836
0.222	10.05	3720	0.5267	0.6330	0.7377	0.8501	0.9394	0.7026	0.8474	0.2624	0.8881	0.8405	0.6837	0.8387	0.6013	0.7017	0.2284	0.7602	0.6451	0.6560
0.2664	10.11	3740	0.5410	0.6260	0.7360	0.8483	0.9426	0.7152	0.8853	0.2218	0.8748	0.8489	0.6637	0.8366	0.5996	0.6909	0.2039	0.7622	0.6476	0.6412
0.2781	10.16	3760	0.5097	0.6388	0.7517	0.8505	0.9412	0.7972	0.8182	0.3013	0.8886	0.8599	0.6557	0.8404	0.6270	0.7066	0.2735	0.7690	0.6248	0.6306
0.5718	10.22	3780	0.5386	0.6310	0.7449	0.8479	0.9241	0.7839	0.8531	0.2818	0.9130	0.8328	0.6259	0.8472	0.6245	0.6964	0.2648	0.7662	0.6125	0.6057
0.3323	10.27	3800	0.5057	0.6474	0.7612	0.8553	0.9438	0.7995	0.8491	0.3262	0.8858	0.8575	0.6663	0.8514	0.6334	0.7173	0.2923	0.7740	0.6233	0.6401
0.2535	10.32	3820	0.4864	0.6508	0.7772	0.8539	0.9348	0.8188	0.8595	0.3668	0.8533	0.9004	0.7066	0.8549	0.6386	0.7164	0.3057	0.7661	0.6034	0.6703
0.2513	10.38	3840	0.4820	0.6559	0.7743	0.8590	0.9271	0.8306	0.8680	0.3402	0.8907	0.8532	0.7101	0.8514	0.6283	0.7173	0.3062	0.7780	0.6423	0.6679
0.2741	10.43	3860	0.5181	0.6403	0.7528	0.8539	0.9213	0.8096	0.8833	0.2397	0.9053	0.8223	0.6879	0.8444	0.6411	0.7162	0.2174	0.7690	0.6400	0.6544
0.8793	10.49	3880	0.4984	0.6440	0.7639	0.8517	0.9169	0.8168	0.8769	0.2930	0.8877	0.8771	0.6787	0.8444	0.6414	0.7151	0.2617	0.7619	0.6341	0.6493
0.1981	10.54	3900	0.4780	0.6594	0.7710	0.8586	0.9176	0.8092	0.8522	0.3386	0.9015	0.8517	0.7263	0.8463	0.6438	0.7207	0.2899	0.7663	0.6628	0.6859
0.232	10.59	3920	0.5167	0.6511	0.7649	0.8547	0.9196	0.8068	0.8453	0.3311	0.9019	0.8566	0.6927	0.8482	0.6453	0.7203	0.2824	0.7647	0.6404	0.6563
0.2689	10.65	3940	0.5264	0.6488	0.7711	0.8512	0.9278	0.7952	0.8249	0.4003	0.8760	0.8924	0.6813	0.8488	0.6369	0.7129	0.3246	0.7671	0.6110	0.6406
0.1742	10.7	3960	0.5162	0.6502	0.7691	0.8523	0.9240	0.7972	0.8463	0.3970	0.8934	0.8609	0.6652	0.8492	0.6400	0.7237	0.3181	0.7660	0.6205	0.6342
0.222	10.76	3980	0.5389	0.6423	0.7566	0.8502	0.9202	0.7810	0.8767	0.3457	0.9085	0.8190	0.6451	0.8469	0.6284	0.7230	0.2974	0.7626	0.6185	0.6190
0.2272	10.81	4000	0.4768	0.6573	0.7875	0.8536	0.9280	0.8281	0.8720	0.4758	0.8738	0.8815	0.6530	0.8523	0.6409	0.7267	0.3596	0.7681	0.6201	0.6333
0.2723	10.86	4020	0.5040	0.6509	0.7717	0.8497	0.9268	0.8270	0.8522	0.3997	0.8792	0.8588	0.6585	0.8373	0.6435	0.7311	0.3299	0.7586	0.6258	0.6302
0.4227	10.92	4040	0.4656	0.6675	0.7905	0.8581	0.9186	0.8039	0.8517	0.4886	0.8878	0.8817	0.7010	0.8500	0.6477	0.7334	0.3644	0.7714	0.6385	0.6674
0.9581	10.97	4060	0.4638	0.6638	0.7771	0.8599	0.9080	0.7801	0.8618	0.3977	0.9084	0.8405	0.7430	0.8427	0.6323	0.7230	0.3115	0.7738	0.6612	0.7023
0.4865	11.03	4080	0.4606	0.6638	0.7695	0.8627	0.9236	0.7933	0.8436	0.3630	0.9192	0.8099	0.7338	0.8460	0.6406	0.7266	0.2974	0.7820	0.6514	0.7030
0.2958	11.08	4100	0.4746	0.6577	0.7702	0.8591	0.9375	0.8022	0.8415	0.4017	0.9028	0.8131	0.6925	0.8451	0.6342	0.7239	0.3162	0.7863	0.6310	0.6672
0.204	11.14	4120	0.4865	0.6588	0.7797	0.8551	0.9286	0.7847	0.8519	0.4563	0.8801	0.8700	0.6866	0.8425	0.6406	0.7253	0.3448	0.7757	0.6240	0.6587
0.3136	11.19	4140	0.5041	0.6539	0.7715	0.8530	0.9247	0.7921	0.8544	0.3816	0.8800	0.8821	0.6854	0.8392	0.6458	0.7209	0.3240	0.7690	0.6202	0.6581
0.1468	11.24	4160	0.5141	0.6515	0.7695	0.8524	0.9308	0.8031	0.8590	0.3976	0.8858	0.8473	0.6632	0.8433	0.6452	0.7195	0.3288	0.7697	0.6182	0.6360
0.3071	11.3	4180	0.4866	0.6558	0.7711	0.8545	0.9143	0.7799	0.8497	0.4173	0.9083	0.8430	0.6850	0.8477	0.6257	0.7289	0.3412	0.7654	0.6273	0.6542
0.4639	11.35	4200	0.5634	0.6330	0.7501	0.8449	0.9184	0.7348	0.8655	0.3582	0.8991	0.8456	0.6293	0.8398	0.5997	0.7139	0.3168	0.7637	0.5963	0.6013
0.3086	11.41	4220	0.4990	0.6492	0.7631	0.8540	0.9332	0.7973	0.8607	0.3572	0.8947	0.8304	0.6683	0.8470	0.6370	0.7228	0.3153	0.7743	0.6128	0.6351
0.2677	11.46	4240	0.5363	0.6493	0.7661	0.8506	0.9461	0.7764	0.8798	0.4247	0.8745	0.8349	0.6266	0.8418	0.6396	0.7145	0.3586	0.7715	0.6140	0.6052
0.5276	11.51	4260	0.5128	0.6576	0.7816	0.8549	0.9327	0.8229	0.8566	0.4416	0.8763	0.8669	0.6744	0.8529	0.6394	0.7179	0.3740	0.7766	0.6026	0.6397
0.1893	11.57	4280	0.5024	0.6560	0.7728	0.8552	0.9365	0.7838	0.8439	0.4367	0.8885	0.8542	0.6657	0.8516	0.6314	0.7172	0.3641	0.7748	0.6155	0.6371
0.5181	11.62	4300	0.5177	0.6635	0.7851	0.8560	0.9365	0.7863	0.8552	0.4737	0.8597	0.8752	0.7092	0.8470	0.6361	0.7178	0.3697	0.7634	0.6371	0.6734
0.1531	11.68	4320	0.4930	0.6681	0.7778	0.8608	0.9324	0.7946	0.8571	0.4233	0.8929	0.8167	0.7276	0.8438	0.6394	0.7219	0.3456	0.7731	0.6716	0.6816
0.4142	11.73	4340	0.5438	0.6433	0.7604	0.8520	0.9311	0.7925	0.8741	0.3228	0.8829	0.8421	0.6770	0.8463	0.6215	0.7078	0.2844	0.7625	0.6318	0.6487
0.3147	11.78	4360	0.5602	0.6446	0.7527	0.8519	0.9302	0.6861	0.8605	0.4065	0.9066	0.8237	0.6554	0.8485	0.5801	0.7181	0.3362	0.7617	0.6371	0.6302
0.1662	11.84	4380	0.5133	0.6576	0.7686	0.8594	0.9240	0.7485	0.8682	0.3765	0.8988	0.8389	0.7254	0.8519	0.6029	0.7127	0.3211	0.7693	0.6563	0.6893
0.4525	11.89	4400	0.5253	0.6510	0.7614	0.8559	0.9328	0.7342	0.8650	0.3537	0.8844	0.8503	0.7096	0.8464	0.5979	0.7092	0.3070	0.7626	0.6538	0.6799
