segformer-b1-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b1-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5786
• Mean Iou: 0.6925
• Mean Accuracy: 0.7978
• Overall Accuracy: 0.8728
• Accuracy Water: 0.9333
• Accuracy Whitewater: 0.7968
• Accuracy Sediment: 0.8779
• Accuracy Other Natural Terrain: 0.4833
• Accuracy Vegetation: 0.9128
• Accuracy Development: 0.8676
• Accuracy Unknown: 0.7127
• Iou Water: 0.8588
• Iou Whitewater: 0.6646
• Iou Sediment: 0.7694
• Iou Other Natural Terrain: 0.3854
• Iou Vegetation: 0.7968
• Iou Development: 0.7147
• Iou Unknown: 0.6576

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
1.7493	0.05	20	1.7172	0.1703	0.3254	0.3539	0.2697	0.4785	0.0909	0.0010	0.4886	0.6161	0.3332	0.2611	0.0589	0.0710	0.0010	0.3122	0.1795	0.3084
1.8984	0.11	40	1.4129	0.2782	0.4122	0.5769	0.7857	0.4180	0.1810	0.0001	0.6348	0.5331	0.3329	0.6077	0.1010	0.1340	0.0001	0.4288	0.3473	0.3285
1.095	0.16	60	1.2566	0.3127	0.4336	0.6393	0.7351	0.3036	0.1012	0.0000	0.8915	0.5617	0.4420	0.6529	0.1412	0.0942	0.0000	0.5041	0.3696	0.4272
1.1343	0.22	80	1.0716	0.3507	0.4554	0.6760	0.8623	0.3714	0.1257	0.0	0.8577	0.5210	0.4499	0.6610	0.2670	0.1148	0.0	0.5338	0.4361	0.4426
1.3947	0.27	100	0.9706	0.3960	0.5042	0.7133	0.8340	0.2758	0.4532	0.0	0.8991	0.5979	0.4695	0.7173	0.2215	0.3418	0.0	0.5767	0.4592	0.4555
0.8545	0.32	120	0.8855	0.4121	0.5123	0.7311	0.8837	0.3009	0.3820	0.0	0.9048	0.6362	0.4783	0.7064	0.2724	0.3191	0.0	0.6205	0.4996	0.4667
0.9993	0.38	140	0.8925	0.4448	0.5587	0.7419	0.8347	0.3459	0.6333	0.0	0.8922	0.7209	0.4839	0.7219	0.3171	0.4623	0.0	0.6126	0.5284	0.4711
1.6103	0.43	160	0.8812	0.4435	0.5491	0.7408	0.8433	0.3630	0.5827	0.0	0.9067	0.6578	0.4902	0.7268	0.3388	0.4686	0.0	0.6036	0.4881	0.4783
0.9423	0.49	180	0.8941	0.4274	0.5535	0.7252	0.7660	0.2723	0.6729	0.0	0.8921	0.7693	0.5016	0.6930	0.2551	0.4432	0.0	0.5967	0.5202	0.4836
1.2058	0.54	200	0.7923	0.4742	0.5963	0.7661	0.8737	0.3840	0.8138	0.0	0.8549	0.7535	0.4942	0.7441	0.3497	0.5259	0.0	0.6555	0.5640	0.4804
0.6721	0.59	220	0.7763	0.4786	0.5975	0.7684	0.8539	0.4041	0.7535	0.0	0.8935	0.7786	0.4989	0.7545	0.3708	0.5275	0.0	0.6521	0.5569	0.4882
1.2591	0.65	240	0.8197	0.4544	0.6080	0.7350	0.8787	0.4720	0.8123	0.0	0.6890	0.9098	0.4942	0.7592	0.4179	0.5319	0.0	0.5843	0.4082	0.4794
0.9566	0.7	260	0.7655	0.4386	0.5391	0.7475	0.9155	0.3615	0.3745	0.0	0.8787	0.7443	0.4994	0.6923	0.3378	0.2902	0.0	0.6814	0.5806	0.4876
0.8311	0.76	280	0.7430	0.4866	0.6038	0.7731	0.8499	0.4760	0.7896	0.0	0.9248	0.7140	0.4725	0.7541	0.4166	0.5380	0.0	0.6699	0.5640	0.4636
0.6051	0.81	300	0.7053	0.5114	0.6267	0.7892	0.8971	0.5523	0.7957	0.0	0.8880	0.7400	0.5140	0.7723	0.4723	0.5806	0.0	0.6832	0.5684	0.5033
1.7909	0.86	320	0.7280	0.4977	0.5945	0.7760	0.8578	0.5029	0.6560	0.0000	0.9507	0.6473	0.5470	0.7607	0.4324	0.5482	0.0000	0.6411	0.5702	0.5311
0.8538	0.92	340	0.7164	0.5033	0.6344	0.7856	0.8877	0.5423	0.8511	0.0000	0.8612	0.8030	0.4953	0.7716	0.4377	0.5597	0.0000	0.6907	0.5778	0.4854
0.7004	0.97	360	0.7231	0.5046	0.6274	0.7835	0.8793	0.5265	0.7828	0.0000	0.8760	0.8146	0.5129	0.7705	0.4533	0.5973	0.0000	0.6746	0.5482	0.4886
0.8098	1.03	380	0.7071	0.5079	0.6209	0.7918	0.8841	0.4656	0.7965	0.0000	0.9122	0.7732	0.5147	0.7895	0.4125	0.5794	0.0000	0.6815	0.5978	0.4950
0.8487	1.08	400	0.6927	0.4967	0.6015	0.7872	0.8906	0.3964	0.7595	0.0002	0.9228	0.7378	0.5030	0.7867	0.3609	0.5709	0.0002	0.6695	0.6025	0.4864
0.6625	1.14	420	0.6834	0.5042	0.6500	0.7809	0.8772	0.6287	0.8431	0.0	0.8263	0.8595	0.5151	0.7861	0.4843	0.5665	0.0	0.6721	0.5325	0.4883
0.5647	1.19	440	0.6586	0.5175	0.6442	0.7953	0.9110	0.5781	0.8588	0.0025	0.8550	0.7853	0.5188	0.7865	0.4705	0.5687	0.0025	0.7040	0.6033	0.4867
0.3936	1.24	460	0.6602	0.5273	0.6436	0.7987	0.8857	0.6076	0.7943	0.0012	0.9126	0.7777	0.5261	0.7961	0.5017	0.5965	0.0012	0.6932	0.6212	0.4810
0.6881	1.3	480	0.6775	0.5364	0.6587	0.8033	0.8870	0.6814	0.8470	0.0063	0.9133	0.7739	0.5020	0.7981	0.5312	0.6043	0.0063	0.7038	0.6375	0.4734
0.8746	1.35	500	0.6386	0.5324	0.6516	0.8048	0.9095	0.5866	0.8598	0.0151	0.8865	0.7820	0.5213	0.7967	0.4758	0.6204	0.0151	0.7079	0.6209	0.4901
0.4986	1.41	520	0.6543	0.5315	0.6534	0.8004	0.8921	0.6244	0.7959	0.0137	0.8970	0.8467	0.5044	0.7961	0.5058	0.6274	0.0137	0.6928	0.6029	0.4819
0.4409	1.46	540	0.6493	0.5292	0.6361	0.8036	0.9110	0.5536	0.8239	0.0076	0.9156	0.7326	0.5083	0.7972	0.4645	0.6328	0.0076	0.6938	0.6143	0.4946
0.4847	1.51	560	0.6168	0.5481	0.6709	0.8085	0.8901	0.7228	0.8407	0.0062	0.9013	0.7858	0.5490	0.8029	0.5712	0.6051	0.0062	0.7045	0.6280	0.5188
0.4528	1.57	580	0.6380	0.5416	0.6459	0.8083	0.9043	0.6219	0.8024	0.0098	0.9332	0.7205	0.5289	0.7931	0.5051	0.6443	0.0098	0.7018	0.6208	0.5159
0.6914	1.62	600	0.6635	0.5253	0.6668	0.7980	0.8900	0.6749	0.8706	0.0143	0.8623	0.8589	0.4967	0.8002	0.4745	0.5947	0.0143	0.6941	0.6176	0.4814
0.3648	1.68	620	0.5942	0.5545	0.6880	0.8131	0.9024	0.7745	0.8511	0.0219	0.8758	0.8404	0.5502	0.8119	0.5426	0.6365	0.0219	0.7045	0.6430	0.5208
0.4529	1.73	640	0.5721	0.5612	0.6760	0.8181	0.8930	0.7078	0.7906	0.0198	0.9222	0.8056	0.5926	0.8128	0.5390	0.6463	0.0198	0.7079	0.6451	0.5577
1.0142	1.78	660	0.5974	0.5475	0.6674	0.8132	0.8962	0.6672	0.7796	0.0185	0.9101	0.8162	0.5841	0.8070	0.5022	0.6299	0.0185	0.7138	0.6087	0.5521
0.7051	1.84	680	0.5797	0.5616	0.6803	0.8191	0.9143	0.6918	0.8584	0.0218	0.8890	0.8278	0.5589	0.8060	0.5516	0.6520	0.0217	0.7239	0.6488	0.5273
0.4842	1.89	700	0.6116	0.5630	0.6703	0.8188	0.8844	0.6324	0.8252	0.0246	0.9341	0.7984	0.5929	0.8112	0.5354	0.6321	0.0245	0.7080	0.6627	0.5669