0.2606	11.95	4420	0.4896	0.6631	0.7847	0.8596	0.9294	0.8303	0.8733	0.3868	0.8694	0.8710	0.7328	0.8494	0.6321	0.7254	0.3196	0.7677	0.6500	0.6979
0.1993	12.0	4440	0.4762	0.6705	0.7897	0.8649	0.9378	0.8444	0.8635	0.3950	0.8757	0.8762	0.7351	0.8591	0.6378	0.7237	0.3338	0.7772	0.6523	0.7093
0.361	12.05	4460	0.4933	0.6619	0.7725	0.8595	0.9189	0.7869	0.8669	0.3713	0.9037	0.8365	0.7232	0.8516	0.6350	0.7266	0.3147	0.7655	0.6534	0.6863
0.3764	12.11	4480	0.5137	0.6559	0.7727	0.8585	0.9249	0.8356	0.8850	0.3418	0.8996	0.8297	0.6927	0.8472	0.6346	0.7202	0.2982	0.7767	0.6531	0.6616
0.4513	12.16	4500	0.5150	0.6554	0.7713	0.8582	0.9374	0.7756	0.8589	0.3849	0.8833	0.8620	0.6970	0.8489	0.6056	0.7141	0.3232	0.7750	0.6528	0.6683
0.2774	12.22	4520	0.5390	0.6473	0.7651	0.8538	0.9131	0.7244	0.8835	0.3934	0.9011	0.8515	0.6888	0.8508	0.5802	0.7026	0.3266	0.7656	0.6481	0.6570
0.4331	12.27	4540	0.5406	0.6468	0.7604	0.8556	0.9177	0.7400	0.8834	0.3289	0.9016	0.8526	0.6990	0.8504	0.5986	0.7112	0.2844	0.7685	0.6497	0.6646
0.269	12.32	4560	0.4955	0.6570	0.7737	0.8607	0.9215	0.8144	0.8848	0.3242	0.8973	0.8554	0.7181	0.8550	0.6359	0.7045	0.2870	0.7785	0.6544	0.6840
0.1178	12.38	4580	0.4399	0.6785	0.7848	0.8723	0.9266	0.8191	0.8578	0.3717	0.9180	0.8221	0.7786	0.8594	0.6457	0.7255	0.3142	0.7969	0.6697	0.7381
0.1972	12.43	4600	0.4786	0.6660	0.7800	0.8644	0.9281	0.8007	0.8818	0.3687	0.8967	0.8616	0.7221	0.8545	0.6375	0.7235	0.3031	0.7838	0.6644	0.6952
0.2086	12.49	4620	0.4917	0.6647	0.7764	0.8632	0.9434	0.7962	0.8712	0.3779	0.8858	0.8497	0.7104	0.8561	0.6356	0.7306	0.3073	0.7771	0.6649	0.6815
0.405	12.54	4640	0.5377	0.6600	0.7744	0.8588	0.9330	0.7947	0.8525	0.4003	0.8970	0.8700	0.6731	0.8573	0.6448	0.7387	0.3228	0.7733	0.6379	0.6454
0.2407	12.59	4660	0.4678	0.6726	0.7849	0.8648	0.9324	0.7947	0.8651	0.4104	0.8847	0.8578	0.7490	0.8542	0.6512	0.7350	0.3193	0.7754	0.6605	0.7129
0.4881	12.65	4680	0.4741	0.6735	0.7863	0.8655	0.9352	0.7932	0.8620	0.4271	0.8889	0.8701	0.7275	0.8559	0.6476	0.7356	0.3378	0.7817	0.6582	0.6976
0.3421	12.7	4700	0.4710	0.6719	0.7815	0.8656	0.9307	0.7652	0.8420	0.4211	0.8984	0.8744	0.7387	0.8576	0.6368	0.7315	0.3343	0.7810	0.6617	0.7005
0.339	12.76	4720	0.5162	0.6578	0.7792	0.8575	0.9283	0.7972	0.8548	0.4277	0.8903	0.8769	0.6789	0.8588	0.6288	0.7307	0.3317	0.7726	0.6334	0.6486
0.1653	12.81	4740	0.5618	0.6400	0.7534	0.8518	0.9296	0.7189	0.8702	0.3516	0.8962	0.8435	0.6635	0.8530	0.5911	0.7115	0.2914	0.7622	0.6354	0.6355
0.213	12.86	4760	0.6174	0.6270	0.7464	0.8429	0.9244	0.7146	0.8693	0.3455	0.8871	0.8728	0.6113	0.8467	0.5855	0.7121	0.2987	0.7532	0.6076	0.5854
0.2808	12.92	4780	0.5969	0.6418	0.7616	0.8483	0.9257	0.7401	0.8735	0.4186	0.8922	0.8546	0.6263	0.8467	0.5884	0.7277	0.3514	0.7626	0.6172	0.5986
0.2436	12.97	4800	0.5843	0.6322	0.7486	0.8432	0.9147	0.7072	0.8638	0.3813	0.9016	0.8536	0.6180	0.8410	0.5890	0.7187	0.3274	0.7556	0.6094	0.5841
0.2076	13.03	4820	0.5755	0.6269	0.7466	0.8446	0.9314	0.7117	0.8873	0.3420	0.8854	0.8666	0.6021	0.8448	0.5825	0.7051	0.3008	0.7672	0.6150	0.5727
0.289	13.08	4840	0.5757	0.6332	0.7563	0.8459	0.9230	0.7370	0.8729	0.3790	0.8907	0.8828	0.6087	0.8474	0.5776	0.7105	0.3302	0.7638	0.6227	0.5802
0.2963	13.14	4860	0.5199	0.6485	0.7678	0.8543	0.9310	0.7834	0.8680	0.3795	0.8896	0.8592	0.6637	0.8538	0.6126	0.7216	0.3186	0.7708	0.6309	0.6314
0.2072	13.19	4880	0.5422	0.6480	0.7643	0.8539	0.9289	0.7738	0.8613	0.3749	0.8995	0.8637	0.6480	0.8486	0.6122	0.7262	0.3209	0.7736	0.6303	0.6239
0.436	13.24	4900	0.4915	0.6580	0.7761	0.8595	0.9245	0.8288	0.8618	0.3524	0.8963	0.8711	0.6982	0.8540	0.6318	0.7307	0.3097	0.7764	0.6368	0.6667
0.1602	13.3	4920	0.4685	0.6640	0.7795	0.8624	0.9315	0.7810	0.8780	0.4048	0.8896	0.8513	0.7204	0.8553	0.6160	0.7197	0.3329	0.7781	0.6548	0.6912
0.3805	13.35	4940	0.5413	0.6435	0.7730	0.8513	0.9187	0.8250	0.8728	0.3808	0.8915	0.8852	0.6374	0.8540	0.6100	0.7198	0.3229	0.7735	0.6140	0.6101
0.4563	13.41	4960	0.5416	0.6525	0.7747	0.8543	0.9274	0.7967	0.8779	0.4147	0.8917	0.8720	0.6423	0.8580	0.6384	0.7283	0.3407	0.7746	0.6153	0.6122
0.267	13.46	4980	0.5113	0.6588	0.7812	0.8568	0.9382	0.7916	0.8762	0.4375	0.8683	0.8744	0.6822	0.8510	0.6396	0.7273	0.3327	0.7739	0.6353	0.6518
0.6845	13.51	5000	0.5037	0.6550	0.7751	0.8550	0.9392	0.8143	0.8723	0.3970	0.8677	0.8411	0.6943	0.8426	0.6345	0.7289	0.3052	0.7669	0.6471	0.6599
0.1488	13.57	5020	0.5335	0.6573	0.7741	0.8590	0.9272	0.8093	0.8577	0.3777	0.9026	0.8665	0.6775	0.8564	0.6379	0.7349	0.3104	0.7792	0.6336	0.6484
0.1949	13.62	5040	0.5214	0.6620	0.7775	0.8619	0.9325	0.8244	0.8598	0.3807	0.9002	0.8461	0.6987	0.8608	0.6363	0.7327	0.3203	0.7786	0.6393	0.6659
0.4794	13.68	5060	0.5203	0.6614	0.7757	0.8581	0.9444	0.7886	0.8708	0.4144	0.8738	0.8486	0.6892	0.8443	0.6368	0.7275	0.3321	0.7720	0.6560	0.6613
0.2998	13.73	5080	0.5237	0.6633	0.7798	0.8607	0.9358	0.7775	0.8733	0.4340	0.8893	0.8634	0.6851	0.8573	0.6327	0.7282	0.3478	0.7804	0.6400	0.6566