0.6968	1.95	720	0.5540	0.5866	0.7049	0.8329	0.8845	0.7208	0.8590	0.0264	0.8998	0.8168	0.7267	0.8122	0.5784	0.6251	0.0263	0.7431	0.6688	0.6525
1.8822	2.0	740	0.5728	0.5799	0.6927	0.8302	0.9067	0.7202	0.8172	0.0255	0.9105	0.8296	0.6389	0.8188	0.5854	0.6652	0.0255	0.7365	0.6335	0.5941
0.4076	2.05	760	0.6294	0.5515	0.6580	0.8166	0.9071	0.6036	0.8657	0.0258	0.9291	0.7251	0.5495	0.8081	0.5112	0.6312	0.0257	0.7209	0.6344	0.5291
0.54	2.11	780	0.5984	0.5491	0.6783	0.8127	0.9016	0.7307	0.8550	0.0254	0.8999	0.8230	0.5122	0.8134	0.5702	0.6021	0.0254	0.7282	0.6093	0.4951
0.442	2.16	800	0.5446	0.5724	0.7018	0.8279	0.9078	0.8005	0.8577	0.0320	0.8996	0.8101	0.6046	0.8204	0.5736	0.6397	0.0319	0.7505	0.6229	0.5676
1.4273	2.22	820	0.5282	0.5848	0.7034	0.8357	0.9137	0.7914	0.8224	0.0361	0.9163	0.7978	0.6459	0.8339	0.5758	0.6886	0.0360	0.7484	0.6228	0.5885
0.3815	2.27	840	0.5492	0.5769	0.7116	0.8281	0.8834	0.7850	0.8809	0.0338	0.8840	0.8264	0.6876	0.8171	0.5775	0.6228	0.0336	0.7517	0.6352	0.6006
0.6591	2.32	860	0.5587	0.5618	0.6888	0.8203	0.9125	0.7731	0.8273	0.0439	0.9024	0.8168	0.5456	0.8198	0.5660	0.6426	0.0437	0.7351	0.6141	0.5115
0.2759	2.38	880	0.5585	0.5748	0.7090	0.8246	0.8929	0.8525	0.8349	0.1037	0.9277	0.8102	0.5410	0.8212	0.5392	0.6752	0.1027	0.7398	0.6324	0.5131
0.7781	2.43	900	0.5463	0.5879	0.7143	0.8282	0.8976	0.7895	0.8656	0.1139	0.9047	0.8578	0.5713	0.8219	0.5838	0.6700	0.1130	0.7338	0.6556	0.5375
1.5036	2.49	920	0.5776	0.5782	0.6917	0.8260	0.9061	0.7261	0.8584	0.0366	0.9104	0.8330	0.5712	0.8179	0.5969	0.6629	0.0364	0.7225	0.6599	0.5507
0.4122	2.54	940	0.5499	0.5808	0.7089	0.8274	0.9136	0.7625	0.8537	0.0448	0.8574	0.8914	0.6391	0.8280	0.5927	0.6435	0.0447	0.7207	0.6503	0.5856
0.5399	2.59	960	0.5571	0.5695	0.6925	0.8227	0.9132	0.7824	0.7878	0.0431	0.8938	0.8200	0.6070	0.8219	0.5599	0.6452	0.0429	0.7193	0.6419	0.5554
0.3329	2.65	980	0.6079	0.5602	0.6870	0.8209	0.9177	0.7152	0.8620	0.0324	0.8907	0.8726	0.5182	0.8208	0.5520	0.6516	0.0322	0.7319	0.6280	0.5052
0.4706	2.7	1000	0.5701	0.5722	0.7029	0.8271	0.9081	0.7854	0.8670	0.0444	0.8983	0.8478	0.5695	0.8328	0.5873	0.6520	0.0442	0.7450	0.6068	0.5375
0.4148	2.76	1020	0.5369	0.5959	0.7206	0.8366	0.9175	0.7878	0.8687	0.0767	0.8702	0.8460	0.6776	0.8295	0.6063	0.6600	0.0761	0.7478	0.6384	0.6132
0.254	2.81	1040	0.5453	0.5852	0.7155	0.8294	0.8971	0.7915	0.8433	0.0510	0.8766	0.8995	0.6496	0.8256	0.6044	0.6737	0.0507	0.7336	0.6192	0.5891
0.504	2.86	1060	0.5841	0.5815	0.6967	0.8289	0.9080	0.7716	0.8378	0.0348	0.9211	0.8435	0.5601	0.8158	0.6103	0.6729	0.0346	0.7373	0.6610	0.5390
0.4301	2.92	1080	0.5407	0.5762	0.7074	0.8308	0.9146	0.8310	0.8101	0.0506	0.9091	0.8636	0.5730	0.8278	0.5577	0.6429	0.0500	0.7522	0.6499	0.5530
0.3095	2.97	1100	0.5026	0.6040	0.7256	0.8435	0.9170	0.8272	0.8663	0.0705	0.9075	0.8614	0.6293	0.8380	0.5967	0.6912	0.0696	0.7543	0.6770	0.6011
0.4004	3.03	1120	0.5277	0.5957	0.7008	0.8387	0.9278	0.7355	0.8816	0.0603	0.9185	0.7741	0.6080	0.8301	0.6043	0.6791	0.0597	0.7460	0.6638	0.5871
1.2151	3.08	1140	0.5257	0.5974	0.7173	0.8349	0.8856	0.7717	0.8479	0.0889	0.9117	0.8360	0.6793	0.8180	0.6021	0.6601	0.0882	0.7470	0.6553	0.6114
0.9355	3.14	1160	0.5683	0.5862	0.7109	0.8306	0.9039	0.8402	0.8174	0.0895	0.9282	0.8440	0.5530	0.8366	0.5949	0.6824	0.0888	0.7334	0.6338	0.5331
0.2929	3.19	1180	0.5477	0.5848	0.7084	0.8340	0.9141	0.8009	0.8475	0.0493	0.9154	0.8692	0.5626	0.8402	0.5984	0.6758	0.0486	0.7429	0.6385	0.5491
0.3314	3.24	1200	0.5811	0.5843	0.7077	0.8277	0.9324	0.7523	0.8429	0.0519	0.8435	0.9200	0.6109	0.8203	0.6098	0.6898	0.0513	0.7215	0.6103	0.5875
0.5957	3.3	1220	0.5267	0.5980	0.6973	0.8396	0.9109	0.7374	0.8012	0.0350	0.9326	0.7654	0.6983	0.8275	0.6197	0.6597	0.0348	0.7407	0.6567	0.6468
0.3597	3.35	1240	0.4942	0.6122	0.7230	0.8460	0.9184	0.8138	0.8185	0.0773	0.9166	0.8438	0.6729	0.8262	0.6167	0.6664	0.0764	0.7598	0.6974	0.6424
0.9954	3.41	1260	0.5065	0.6175	0.7287	0.8497	0.9057	0.8100	0.8376	0.0742	0.9243	0.8361	0.7130	0.8273	0.6202	0.6836	0.0729	0.7681	0.6783	0.6721
0.7295	3.46	1280	0.5210	0.6127	0.7299	0.8488	0.9168	0.7852	0.8712	0.0583	0.8902	0.8710	0.7168	0.8271	0.6163	0.6473	0.0572	0.7734	0.6795	0.6880
0.5879	3.51	1300	0.4907	0.6328	0.7453	0.8547	0.9133	0.7958	0.8456	0.1503	0.9094	0.8906	0.7117	0.8406	0.6221	0.6770	0.1467	0.7673	0.6887	0.6876
0.5446	3.57	1320	0.4995	0.6188	0.7310	0.8498	0.9255	0.7873	0.8562	0.1030	0.9063	0.8853	0.6535	0.8417	0.6179	0.6649	0.1013	0.7611	0.7102	0.6342
0.48	3.62	1340	0.5475	0.6013	0.7091	0.8402	0.9173	0.7477	0.8459	0.0807	0.9225	0.8267	0.6231	0.8355	0.6058	0.6648	0.0795	0.7428	0.6756	0.6053
0.3726	3.68	1360	0.5187	0.6218	0.7446	0.8410	0.9294	0.8171	0.7978	0.2801	0.8878	0.8961	0.6042	0.8483	0.5796	0.7161	0.2637	0.7379	0.6238	0.5829
0.7404	3.73	1380	0.5219	0.6175	0.7498	0.8364	0.9203	0.8138	0.8710	0.2912	0.8652	0.8947	0.5923	0.8411	0.5962	0.6960	0.2623	0.7361	0.6314	0.5598
0.4535	3.78	1400	0.5341	0.6173	0.7485	0.8305	0.8818	0.7689	0.8497	0.3559	0.8949	0.8843	0.6041	0.8263	0.6154	0.6748	0.3109	0.7430	0.5856	0.5655
0.3144	3.84	1420	0.5353	0.6110	0.7281	0.8354	0.9152	0.8013	0.8155	0.2263	0.9162	0.8687	0.5537	0.8389	0.6323	0.7117	0.2142	0.7435	0.6061	0.5303
0.9902	3.89	1440	0.4848	0.6392	0.7512	0.8584	0.9107	0.8440	0.8690	0.1424	0.9141	0.8227	0.7552	0.8443	0.6259	0.7156	0.1386	0.7672	0.6802	0.7027
0.8827	3.95	1460	0.5018	0.6230	0.7273	0.8516	0.9209	0.7903	0.8438	0.0747	0.9163	0.8476	0.6973	0.8471	0.6324	0.7289	0.0731	0.7486	0.6813	0.6494
0.4078	4.0	1480	0.4693	0.6423	0.7434	0.8596	0.9134	0.7734	0.8837	0.1359	0.9173	0.8176	0.7625	0.8378	0.6409	0.7071	0.1315	0.7739	0.7057	0.6989
0.3292	4.05	1500	0.5158	0.6252	0.7364	0.8467	0.9227	0.7898	0.8684	0.1876	0.9113	0.8628	0.6119	0.8310	0.6400	0.7087	0.1807	0.7674	0.6669	0.5814