0.8203	13.78	5100	0.5309	0.6594	0.7770	0.8581	0.9316	0.7465	0.8602	0.4284	0.8769	0.8855	0.7096	0.8530	0.6185	0.7228	0.3431	0.7744	0.6370	0.6670
1.1222	13.84	5120	0.4967	0.6640	0.7765	0.8634	0.9377	0.7554	0.8599	0.4007	0.8864	0.8661	0.7291	0.8575	0.6160	0.7193	0.3240	0.7801	0.6577	0.6934
0.2649	13.89	5140	0.4936	0.6591	0.7698	0.8601	0.9344	0.7570	0.8611	0.3866	0.8931	0.8430	0.7132	0.8516	0.6254	0.7221	0.3015	0.7742	0.6562	0.6825
0.2577	13.95	5160	0.4935	0.6677	0.7870	0.8623	0.9258	0.8153	0.8599	0.4207	0.8869	0.8703	0.7301	0.8571	0.6292	0.7339	0.3240	0.7691	0.6576	0.7027
0.2886	14.0	5180	0.4860	0.6743	0.7872	0.8663	0.9402	0.8277	0.8624	0.4220	0.8930	0.8478	0.7170	0.8584	0.6430	0.7352	0.3487	0.7815	0.6631	0.6903
0.1118	14.05	5200	0.5314	0.6641	0.7930	0.8563	0.9215	0.8268	0.8690	0.4832	0.8762	0.8957	0.6789	0.8520	0.6447	0.7356	0.3692	0.7705	0.6249	0.6515
1.741	14.11	5220	0.5089	0.6755	0.7958	0.8649	0.9226	0.8303	0.8835	0.4567	0.8926	0.8588	0.7258	0.8586	0.6438	0.7323	0.3672	0.7796	0.6584	0.6886
0.2747	14.16	5240	0.5532	0.6590	0.7828	0.8574	0.9332	0.8041	0.8984	0.4260	0.8748	0.8732	0.6701	0.8538	0.6292	0.7184	0.3530	0.7760	0.6404	0.6422
0.3364	14.22	5260	0.4954	0.6721	0.7866	0.8654	0.9404	0.8099	0.8695	0.4120	0.8816	0.8706	0.7220	0.8585	0.6431	0.7299	0.3425	0.7808	0.6621	0.6881
0.1092	14.27	5280	0.5403	0.6668	0.7817	0.8622	0.9326	0.8063	0.8576	0.4038	0.8934	0.8883	0.6903	0.8572	0.6428	0.7290	0.3439	0.7786	0.6526	0.6633
0.2543	14.32	5300	0.4710	0.6751	0.7858	0.8670	0.9426	0.7976	0.8665	0.4427	0.8981	0.8497	0.7031	0.8563	0.6373	0.7316	0.3588	0.7888	0.6727	0.6801
0.3732	14.38	5320	0.4648	0.6833	0.7912	0.8718	0.9385	0.8005	0.8569	0.4450	0.9034	0.8450	0.7491	0.8626	0.6390	0.7351	0.3665	0.7912	0.6732	0.7156
0.1528	14.43	5340	0.4656	0.6879	0.8058	0.8715	0.9340	0.7962	0.8489	0.5164	0.8816	0.8936	0.7699	0.8629	0.6477	0.7363	0.3880	0.7920	0.6534	0.7350
0.3244	14.49	5360	0.4819	0.6799	0.7992	0.8675	0.9388	0.8142	0.8677	0.4842	0.8772	0.8797	0.7327	0.8593	0.6425	0.7292	0.3777	0.7863	0.6673	0.6971
0.2471	14.54	5380	0.5574	0.6558	0.7864	0.8540	0.9270	0.8175	0.8705	0.4817	0.8815	0.8864	0.6402	0.8534	0.6300	0.7209	0.3702	0.7775	0.6240	0.6144
0.3905	14.59	5400	0.5166	0.6629	0.7812	0.8599	0.9366	0.7865	0.8554	0.4319	0.8837	0.8957	0.6788	0.8558	0.6376	0.7243	0.3525	0.7819	0.6397	0.6484
0.2366	14.65	5420	0.5017	0.6705	0.7890	0.8655	0.9361	0.8299	0.8475	0.4132	0.8866	0.8847	0.7248	0.8625	0.6383	0.7279	0.3406	0.7848	0.6503	0.6891
0.432	14.7	5440	0.4907	0.6696	0.7843	0.8641	0.9378	0.8229	0.8357	0.4179	0.8963	0.8825	0.6968	0.8566	0.6400	0.7348	0.3492	0.7864	0.6542	0.6657
0.2797	14.76	5460	0.4823	0.6714	0.7822	0.8653	0.9368	0.8077	0.8301	0.4094	0.9018	0.8876	0.7023	0.8565	0.6441	0.7392	0.3449	0.7876	0.6568	0.6703
0.284	14.81	5480	0.4817	0.6763	0.7882	0.8668	0.9367	0.8150	0.8322	0.4407	0.9015	0.8829	0.7081	0.8558	0.6383	0.7339	0.3713	0.7894	0.6701	0.6750
0.2486	14.86	5500	0.4743	0.6813	0.7975	0.8687	0.9381	0.8057	0.8638	0.4659	0.8777	0.8788	0.7525	0.8623	0.6416	0.7306	0.3675	0.7811	0.6758	0.7099
1.0494	14.92	5520	0.5004	0.6725	0.7994	0.8636	0.9386	0.8408	0.8609	0.4807	0.8660	0.8867	0.7218	0.8614	0.6357	0.7276	0.3682	0.7776	0.6499	0.6868
0.3282	14.97	5540	0.5212	0.6602	0.7826	0.8605	0.9357	0.7940	0.8699	0.4259	0.8818	0.8824	0.6886	0.8602	0.6045	0.7202	0.3520	0.7798	0.6460	0.6589
0.46	15.03	5560	0.5118	0.6684	0.7767	0.8662	0.9354	0.7391	0.8666	0.4207	0.9038	0.8428	0.7282	0.8651	0.5993	0.7243	0.3519	0.7805	0.6659	0.6919
0.2936	15.08	5580	0.5192	0.6659	0.7882	0.8609	0.9319	0.7430	0.8424	0.4950	0.8729	0.9068	0.7252	0.8666	0.6054	0.7200	0.3753	0.7690	0.6397	0.6850
0.2287	15.14	5600	0.5296	0.6573	0.7719	0.8597	0.9304	0.7450	0.8833	0.4235	0.9021	0.8333	0.6860	0.8564	0.5819	0.6972	0.3501	0.7769	0.6834	0.6549
0.2904	15.19	5620	0.5371	0.6618	0.7742	0.8605	0.9246	0.7525	0.8723	0.4390	0.9128	0.8294	0.6886	0.8538	0.5983	0.7007	0.3598	0.7777	0.6826	0.6598
0.1743	15.24	5640	0.5354	0.6642	0.7898	0.8575	0.9329	0.7826	0.8584	0.5319	0.8819	0.8765	0.6645	0.8481	0.6236	0.7261	0.3739	0.7773	0.6612	0.6392
0.4112	15.3	5660	0.5052	0.6723	0.7901	0.8614	0.9394	0.7820	0.8536	0.5162	0.8812	0.8633	0.6952	0.8488	0.6356	0.7324	0.3818	0.7787	0.6688	0.6597
0.1699	15.35	5680	0.5328	0.6690	0.7797	0.8637	0.9333	0.7722	0.8553	0.4220	0.8983	0.8682	0.7089	0.8566	0.6303	0.7255	0.3521	0.7796	0.6592	0.6794
0.1916	15.41	5700	0.5239	0.6685	0.7828	0.8634	0.9350	0.7994	0.8497	0.4325	0.8972	0.8660	0.7002	0.8583	0.6314	0.7261	0.3546	0.7807	0.6584	0.6700
0.3017	15.46	5720	0.5202	0.6667	0.7874	0.8611	0.9378	0.7855	0.8547	0.4498	0.8691	0.9042	0.7106	0.8612	0.6321	0.7219	0.3577	0.7716	0.6448	0.6778
0.4613	15.51	5740	0.5305	0.6689	0.7846	0.8637	0.9371	0.7753	0.8568	0.4424	0.8864	0.8865	0.7077	0.8621	0.6225	0.7240	0.3623	0.7787	0.6559	0.6766
0.2427	15.57	5760	0.5309	0.6718	0.7882	0.8649	0.9307	0.8135	0.8612	0.4478	0.8997	0.8510	0.7136	0.8624	0.6301	0.7245	0.3640	0.7804	0.6637	0.6777
0.1715	15.62	5780	0.5624	0.6562	0.7710	0.8575	0.9419	0.7407	0.8751	0.4462	0.8906	0.8442	0.6581	0.8581	0.6136	0.7169	0.3606	0.7771	0.6393	0.6281