0.2673	4.11	1520	0.5268	0.6427	0.7613	0.8543	0.9282	0.8173	0.8689	0.2388	0.8708	0.8862	0.7188	0.8297	0.6350	0.6972	0.2200	0.7812	0.6708	0.6648
0.6026	4.16	1540	0.4832	0.6495	0.7581	0.8616	0.9171	0.8313	0.8006	0.2205	0.9169	0.8393	0.7806	0.8467	0.6190	0.7103	0.2073	0.7776	0.6780	0.7077
0.5142	4.22	1560	0.5137	0.6391	0.7658	0.8551	0.9249	0.8207	0.8746	0.1983	0.8438	0.9173	0.7813	0.8477	0.6231	0.6878	0.1868	0.7630	0.6504	0.7148
1.041	4.27	1580	0.5122	0.6307	0.7542	0.8462	0.9198	0.7987	0.8797	0.2271	0.8613	0.9085	0.6844	0.8449	0.6356	0.6963	0.2147	0.7464	0.6451	0.6321
0.1696	4.32	1600	0.4948	0.6479	0.7580	0.8615	0.9287	0.7954	0.8725	0.2075	0.8893	0.8387	0.7735	0.8412	0.6237	0.6840	0.1989	0.7849	0.6814	0.7210
0.3109	4.38	1620	0.4812	0.6669	0.7722	0.8634	0.9049	0.8003	0.8509	0.3403	0.9203	0.7836	0.8048	0.8440	0.6313	0.7211	0.3061	0.7726	0.6530	0.7399
0.364	4.43	1640	0.4757	0.6678	0.7634	0.8647	0.9133	0.7561	0.8559	0.3299	0.9280	0.7623	0.7983	0.8437	0.6339	0.7257	0.3066	0.7768	0.6624	0.7258
0.3764	4.49	1660	0.4935	0.6443	0.7484	0.8557	0.9136	0.7820	0.8613	0.2386	0.9279	0.8194	0.6964	0.8380	0.6194	0.7015	0.2271	0.7687	0.6957	0.6595
0.1835	4.54	1680	0.5212	0.6455	0.7716	0.8542	0.9208	0.8356	0.8848	0.3022	0.8747	0.8776	0.7056	0.8380	0.6121	0.6787	0.2802	0.7797	0.6677	0.6623
0.218	4.59	1700	0.4619	0.6768	0.7932	0.8671	0.9240	0.8098	0.8603	0.4147	0.8851	0.8940	0.7641	0.8474	0.6365	0.7011	0.3554	0.7914	0.6854	0.7201
0.243	4.65	1720	0.4609	0.6641	0.7728	0.8639	0.9209	0.7932	0.8392	0.3472	0.9191	0.8767	0.7133	0.8486	0.6352	0.7180	0.3070	0.7897	0.6637	0.6866
0.6514	4.7	1740	0.4564	0.6690	0.7796	0.8665	0.9227	0.7903	0.8637	0.3498	0.8974	0.8578	0.7752	0.8471	0.6340	0.7133	0.3032	0.7919	0.6702	0.7235
0.3031	4.76	1760	0.5100	0.6381	0.7552	0.8492	0.9225	0.7472	0.8864	0.3690	0.9089	0.8395	0.6126	0.8483	0.6247	0.6963	0.3166	0.7765	0.6014	0.6028
0.5454	4.81	1780	0.4990	0.6440	0.7734	0.8490	0.9259	0.7694	0.8624	0.4198	0.8609	0.9030	0.6724	0.8382	0.6382	0.7051	0.2815	0.7762	0.6238	0.6451
0.3925	4.86	1800	0.4494	0.6688	0.7766	0.8645	0.9157	0.7912	0.8609	0.3623	0.9073	0.8151	0.7838	0.8369	0.6393	0.7149	0.3041	0.7929	0.6866	0.7070
1.2411	4.92	1820	0.4737	0.6544	0.7602	0.8559	0.9024	0.8182	0.8725	0.3402	0.9390	0.7169	0.7319	0.8366	0.6468	0.7099	0.3012	0.7702	0.6288	0.6873
0.4317	4.97	1840	0.4521	0.6697	0.7953	0.8600	0.9150	0.8312	0.8288	0.4197	0.8582	0.9179	0.7964	0.8407	0.6417	0.7187	0.3440	0.7727	0.6460	0.7241
0.2016	5.03	1860	0.4563	0.6747	0.7954	0.8642	0.9250	0.8265	0.8579	0.4407	0.8827	0.9103	0.7250	0.8429	0.6452	0.7294	0.3527	0.7899	0.6716	0.6915
0.5817	5.08	1880	0.4646	0.6700	0.7712	0.8618	0.9289	0.7741	0.8090	0.4193	0.9229	0.8504	0.6939	0.8428	0.6421	0.7172	0.3493	0.7765	0.6951	0.6668
0.3852	5.14	1900	0.4677	0.6646	0.7730	0.8599	0.9140	0.8116	0.8476	0.3832	0.9245	0.8296	0.7002	0.8441	0.6331	0.7269	0.3249	0.7717	0.6931	0.6584
0.2433	5.19	1920	0.4652	0.6686	0.7825	0.8608	0.9184	0.8264	0.8755	0.4243	0.9172	0.8478	0.6677	0.8486	0.6410	0.7263	0.3322	0.7712	0.7131	0.6475
0.4897	5.24	1940	0.4225	0.6806	0.7947	0.8688	0.9063	0.8171	0.8464	0.4197	0.9093	0.8687	0.7955	0.8451	0.6342	0.7347	0.3508	0.7962	0.6923	0.7112
0.2039	5.3	1960	0.5051	0.6368	0.7533	0.8495	0.9253	0.6914	0.8586	0.3600	0.8972	0.9300	0.6106	0.8498	0.5809	0.7168	0.3157	0.7681	0.6279	0.5983
0.7021	5.35	1980	0.4637	0.6554	0.7545	0.8570	0.9276	0.7663	0.8612	0.3680	0.9381	0.7641	0.6562	0.8430	0.6337	0.7294	0.3251	0.7748	0.6532	0.6286
0.2793	5.41	2000	0.4749	0.6552	0.7616	0.8588	0.9135	0.7728	0.8609	0.3116	0.9236	0.8517	0.6970	0.8415	0.6414	0.7267	0.2826	0.7857	0.6677	0.6407
0.7634	5.46	2020	0.4522	0.6623	0.7770	0.8602	0.9131	0.7627	0.8628	0.3253	0.8671	0.8995	0.8087	0.8402	0.6331	0.7221	0.2818	0.7725	0.6887	0.6979
0.2291	5.51	2040	0.4466	0.6625	0.7608	0.8651	0.9169	0.7657	0.8712	0.2836	0.9314	0.8074	0.7493	0.8474	0.6358	0.7366	0.2522	0.7845	0.6960	0.6848
0.4648	5.57	2060	0.4596	0.6593	0.7602	0.8658	0.9439	0.7341	0.8487	0.2616	0.8898	0.8969	0.7462	0.8485	0.6191	0.7189	0.2288	0.7824	0.7052	0.7123
0.4128	5.62	2080	0.4340	0.6801	0.7868	0.8689	0.9215	0.7948	0.8462	0.4485	0.9246	0.8290	0.7431	0.8534	0.6326	0.7321	0.3479	0.7852	0.6969	0.7125
0.2616	5.68	2100	0.4282	0.6785	0.7926	0.8692	0.9285	0.8331	0.8221	0.4341	0.9014	0.8563	0.7731	0.8563	0.6138	0.7248	0.3631	0.7889	0.6896	0.7132
0.2444	5.73	2120	0.4265	0.6888	0.7950	0.8734	0.9053	0.8108	0.8680	0.4159	0.9134	0.7828	0.8692	0.8527	0.6381	0.7408	0.3497	0.7881	0.7008	0.7515
0.5137	5.78	2140	0.4597	0.6703	0.7840	0.8637	0.9240	0.8129	0.8572	0.4165	0.9043	0.8538	0.7195	0.8521	0.6407	0.7386	0.3465	0.7863	0.6639	0.6639
0.2045	5.84	2160	0.5218	0.6527	0.7712	0.8515	0.9361	0.7611	0.8750	0.4546	0.8865	0.8827	0.6027	0.8439	0.6364	0.7206	0.3670	0.7713	0.6466	0.5831
0.2207	5.89	2180	0.5016	0.6647	0.7827	0.8588	0.9156	0.8198	0.8696	0.4422	0.9212	0.8786	0.6319	0.8482	0.6458	0.7017	0.3774	0.7857	0.6811	0.6127
0.3765	5.95	2200	0.4548	0.6824	0.7883	0.8679	0.9165	0.8125	0.8590	0.4436	0.9303	0.8415	0.7148	0.8540	0.6504	0.7384	0.3778	0.7857	0.7020	0.6683
0.4236	6.0	2220	0.4635	0.6736	0.7894	0.8637	0.9281	0.8227	0.8617	0.4724	0.9117	0.8629	0.6666	0.8566	0.6476	0.7282	0.3808	0.7834	0.6734	0.6455
0.3866	6.05	2240	0.4917	0.6644	0.7775	0.8582	0.9178	0.8104	0.8522	0.4562	0.9317	0.8420	0.6323	0.8548	0.6454	0.7339	0.3743	0.7746	0.6596	0.6081
0.4126	6.11	2260	0.5242	0.6489	0.7623	0.8552	0.9377	0.7825	0.8864	0.3653	0.9061	0.8476	0.6107	0.8566	0.6434	0.7208	0.3007	0.7744	0.6538	0.5926
0.2624	6.16	2280	0.5373	0.6377	0.7560	0.8490	0.9359	0.7875	0.8884	0.2980	0.8740	0.8695	0.6388	0.8478	0.6465	0.6982	0.2378	0.7564	0.6599	0.6173