0.1743	15.68	5800	0.5858	0.6474	0.7718	0.8515	0.9255	0.7338	0.8919	0.4446	0.8790	0.8760	0.6516	0.8540	0.6027	0.7056	0.3599	0.7700	0.6193	0.6204
0.1497	15.73	5820	0.5603	0.6659	0.7830	0.8595	0.9291	0.7782	0.8759	0.4456	0.8845	0.8723	0.6953	0.8559	0.6379	0.7309	0.3684	0.7730	0.6350	0.6600
0.1704	15.78	5840	0.5118	0.6780	0.7864	0.8685	0.9415	0.7931	0.8423	0.4234	0.8912	0.8696	0.7442	0.8624	0.6468	0.7316	0.3559	0.7839	0.6621	0.7033
0.2139	15.84	5860	0.5604	0.6598	0.7785	0.8575	0.9417	0.7978	0.8686	0.4478	0.8864	0.8622	0.6453	0.8534	0.6459	0.7270	0.3536	0.7803	0.6375	0.6210
0.2681	15.89	5880	0.5511	0.6606	0.7768	0.8585	0.9339	0.8061	0.8352	0.4398	0.9030	0.8553	0.6645	0.8573	0.6392	0.7339	0.3482	0.7770	0.6330	0.6357
0.4451	15.95	5900	0.5849	0.6544	0.7729	0.8552	0.9280	0.7920	0.8683	0.4166	0.9002	0.8661	0.6395	0.8567	0.6407	0.7325	0.3389	0.7740	0.6246	0.6134
0.2227	16.0	5920	0.5656	0.6600	0.7718	0.8583	0.9314	0.7589	0.8451	0.4590	0.9162	0.8454	0.6464	0.8612	0.6363	0.7345	0.3601	0.7773	0.6309	0.6196
0.1399	16.05	5940	0.5454	0.6638	0.7856	0.8594	0.9311	0.8021	0.8783	0.4619	0.8910	0.8743	0.6607	0.8640	0.6450	0.7326	0.3674	0.7786	0.6308	0.6285
0.2748	16.11	5960	0.6201	0.6587	0.7815	0.8554	0.9342	0.7969	0.8792	0.4682	0.8869	0.8788	0.6261	0.8588	0.6519	0.7246	0.3736	0.7767	0.6230	0.6021
0.2186	16.16	5980	0.5809	0.6635	0.7922	0.8577	0.9296	0.8315	0.8590	0.5140	0.8901	0.8716	0.6499	0.8629	0.6421	0.7340	0.3849	0.7780	0.6229	0.6199
0.9109	16.22	6000	0.5806	0.6598	0.7839	0.8562	0.9358	0.7914	0.8766	0.4737	0.8781	0.8861	0.6454	0.8617	0.6434	0.7326	0.3732	0.7742	0.6170	0.6165
0.229	16.27	6020	0.5317	0.6628	0.7808	0.8589	0.9298	0.7970	0.8556	0.4508	0.8979	0.8628	0.6717	0.8573	0.6345	0.7319	0.3615	0.7759	0.6379	0.6407
0.1148	16.32	6040	0.5476	0.6663	0.7861	0.8599	0.9262	0.7672	0.8661	0.4985	0.8950	0.8631	0.6863	0.8551	0.6162	0.7292	0.3834	0.7764	0.6490	0.6551
0.2058	16.38	6060	0.6424	0.6593	0.7686	0.8554	0.9324	0.7444	0.8467	0.4748	0.9143	0.8383	0.6293	0.8478	0.6211	0.7304	0.3874	0.7714	0.6494	0.6075
0.3258	16.43	6080	0.5560	0.6656	0.7791	0.8608	0.9298	0.7633	0.8762	0.4509	0.9000	0.8476	0.6860	0.8530	0.6238	0.7263	0.3672	0.7790	0.6543	0.6557
0.2097	16.49	6100	0.5592	0.6673	0.7747	0.8615	0.9321	0.7842	0.8539	0.4282	0.9133	0.8283	0.6828	0.8508	0.6411	0.7377	0.3629	0.7815	0.6440	0.6534
0.1554	16.54	6120	0.5593	0.6684	0.7847	0.8615	0.9245	0.7956	0.8659	0.4542	0.9034	0.8614	0.6880	0.8535	0.6409	0.7300	0.3685	0.7827	0.6439	0.6593
1.0233	16.59	6140	0.5681	0.6595	0.7668	0.8602	0.9335	0.7291	0.8624	0.4098	0.9083	0.8414	0.6834	0.8527	0.6119	0.7172	0.3547	0.7828	0.6418	0.6555
0.1656	16.65	6160	0.5631	0.6641	0.7750	0.8610	0.9293	0.7302	0.8514	0.4592	0.9070	0.8556	0.6922	0.8559	0.5994	0.7228	0.3867	0.7804	0.6415	0.6622
0.1768	16.7	6180	0.5629	0.6718	0.7903	0.8618	0.9320	0.7868	0.8579	0.4890	0.8871	0.8905	0.6892	0.8558	0.6290	0.7399	0.3971	0.7792	0.6398	0.6615
0.298	16.76	6200	0.5488	0.6720	0.7906	0.8624	0.9306	0.7532	0.8659	0.4985	0.8806	0.8937	0.7116	0.8597	0.6218	0.7369	0.3919	0.7756	0.6451	0.6730
0.3174	16.81	6220	0.5639	0.6712	0.7837	0.8628	0.9256	0.7469	0.8611	0.4816	0.9056	0.8710	0.6943	0.8573	0.6154	0.7295	0.3988	0.7797	0.6517	0.6659
2.2986	16.86	6240	0.5555	0.6717	0.7782	0.8649	0.9323	0.7315	0.8713	0.4571	0.9097	0.8433	0.7024	0.8581	0.6204	0.7316	0.3816	0.7842	0.6536	0.6721
0.1239	16.92	6260	0.5121	0.6784	0.7904	0.8675	0.9330	0.8007	0.8500	0.4376	0.8923	0.8780	0.7411	0.8623	0.6422	0.7370	0.3722	0.7818	0.6553	0.6983
0.4243	16.97	6280	0.5192	0.6780	0.7880	0.8677	0.9311	0.8051	0.8610	0.4178	0.8995	0.8697	0.7317	0.8597	0.6483	0.7393	0.3622	0.7842	0.6532	0.6988
0.1333	17.03	6300	0.4975	0.6766	0.7927	0.8658	0.9296	0.8200	0.8553	0.4512	0.8905	0.8627	0.7395	0.8593	0.6506	0.7414	0.3519	0.7780	0.6566	0.6987
0.2877	17.08	6320	0.5117	0.6742	0.8014	0.8632	0.9275	0.8139	0.8602	0.5093	0.8684	0.8800	0.7507	0.8633	0.6434	0.7367	0.3510	0.7705	0.6555	0.6986
0.138	17.14	6340	0.5202	0.6690	0.7905	0.8614	0.9247	0.8059	0.8752	0.4796	0.8871	0.8307	0.7301	0.8583	0.6442	0.7281	0.3387	0.7713	0.6566	0.6858
0.2876	17.19	6360	0.5580	0.6496	0.7729	0.8541	0.9319	0.7853	0.8786	0.4272	0.8919	0.8622	0.6330	0.8550	0.6184	0.7201	0.3440	0.7799	0.6230	0.6065
0.8339	17.24	6380	0.6122	0.6454	0.7615	0.8520	0.9361	0.7730	0.8545	0.4034	0.9046	0.8507	0.6084	0.8525	0.6229	0.7216	0.3397	0.7763	0.6178	0.5869
0.7474	17.3	6400	0.5489	0.6636	0.7709	0.8613	0.9380	0.7517	0.8600	0.4072	0.8961	0.8335	0.7095	0.8506	0.6216	0.7276	0.3413	0.7768	0.6491	0.6780
0.1185	17.35	6420	0.5330	0.6681	0.7734	0.8655	0.9345	0.7603	0.8367	0.4204	0.9192	0.8285	0.7139	0.8612	0.6170	0.7291	0.3548	0.7859	0.6485	0.6800
0.4462	17.41	6440	0.5454	0.6620	0.7790	0.8605	0.9276	0.7877	0.8408	0.4482	0.9058	0.8439	0.6988	0.8568	0.6036	0.7307	0.3599	0.7796	0.6407	0.6629
0.5445	17.46	6460	0.5240	0.6666	0.7783	0.8644	0.9379	0.7571	0.8742	0.4554	0.9089	0.8280	0.6864	0.8625	0.6159	0.7285	0.3577	0.7870	0.6497	0.6645
0.1115	17.51	6480	0.5198	0.6651	0.7843	0.8623	0.9350	0.7463	0.8777	0.4974	0.8968	0.8622	0.6744	0.8626	0.6151	0.7240	0.3733	0.7884	0.6443	0.6482