0.4006	6.22	2300	0.5302	0.6522	0.7626	0.8573	0.9361	0.8332	0.8360	0.3351	0.9151	0.8307	0.6516	0.8527	0.6294	0.7160	0.2894	0.7685	0.6810	0.6286
0.305	6.27	2320	0.5266	0.6589	0.7607	0.8581	0.9455	0.8161	0.8103	0.3736	0.9254	0.8354	0.6188	0.8441	0.6482	0.7207	0.3271	0.7764	0.6903	0.6053
0.2354	6.32	2340	0.5168	0.6430	0.7589	0.8526	0.9280	0.7861	0.8914	0.2948	0.8933	0.8858	0.6329	0.8518	0.6367	0.7090	0.2640	0.7612	0.6607	0.6175
0.2982	6.38	2360	0.5042	0.6608	0.7826	0.8572	0.9196	0.8478	0.8465	0.4090	0.8981	0.8792	0.6779	0.8509	0.6373	0.7238	0.3494	0.7717	0.6413	0.6508
0.3355	6.43	2380	0.4885	0.6629	0.7858	0.8573	0.9324	0.8178	0.8600	0.4748	0.8856	0.8644	0.6659	0.8559	0.6435	0.7274	0.3937	0.7830	0.6005	0.6363
0.449	6.49	2400	0.5009	0.6760	0.7882	0.8650	0.9267	0.8152	0.8750	0.4603	0.9110	0.8296	0.6997	0.8563	0.6480	0.7348	0.3860	0.7835	0.6532	0.6702
0.2685	6.54	2420	0.4459	0.6933	0.7979	0.8729	0.9146	0.8051	0.8662	0.4785	0.9199	0.7977	0.8033	0.8508	0.6414	0.7482	0.3912	0.7889	0.7021	0.7305
0.2668	6.59	2440	0.4309	0.6924	0.7934	0.8734	0.9368	0.7802	0.8398	0.4605	0.9030	0.8641	0.7694	0.8459	0.6472	0.7430	0.3766	0.7968	0.7170	0.7205
0.3574	6.65	2460	0.4784	0.6808	0.7848	0.8679	0.9175	0.7886	0.8873	0.4099	0.9220	0.8482	0.7203	0.8458	0.6460	0.7272	0.3491	0.7849	0.7174	0.6952
0.1737	6.7	2480	0.4779	0.6706	0.7877	0.8614	0.9251	0.8049	0.8414	0.4292	0.8800	0.8919	0.7412	0.8547	0.6491	0.7266	0.3412	0.7649	0.6507	0.7073
0.4761	6.76	2500	0.4554	0.6785	0.7824	0.8680	0.9319	0.7783	0.8617	0.3889	0.8907	0.8395	0.7858	0.8533	0.6455	0.7198	0.3314	0.7743	0.6893	0.7357
0.4596	6.81	2520	0.4987	0.6531	0.7797	0.8525	0.9322	0.8352	0.8512	0.4302	0.8765	0.8882	0.6446	0.8513	0.6449	0.7194	0.3537	0.7722	0.6160	0.6141
0.3629	6.86	2540	0.4660	0.6771	0.7803	0.8679	0.9406	0.8094	0.8838	0.4095	0.9128	0.7998	0.7065	0.8542	0.6534	0.7336	0.3508	0.7869	0.6771	0.6840
0.4226	6.92	2560	0.4613	0.6832	0.7945	0.8691	0.9217	0.8203	0.8561	0.4449	0.9078	0.8619	0.7487	0.8532	0.6412	0.7297	0.3669	0.7840	0.6923	0.7151
0.281	6.97	2580	0.4302	0.6932	0.7926	0.8742	0.9394	0.8120	0.8373	0.4303	0.9009	0.8345	0.7936	0.8502	0.6395	0.7382	0.3661	0.7843	0.7249	0.7493
0.2479	7.03	2600	0.4880	0.6690	0.7903	0.8583	0.9341	0.8445	0.8613	0.4185	0.8573	0.9025	0.7141	0.8385	0.6437	0.7232	0.3618	0.7641	0.6613	0.6902
0.5613	7.08	2620	0.4679	0.6805	0.7945	0.8668	0.9156	0.8181	0.8696	0.4500	0.9070	0.8617	0.7396	0.8496	0.6466	0.7071	0.3684	0.7831	0.6938	0.7147
0.7736	7.14	2640	0.4228	0.6833	0.7983	0.8685	0.9199	0.7993	0.8099	0.5138	0.9004	0.8404	0.8049	0.8504	0.6362	0.7230	0.3469	0.7857	0.7139	0.7272
0.0851	7.19	2660	0.4766	0.6783	0.7967	0.8647	0.9122	0.7987	0.8495	0.4564	0.8769	0.8649	0.8185	0.8530	0.6441	0.7108	0.3381	0.7663	0.7113	0.7247