0.245	17.57	6500	0.5252	0.6700	0.7884	0.8639	0.9303	0.7806	0.8511	0.4831	0.8996	0.8762	0.6978	0.8626	0.6275	0.7296	0.3763	0.7879	0.6412	0.6649
0.8472	17.62	6520	0.5077	0.6717	0.7884	0.8652	0.9300	0.7849	0.8612	0.4621	0.8983	0.8685	0.7138	0.8626	0.6336	0.7313	0.3628	0.7877	0.6486	0.6750
0.2628	17.68	6540	0.5328	0.6735	0.7958	0.8642	0.9278	0.8056	0.8677	0.5064	0.8929	0.8602	0.7100	0.8621	0.6398	0.7329	0.3823	0.7867	0.6402	0.6702
0.2206	17.73	6560	0.5419	0.6686	0.7907	0.8624	0.9336	0.8046	0.8718	0.4855	0.8905	0.8633	0.6854	0.8627	0.6354	0.7352	0.3745	0.7852	0.6356	0.6517
0.4008	17.78	6580	0.5471	0.6655	0.7858	0.8611	0.9250	0.8095	0.8543	0.4608	0.9039	0.8613	0.6858	0.8613	0.6263	0.7366	0.3697	0.7820	0.6328	0.6501
0.2569	17.84	6600	0.5723	0.6587	0.7726	0.8611	0.9352	0.7637	0.8748	0.4024	0.9009	0.8486	0.6824	0.8604	0.6168	0.7223	0.3318	0.7833	0.6434	0.6532
0.438	17.89	6620	0.5625	0.6605	0.7820	0.8608	0.9311	0.7878	0.8763	0.4328	0.8925	0.8712	0.6822	0.8614	0.6095	0.7180	0.3460	0.7815	0.6551	0.6520
0.3253	17.95	6640	0.5381	0.6719	0.7896	0.8658	0.9266	0.8072	0.8681	0.4426	0.9034	0.8737	0.7060	0.8624	0.6122	0.7337	0.3767	0.7872	0.6613	0.6695
0.2993	18.0	6660	0.5754	0.6722	0.7916	0.8633	0.9236	0.7817	0.8707	0.4875	0.8967	0.8801	0.7011	0.8584	0.6183	0.7322	0.3966	0.7824	0.6503	0.6674
0.2065	18.05	6680	0.5444	0.6689	0.7823	0.8624	0.9169	0.7521	0.8745	0.4642	0.9093	0.8377	0.7210	0.8565	0.6097	0.7298	0.3757	0.7768	0.6646	0.6693
0.3371	18.11	6700	0.5273	0.6757	0.7966	0.8648	0.9217	0.8152	0.8496	0.4998	0.8991	0.8633	0.7276	0.8624	0.6277	0.7397	0.3904	0.7813	0.6530	0.6754
0.5228	18.16	6720	0.5471	0.6708	0.7856	0.8650	0.9337	0.7853	0.8663	0.4497	0.8993	0.8631	0.7017	0.8635	0.6327	0.7301	0.3639	0.7858	0.6552	0.6646
0.2349	18.22	6740	0.5225	0.6691	0.7902	0.8618	0.9302	0.7764	0.8783	0.4901	0.8816	0.8602	0.7141	0.8593	0.6323	0.7354	0.3579	0.7762	0.6537	0.6687
0.296	18.27	6760	0.5410	0.6710	0.7873	0.8642	0.9196	0.7942	0.8639	0.4490	0.9087	0.8637	0.7124	0.8572	0.6287	0.7330	0.3596	0.7844	0.6596	0.6748
0.2349	18.32	6780	0.5687	0.6661	0.7818	0.8626	0.9200	0.7858	0.8744	0.4312	0.9104	0.8465	0.7044	0.8569	0.6272	0.7284	0.3355	0.7811	0.6631	0.6708
0.4848	18.38	6800	0.5320	0.6715	0.7892	0.8637	0.9331	0.7980	0.8656	0.4704	0.8912	0.8560	0.7102	0.8597	0.6412	0.7348	0.3434	0.7778	0.6694	0.6744
0.2716	18.43	6820	0.5290	0.6722	0.7942	0.8635	0.9285	0.8218	0.8578	0.4668	0.8848	0.8770	0.7226	0.8625	0.6371	0.7374	0.3669	0.7781	0.6490	0.6743
0.2607	18.49	6840	0.5762	0.6684	0.7847	0.8625	0.9299	0.7859	0.8679	0.4440	0.8946	0.8751	0.6953	0.8576	0.6369	0.7328	0.3617	0.7829	0.6432	0.6634
0.7043	18.54	6860	0.5676	0.6691	0.7859	0.8634	0.9205	0.7614	0.8808	0.4704	0.9048	0.8503	0.7135	0.8586	0.6161	0.7254	0.3669	0.7828	0.6578	0.6762
0.2008	18.59	6880	0.5637	0.6680	0.7828	0.8627	0.9322	0.7548	0.8669	0.4669	0.8944	0.8577	0.7066	0.8588	0.6206	0.7311	0.3651	0.7801	0.6499	0.6705
0.3121	18.65	6900	0.5398	0.6751	0.7929	0.8667	0.9322	0.7949	0.8817	0.4777	0.8966	0.8545	0.7124	0.8654	0.6273	0.7347	0.3761	0.7866	0.6627	0.6729
0.1511	18.7	6920	0.5115	0.6731	0.7925	0.8653	0.9332	0.7922	0.8723	0.4714	0.8855	0.8709	0.7221	0.8661	0.6252	0.7388	0.3702	0.7809	0.6605	0.6701
0.1835	18.76	6940	0.5327	0.6735	0.7932	0.8651	0.9295	0.8151	0.8664	0.4703	0.8955	0.8662	0.7093	0.8642	0.6370	0.7419	0.3649	0.7824	0.6549	0.6692
0.2837	18.81	6960	0.5515	0.6713	0.7891	0.8643	0.9334	0.8020	0.8664	0.4550	0.8927	0.8751	0.6995	0.8640	0.6394	0.7398	0.3591	0.7817	0.6495	0.6658
0.1731	18.86	6980	0.5519	0.6740	0.7886	0.8649	0.9321	0.7978	0.8635	0.4706	0.9025	0.8581	0.6955	0.8627	0.6356	0.7400	0.3741	0.7796	0.6610	0.6645
0.2349	18.92	7000	0.5380	0.6761	0.7916	0.8645	0.9323	0.7646	0.8670	0.5184	0.8938	0.8536	0.7113	0.8584	0.6331	0.7428	0.3911	0.7812	0.6519	0.6740
0.2234	18.97	7020	0.5678	0.6721	0.7882	0.8640	0.9382	0.7470	0.8651	0.5052	0.8881	0.8760	0.6977	0.8629	0.6259	0.7375	0.3879	0.7837	0.6423	0.6643
0.225	19.03	7040	0.5822	0.6677	0.7840	0.8609	0.9277	0.7737	0.8650	0.4743	0.9010	0.8699	0.6761	0.8576	0.6283	0.7369	0.3880	0.7807	0.6340	0.6484
0.2817	19.08	7060	0.5592	0.6691	0.7870	0.8610	0.9306	0.7640	0.8635	0.5015	0.8918	0.8686	0.6890	0.8575	0.6278	0.7350	0.3882	0.7779	0.6398	0.6577
0.2163	19.14	7080	0.5760	0.6668	0.7882	0.8594	0.9236	0.7730	0.8712	0.5191	0.8996	0.8590	0.6720	0.8577	0.6236	0.7353	0.3999	0.7791	0.6294	0.6426
0.3567	19.19	7100	0.5600	0.6743	0.7875	0.8648	0.9296	0.7735	0.8600	0.4852	0.9047	0.8567	0.7031	0.8616	0.6318	0.7352	0.3907	0.7825	0.6472	0.6712
0.1846	19.24	7120	0.5490	0.6750	0.7890	0.8655	0.9415	0.8049	0.8635	0.4735	0.8937	0.8446	0.7011	0.8600	0.6391	0.7361	0.3839	0.7848	0.6516	0.6699
0.3032	19.3	7140	0.5672	0.6697	0.7886	0.8627	0.9367	0.8156	0.8700	0.4861	0.8977	0.8365	0.6778	0.8594	0.6326	0.7330	0.3887	0.7857	0.6390	0.6492
0.1946	19.35	7160	0.5625	0.6736	0.7880	0.8640	0.9360	0.8089	0.8646	0.4694	0.8998	0.8543	0.6831	0.8590	0.6434	0.7375	0.3962	0.7865	0.6379	0.6546
0.135	19.41	7180	0.5581	0.6751	0.7882	0.8650	0.9323	0.7993	0.8518	0.4760	0.9073	0.8612	0.6893	0.8612	0.6438	0.7382	0.3949	0.7868	0.6404	0.6604
0.2432	19.46	7200	0.5832	0.6741	0.7886	0.8627	0.9237	0.7989	0.8359	0.4959	0.9112	0.8616	0.6933	0.8560	0.6385	0.7350	0.4062	0.7824	0.6398	0.6607
0.1975	19.51	7220	0.5366	0.6765	0.7931	0.8649	0.9407	0.7973	0.8284	0.5083	0.8865	0.8759	0.7144	0.8593	0.6395	0.7321	0.3981	0.7846	0.6456	0.6765
0.2508	19.57	7240	0.5275	0.6792	0.7958	0.8663	0.9357	0.7951	0.8559	0.5032	0.8875	0.8697	0.7231	0.8627	0.6452	0.7380	0.3939	0.7829	0.6481	0.6835
0.4301	19.62	7260	0.5307	0.6817	0.7969	0.8678	0.9351	0.8082	0.8597	0.4903	0.8908	0.8646	0.7298	0.8639	0.6493	0.7348	0.3996	0.7857	0.6455	0.6932
0.1237	19.68	7280	0.5420	0.6839	0.7992	0.8675	0.9226	0.7999	0.8585	0.5191	0.9018	0.8498	0.7429	0.8611	0.6438	0.7365	0.4107	0.7815	0.6535	0.7000
0.36	19.73	7300	0.5512	0.6800	0.7968	0.8664	0.9214	0.8010	0.8745	0.4956	0.8983	0.8419	0.7449	0.8618	0.6353	0.7286	0.3959	0.7777	0.6575	0.7029
0.1626	19.78	7320	0.5594	0.6775	0.7919	0.8651	0.9325	0.7960	0.8503	0.4902	0.8949	0.8626	0.7165	0.8580	0.6407	0.7326	0.3916	0.7791	0.6559	0.6850
1.7953	19.84	7340	0.6085	0.6681	0.7822	0.8616	0.9338	0.7686	0.8664	0.4663	0.8983	0.8670	0.6752	0.8595	0.6334	0.7299	0.3827	0.7798	0.6418	0.6497
1.867	19.89	7360	0.6072	0.6649	0.7769	0.8618	0.9386	0.7367	0.8718	0.4639	0.8992	0.8542	0.6741	0.8576	0.6132	0.7218	0.3691	0.7815	0.6619	0.6488
0.1957	19.95	7380	0.5220	0.6744	0.7897	0.8661	0.9346	0.7849	0.8613	0.4752	0.8971	0.8638	0.7113	0.8634	0.6272	0.7300	0.3779	0.7850	0.6607	0.6767
0.4062	20.0	7400	0.5444	0.6753	0.7937	0.8653	0.9363	0.7933	0.8579	0.5095	0.8935	0.8649	0.7008	0.8642	0.6380	0.7344	0.3824	0.7837	0.6553	0.6690
0.2402	20.05	7420	0.5215	0.6744	0.7915	0.8656	0.9361	0.7742	0.8748	0.4944	0.8882	0.8528	0.7198	0.8649	0.6338	0.7320	0.3695	0.7816	0.6625	0.6766
0.1948	20.11	7440	0.5325	0.6759	0.7865	0.8666	0.9350	0.7735	0.8619	0.4734	0.9047	0.8463	0.7108	0.8632	0.6409	0.7326	0.3746	0.7854	0.6593	0.6750
0.2471	20.16	7460	0.5395	0.6740	0.7854	0.8667	0.9291	0.7546	0.8543	0.4615	0.9032	0.8588	0.7364	0.8678	0.6226	0.7294	0.3688	0.7807	0.6601	0.6888
0.1413	20.22	7480	0.5538	0.6628	0.7729	0.8617	0.9285	0.7124	0.8662	0.4266	0.8978	0.8549	0.7237	0.8597	0.5998	0.7205	0.3453	0.7730	0.6634	0.6779
0.1396	20.27	7500	0.5528	0.6630	0.7722	0.8618	0.9283	0.7045	0.8680	0.4317	0.8987	0.8449	0.7291	0.8609	0.5984	0.7175	0.3472	0.7715	0.6639	0.6814
0.4735	20.32	7520	0.5323	0.6690	0.7812	0.8645	0.9366	0.7153	0.8537	0.4743	0.8896	0.8676	0.7316	0.8668	0.6024	0.7205	0.3739	0.7775	0.6599	0.6822
0.2384	20.38	7540	0.5432	0.6688	0.7833	0.8640	0.9255	0.7148	0.8758	0.4879	0.8987	0.8489	0.7318	0.8660	0.5946	0.7187	0.3836	0.7781	0.6586	0.6822
0.1263	20.43	7560	0.5176	0.6749	0.7916	0.8651	0.9346	0.7601	0.8616	0.4992	0.8822	0.8659	0.7378	0.8644	0.6170	0.7267	0.3954	0.7771	0.6562	0.6877
0.2657	20.49	7580	0.5225	0.6726	0.7855	0.8652	0.9410	0.7408	0.8750	0.4744	0.8846	0.8679	0.7146	0.8638	0.6238	0.7285	0.3838	0.7836	0.6494	0.6750
0.1029	20.54	7600	0.5211	0.6780	0.7974	0.8672	0.9331	0.7985	0.8779	0.5041	0.8919	0.8575	0.7191	0.8659	0.6372	0.7348	0.3861	0.7873	0.6508	0.6843
0.1148	20.59	7620	0.5278	0.6769	0.7913	0.8666	0.9441	0.7884	0.8563	0.4964	0.8911	0.8574	0.7052	0.8618	0.6425	0.7355	0.3833	0.7888	0.6519	0.6745
0.6143	20.65	7640	0.5407	0.6763	0.7935	0.8665	0.9417	0.8000	0.8543	0.4949	0.8890	0.8652	0.7091	0.8637	0.6340	0.7346	0.3875	0.7873	0.6496	0.6771
1.6212	20.7	7660	0.5453	0.6732	0.7947	0.8637	0.9407	0.7817	0.8576	0.5307	0.8828	0.8802	0.6889	0.8646	0.6344	0.7379	0.3963	0.7852	0.6346	0.6591
0.2199	20.76	7680	0.5434	0.6740	0.7933	0.8650	0.9357	0.7967	0.8591	0.4937	0.8901	0.8754	0.7027	0.8658	0.6333	0.7324	0.3903	0.7848	0.6429	0.6688
0.6563	20.81	7700	0.5779	0.6663	0.7819	0.8625	0.9322	0.7900	0.8459	0.4485	0.9049	0.8709	0.6812	0.8648	0.6248	0.7312	0.3698	0.7813	0.6415	0.6508
0.2724	20.86	7720	0.5538	0.6674	0.7838	0.8622	0.9272	0.7698	0.8691	0.4523	0.8970	0.8728	0.6983	0.8597	0.6210	0.7305	0.3720	0.7803	0.6432	0.6649
0.2677	20.92	7740	0.5418	0.6740	0.7952	0.8658	0.9312	0.8128	0.8633	0.4734	0.8901	0.8783	0.7173	0.8655	0.6291	0.7342	0.3758	0.7857	0.6460	0.6815
0.4391	20.97	7760	0.5329	0.6751	0.7847	0.8683	0.9333	0.7851	0.8680	0.4378	0.9116	0.8406	0.7168	0.8644	0.6323	0.7332	0.3632	0.7903	0.6590	0.6832
0.8593	21.03	7780	0.5310	0.6710	0.7837	0.8658	0.9440	0.7658	0.8754	0.4665	0.8909	0.8219	0.7211	0.8630	0.6326	0.7336	0.3360	0.7837	0.6664	0.6818
0.2848	21.08	7800	0.5415	0.6693	0.7910	0.8630	0.9341	0.7785	0.8665	0.4955	0.8817	0.8638	0.7171	0.8648	0.6337	0.7378	0.3398	0.7759	0.6544	0.6786
0.2635	21.14	7820	0.5943	0.6725	0.7897	0.8651	0.9339	0.7907	0.8586	0.4940	0.9029	0.8526	0.6950	0.8637	0.6319	0.7365	0.3691	0.7852	0.6549	0.6663
0.1603	21.19	7840	0.5332	0.6744	0.7928	0.8656	0.9390	0.7718	0.8777	0.5057	0.8828	0.8493	0.7230	0.8666	0.6272	0.7324	0.3761	0.7803	0.6614	0.6768
0.2562	21.24	7860	0.5453	0.6734	0.7918	0.8656	0.9362	0.7881	0.8782	0.4889	0.8929	0.8575	0.7010	0.8650	0.6343	0.7280	0.3732	0.7863	0.6573	0.6699
0.0818	21.3	7880	0.5671	0.6728	0.7876	0.8655	0.9291	0.7912	0.8805	0.4626	0.9077	0.8453	0.6970	0.8623	0.6332	0.7293	0.3714	0.7867	0.6601	0.6664
0.2494	21.35	7900	0.5663	0.6705	0.7932	0.8631	0.9291	0.7994	0.8746	0.4937	0.8921	0.8712	0.6918	0.8640	0.6310	0.7297	0.3806	0.7825	0.6443	0.6616
0.3767	21.41	7920	0.5480	0.6742	0.7952	0.8655	0.9351	0.8093	0.8563	0.5039	0.8930	0.8629	0.7058	0.8661	0.6304	0.7350	0.3804	0.7842	0.6507	0.6727
0.2554	21.46	7940	0.5749	0.6680	0.7768	0.8644	0.9378	0.7422	0.8744	0.4505	0.9088	0.8395	0.6845	0.8626	0.6205	0.7313	0.3682	0.7863	0.6499	0.6570
0.2093	21.51	7960	0.5519	0.6744	0.7856	0.8659	0.9362	0.7711	0.8554	0.4742	0.9035	0.8559	0.7031	0.8610	0.6272	0.7368	0.3833	0.7853	0.6540	0.6729
0.1923	21.57	7980	0.5720	0.6719	0.7856	0.8648	0.9356	0.7790	0.8670	0.4649	0.9008	0.8610	0.6906	0.8616	0.6258	0.7346	0.3814	0.7846	0.6524	0.6631
0.1905	21.62	8000	0.5737	0.6710	0.7839	0.8650	0.9342	0.7720	0.8688	0.4521	0.9016	0.8608	0.6976	0.8629	0.6227	0.7328	0.3750	0.7843	0.6514	0.6676
0.1949	21.68	8020	0.5325	0.6730	0.7916	0.8647	0.9383	0.7847	0.8661	0.4871	0.8825	0.8662	0.7164	0.8655	0.6225	0.7363	0.3832	0.7797	0.6541	0.6697
0.285	21.73	8040	0.5412	0.6764	0.7875	0.8666	0.9360	0.7521	0.8635	0.4985	0.9019	0.8483	0.7123	0.8659	0.6251	0.7372	0.3950	0.7837	0.6571	0.6710
0.4771	21.78	8060	0.5659	0.6751	0.7915	0.8656	0.9348	0.7810	0.8746	0.5035	0.8978	0.8478	0.7007	0.8650	0.6300	0.7342	0.3904	0.7838	0.6557	0.6663
0.121	21.84	8080	0.6047	0.6728	0.7913	0.8644	0.9334	0.7734	0.8645	0.5046	0.8938	0.8705	0.6988	0.8657	0.6290	0.7323	0.3880	0.7833	0.6459	0.6656
0.1861	21.89	8100	0.5573	0.6732	0.7942	0.8652	0.9309	0.8043	0.8766	0.4826	0.8910	0.8604	0.7136	0.8658	0.6276	0.7297	0.3807	0.7843	0.6497	0.6745
0.3111	21.95	8120	0.5570	0.6725	0.7893	0.8644	0.9324	0.7853	0.8791	0.4803	0.8968	0.8536	0.6976	0.8630	0.6344	0.7309	0.3859	0.7852	0.6439	0.6643
0.2168	22.0	8140	0.5677	0.6724	0.7915	0.8633	0.9278	0.7946	0.8703	0.4742	0.8902	0.8757	0.7075	0.8597	0.6353	0.7363	0.3845	0.7825	0.6392	0.6692
0.162	22.05	8160	0.5571	0.6739	0.7955	0.8636	0.9281	0.8092	0.8559	0.5017	0.8912	0.8758	0.7069	0.8600	0.6342	0.7377	0.3911	0.7829	0.6415	0.6699
0.1734	22.11	8180	0.5713	0.6709	0.7875	0.8629	0.9320	0.7572	0.8694	0.4984	0.8941	0.8674	0.6937	0.8596	0.6271	0.7338	0.3913	0.7836	0.6400	0.6612
0.3735	22.16	8200	0.5758	0.6703	0.7936	0.8618	0.9282	0.8062	0.8675	0.5032	0.8905	0.8696	0.6900	0.8601	0.6291	0.7338	0.3965	0.7824	0.6334	0.6567
0.2757	22.22	8220	0.5797	0.6704	0.7900	0.8616	0.9253	0.7866	0.8687	0.4974	0.8980	0.8683	0.6858	0.8599	0.6316	0.7351	0.3989	0.7814	0.6334	0.6525
0.2528	22.27	8240	0.5713	0.6694	0.7887	0.8616	0.9253	0.7923	0.8614	0.4916	0.9008	0.8597	0.6898	0.8602	0.6268	0.7340	0.3947	0.7811	0.6351	0.6537
0.1758	22.32	8260	0.5897	0.6681	0.7897	0.8613	0.9361	0.7762	0.8676	0.5133	0.8876	0.8727	0.6745	0.8640	0.6274	0.7295	0.3980	0.7824	0.6305	0.6452
0.3572	22.38	8280	0.6036	0.6640	0.7835	0.8605	0.9291	0.7757	0.8770	0.4756	0.9011	0.8607	0.6652	0.8635	0.6172	0.7241	0.3891	0.7821	0.6333	0.6384
0.1984	22.43	8300	0.5637	0.6690	0.7851	0.8638	0.9350	0.7656	0.8667	0.4812	0.8995	0.8575	0.6897	0.8659	0.6165	0.7279	0.3887	0.7847	0.6420	0.6576
0.1827	22.49	8320	0.5519	0.6683	0.7825	0.8643	0.9354	0.7779	0.8784	0.4597	0.9042	0.8260	0.6957	0.8646	0.6161	0.7283	0.3755	0.7846	0.6470	0.6622
0.2099	22.54	8340	0.5776	0.6713	0.7883	0.8640	0.9285	0.8028	0.8509	0.4818	0.9090	0.8531	0.6918	0.8641	0.6300	0.7350	0.3817	0.7832	0.6455	0.6599
0.129	22.59	8360	0.5548	0.6725	0.7905	0.8648	0.9349	0.8130	0.8558	0.4809	0.9002	0.8542	0.6946	0.8640	0.6300	0.7368	0.3823	0.7857	0.6466	0.6618
0.3029	22.65	8380	0.5657	0.6712	0.7878	0.8642	0.9364	0.8059	0.8553	0.4770	0.9024	0.8544	0.6833	0.8639	0.6332	0.7362	0.3833	0.7861	0.6424	0.6533
0.2456	22.7	8400	0.5721	0.6731	0.7873	0.8651	0.9428	0.7933	0.8542	0.4792	0.8958	0.8555	0.6905	0.8626	0.6372	0.7374	0.3841	0.7878	0.6426	0.6598
0.1053	22.76	8420	0.5606	0.6739	0.7922	0.8635	0.9287	0.7984	0.8540	0.5025	0.8994	0.8674	0.6950	0.8599	0.6368	0.7394	0.3946	0.7833	0.6407	0.6627
1.795	22.81	8440	0.5699	0.6731	0.7903	0.8636	0.9370	0.7859	0.8670	0.5047	0.8916	0.8504	0.6954	0.8586	0.6362	0.7375	0.3877	0.7836	0.6438	0.6646
0.1018	22.86	8460	0.5460	0.6729	0.7948	0.8635	0.9317	0.8101	0.8670	0.5022	0.8883	0.8591	0.7056	0.8600	0.6311	0.7369	0.3864	0.7818	0.6443	0.6699
0.6768	22.92	8480	0.5495	0.6737	0.7898	0.8640	0.9304	0.7840	0.8692	0.5040	0.9017	0.8403	0.6989	0.8594	0.6299	0.7368	0.3949	0.7830	0.6458	0.6658
0.3736	22.97	8500	0.5669	0.6734	0.7915	0.8638	0.9286	0.8012	0.8571	0.4954	0.9004	0.8570	0.7004	0.8589	0.6304	0.7389	0.3919	0.7834	0.6438	0.6668
1.8637	23.03	8520	0.6098	0.6732	0.7884	0.8637	0.9286	0.7872	0.8570	0.4960	0.9061	0.8481	0.6959	0.8576	0.6296	0.7385	0.3912	0.7829	0.6462	0.6664
0.651	23.08	8540	0.5954	0.6736	0.7889	0.8640	0.9280	0.8008	0.8504	0.4812	0.9060	0.8563	0.6996	0.8578	0.6313	0.7395	0.3880	0.7829	0.6461	0.6693
0.2601	23.14	8560	0.5999	0.6710	0.7842	0.8623	0.9259	0.7709	0.8526	0.4903	0.9116	0.8529	0.6848	0.8573	0.6303	0.7375	0.3916	0.7802	0.6431	0.6572
0.2218	23.19	8580	0.5675	0.6747	0.7934	0.8640	0.9318	0.7903	0.8692	0.5127	0.8924	0.8501	0.7074	0.8590	0.6303	0.7375	0.3908	0.7808	0.6514	0.6729
0.2579	23.24	8600	0.5624	0.6738	0.7898	0.8639	0.9288	0.7895	0.8584	0.5026	0.9046	0.8456	0.6990	0.8587	0.6267	0.7379	0.3949	0.7814	0.6501	0.6673
0.3312	23.3	8620	0.5908	0.6670	0.7762	0.8622	0.9328	0.7491	0.8524	0.4524	0.9084	0.8496	0.6887	0.8570	0.6188	0.7334	0.3753	0.7810	0.6449	0.6584
0.231	23.35	8640	0.5613	0.6712	0.7880	0.8638	0.9313	0.7842	0.8785	0.4710	0.8936	0.8482	0.7094	0.8582	0.6215	0.7319	0.3779	0.7815	0.6531	0.6744
2.6066	23.41	8660	0.5940	0.6686	0.7902	0.8607	0.9327	0.7734	0.8787	0.5063	0.8825	0.8730	0.6845	0.8577	0.6263	0.7321	0.3917	0.7784	0.6383	0.6556
1.1004	23.46	8680	0.5960	0.6705	0.7906	0.8616	0.9298	0.7862	0.8763	0.5128	0.8947	0.8505	0.6839	0.8574	0.6286	0.7343	0.3944	0.7799	0.6431	0.6557
0.4095	23.51	8700	0.6164	0.6652	0.7764	0.8609	0.9297	0.7600	0.8711	0.4513	0.9104	0.8392	0.6732	0.8557	0.6250	0.7343	0.3718	0.7802	0.6426	0.6471
0.3332	23.57	8720	0.6297	0.6700	0.7879	0.8619	0.9276	0.7837	0.8664	0.4964	0.9020	0.8554	0.6835	0.8583	0.6306	0.7354	0.3867	0.7804	0.6435	0.6553
0.357	23.62	8740	0.5714	0.6702	0.7947	0.8617	0.9327	0.8098	0.8677	0.4985	0.8781	0.8734	0.7030	0.8586	0.6299	0.7358	0.3767	0.7770	0.6440	0.6692
0.3457	23.68	8760	0.5787	0.6693	0.7895	0.8620	0.9241	0.7879	0.8704	0.4898	0.8988	0.8591	0.6961	0.8590	0.6235	0.7329	0.3826	0.7800	0.6438	0.6634
0.1971	23.73	8780	0.5902	0.6690	0.7915	0.8613	0.9216	0.8057	0.8644	0.5011	0.9022	0.8561	0.6894	0.8585	0.6224	0.7340	0.3878	0.7799	0.6417	0.6586
0.1705	23.78	8800	0.5612	0.6727	0.7922	0.8635	0.9263	0.7932	0.8649	0.5081	0.9007	0.8481	0.7038	0.8604	0.6272	0.7359	0.3880	0.7813	0.6477	0.6686
0.0754	23.84	8820	0.5562	0.6715	0.7934	0.8627	0.9326	0.8052	0.8605	0.5124	0.8910	0.8535	0.6983	0.8602	0.6295	0.7361	0.3849	0.7807	0.6447	0.6645
0.1414	23.89	8840	0.5753	0.6709	0.7877	0.8627	0.9299	0.8024	0.8558	0.4902	0.9062	0.8463	0.6834	0.8588	0.6317	0.7375	0.3887	0.7830	0.6417	0.6546
0.2294	23.95	8860	0.5839	0.6672	0.7810	0.8620	0.9286	0.7855	0.8596	0.4449	0.9072	0.8591	0.6818	0.8583	0.6321	0.7353	0.3721	0.7828	0.6371	0.6530
0.3012	24.0	8880	0.5865	0.6690	0.7844	0.8621	0.9248	0.7915	0.8633	0.4642	0.9090	0.8517	0.6861	0.8583	0.6328	0.7362	0.3786	0.7813	0.6393	0.6563
0.8447	24.05	8900	0.5817	0.6704	0.7875	0.8626	0.9315	0.8042	0.8580	0.4742	0.8995	0.8557	0.6897	0.8582	0.6345	0.7370	0.3813	0.7827	0.6397	0.6593
0.3594	24.11	8920	0.5794	0.6690	0.7895	0.8614	0.9276	0.7992	0.8640	0.4819	0.8939	0.8713	0.6885	0.8590	0.6324	0.7363	0.3846	0.7808	0.6337	0.6564
0.0976	24.16	8940	0.5703	0.6707	0.7909	0.8622	0.9321	0.7927	0.8719	0.4989	0.8904	0.8594	0.6906	0.8593	0.6353	0.7366	0.3852	0.7814	0.6378	0.6591
0.1682	24.22	8960	0.5625	0.6733	0.7952	0.8633	0.9307	0.8030	0.8617	0.5188	0.8908	0.8574	0.7040	0.8606	0.6352	0.7388	0.3862	0.7814	0.6427	0.6680
0.2327	24.27	8980	0.5876	0.6700	0.7873	0.8622	0.9323	0.7891	0.8688	0.4929	0.8985	0.8447	0.6851	0.8579	0.6337	0.7358	0.3817	0.7812	0.6427	0.6568
0.2144	24.32	9000	0.5541	0.6741	0.7915	0.8644	0.9314	0.8004	0.8633	0.5056	0.9008	0.8323	0.7065	0.8594	0.6334	0.7381	0.3820	0.7820	0.6508	0.6731
0.0768	24.38	9020	0.5887	0.6696	0.7868	0.8620	0.9286	0.7791	0.8688	0.4884	0.9000	0.8558	0.6872	0.8586	0.6330	0.7342	0.3810	0.7810	0.6410	0.6585
0.2397	24.43	9040	0.5738	0.6725	0.7880	0.8650	0.9392	0.7989	0.8584	0.4624	0.8919	0.8600	0.7054	0.8620	0.6349	0.7352	0.3726	0.7850	0.6458	0.6717
0.1936	24.49	9060	0.5754	0.6733	0.7913	0.8641	0.9297	0.7791	0.8656	0.4989	0.8952	0.8650	0.7057	0.8617	0.6346	0.7358	0.3816	0.7823	0.6457	0.6716
0.2075	24.54	9080	0.5687	0.6737	0.7909	0.8644	0.9293	0.7906	0.8685	0.4945	0.9001	0.8491	0.7045	0.8610	0.6343	0.7359	0.3807	0.7826	0.6495	0.6716
0.144	24.59	9100	0.5720	0.6726	0.7963	0.8635	0.9238	0.8185	0.8683	0.5078	0.8983	0.8527	0.7044	0.8605	0.6286	0.7363	0.3806	0.7817	0.6491	0.6717
0.2048	24.65	9120	0.5760	0.6728	0.7890	0.8649	0.9344	0.7993	0.8574	0.4726	0.8988	0.8604	0.6999	0.8624	0.6349	0.7352	0.3768	0.7853	0.6466	0.6686
0.4382	24.7	9140	0.5900	0.6722	0.7872	0.8643	0.9386	0.7962	0.8494	0.4847	0.9008	0.8524	0.6881	0.8613	0.6378	0.7362	0.3783	0.7855	0.6456	0.6603
0.5225	24.76	9160	0.5747	0.6724	0.7853	0.8645	0.9283	0.7859	0.8719	0.4729	0.9111	0.8265	0.7004	0.8599	0.6324	0.7352	0.3760	0.7825	0.6511	0.6698
0.2378	24.81	9180	0.5753	0.6730	0.7895	0.8645	0.9291	0.8118	0.8557	0.4781	0.9068	0.8432	0.7014	0.8606	0.6318	0.7365	0.3787	0.7832	0.6502	0.6700
0.2651	24.86	9200	0.5621	0.6736	0.7877	0.8652	0.9340	0.7918	0.8596	0.4739	0.9024	0.8496	0.7025	0.8617	0.6349	0.7364	0.3777	0.7848	0.6495	0.6703
0.191	24.92	9220	0.5835	0.6728	0.7876	0.8650	0.9415	0.7962	0.8513	0.4805	0.8963	0.8533	0.6943	0.8617	0.6366	0.7359	0.3778	0.7864	0.6467	0.6647
0.1826	24.97	9240	0.5623	0.6727	0.7881	0.8652	0.9350	0.7932	0.8678	0.4618	0.8962	0.8586	0.7042	0.8625	0.6341	0.7345	0.3733	0.7852	0.6480	0.6710

Framework versions

• Transformers 4.37.0
• Pytorch 2.1.2
• Datasets 2.17.1
• Tokenizers 0.15.1