0.5649	7.24	2680	0.4509	0.6810	0.7977	0.8678	0.9247	0.8159	0.8682	0.4547	0.8882	0.8743	0.7579	0.8661	0.6408	0.7329	0.3556	0.7685	0.6854	0.7175
0.3075	7.3	2700	0.4438	0.6911	0.7998	0.8725	0.9313	0.8182	0.8618	0.4295	0.8813	0.8713	0.8052	0.8499	0.6453	0.7352	0.3646	0.7813	0.7014	0.7604
0.3304	7.35	2720	0.4598	0.6808	0.7917	0.8696	0.9377	0.7806	0.8621	0.4611	0.8904	0.8523	0.7575	0.8565	0.6363	0.7407	0.3287	0.7837	0.6943	0.7254
0.241	7.41	2740	0.4347	0.6905	0.7984	0.8739	0.9468	0.7781	0.8002	0.5038	0.8861	0.8797	0.7942	0.8581	0.6392	0.7247	0.3519	0.7870	0.7064	0.7664
0.1703	7.46	2760	0.4794	0.6758	0.7771	0.8642	0.9268	0.7774	0.8557	0.4678	0.9304	0.7753	0.7060	0.8518	0.6489	0.7386	0.3683	0.7747	0.6715	0.6770
0.3845	7.51	2780	0.4629	0.6794	0.7976	0.8652	0.9255	0.8022	0.8686	0.5175	0.8955	0.8518	0.7220	0.8469	0.6500	0.7301	0.3556	0.7855	0.7038	0.6839
0.2608	7.57	2800	0.5219	0.6590	0.7761	0.8559	0.9227	0.8042	0.8712	0.4553	0.9165	0.8341	0.6285	0.8471	0.6452	0.7156	0.3683	0.7814	0.6522	0.6034
0.3244	7.62	2820	0.4874	0.6701	0.7816	0.8625	0.9304	0.7815	0.8650	0.4707	0.9052	0.8054	0.7131	0.8555	0.6376	0.7147	0.3562	0.7750	0.6747	0.6768
0.3759	7.68	2840	0.4971	0.6733	0.7746	0.8647	0.9310	0.7586	0.8776	0.4387	0.9187	0.7782	0.7196	0.8514	0.6371	0.7317	0.3437	0.7766	0.6910	0.6820
1.2183	7.73	2860	0.4814	0.6782	0.7883	0.8662	0.9320	0.7991	0.8938	0.4244	0.8880	0.8432	0.7379	0.8474	0.6457	0.7400	0.3459	0.7807	0.6996	0.6878
0.2525	7.78	2880	0.4567	0.6857	0.7854	0.8731	0.9437	0.7895	0.8664	0.3804	0.8961	0.8600	0.7620	0.8526	0.6494	0.7496	0.3330	0.7898	0.7001	0.7251
0.2572	7.84	2900	0.4365	0.6979	0.8059	0.8764	0.9240	0.7823	0.8686	0.4914	0.8974	0.8600	0.8177	0.8600	0.6553	0.7401	0.3811	0.7909	0.6857	0.7719
0.1138	7.89	2920	0.4520	0.6946	0.8063	0.8756	0.9320	0.8212	0.8579	0.4880	0.8947	0.8522	0.7984	0.8601	0.6502	0.7459	0.3613	0.7905	0.6885	0.7658
1.2073	7.95	2940	0.4897	0.6783	0.7912	0.8648	0.9196	0.8285	0.8491	0.4894	0.9191	0.8147	0.7180	0.8587	0.6471	0.7458	0.3533	0.7687	0.6920	0.6826
0.2141	8.0	2960	0.4727	0.6725	0.7977	0.8620	0.9322	0.8148	0.8715	0.5237	0.8820	0.8679	0.6917	0.8637	0.6486	0.7374	0.3752	0.7744	0.6510	0.6569
0.2264	8.05	2980	0.5493	0.6623	0.7733	0.8578	0.9250	0.8064	0.8580	0.4264	0.9187	0.8253	0.6537	0.8523	0.6544	0.7329	0.3478	0.7720	0.6489	0.6276
0.5252	8.11	3000	0.4922	0.6673	0.7736	0.8647	0.9338	0.8073	0.8741	0.3456	0.9109	0.8549	0.6888	0.8519	0.6555	0.7223	0.2966	0.7855	0.7029	0.6566
0.3972	8.16	3020	0.4666	0.6740	0.7807	0.8687	0.9322	0.8186	0.8690	0.3733	0.9172	0.8369	0.7173	0.8520	0.6540	0.7230	0.3131	0.7983	0.6922	0.6853
0.6135	8.22	3040	0.5444	0.6515	0.7571	0.8563	0.9371	0.7752	0.8603	0.3810	0.9291	0.8034	0.6139	0.8491	0.6518	0.7351	0.3087	0.7856	0.6386	0.5913
0.2197	8.27	3060	0.4444	0.6925	0.8190	0.8708	0.9306	0.8220	0.8496	0.6393	0.8880	0.8506	0.7533	0.8573	0.6537	0.7524	0.3773	0.7903	0.7018	0.7145
0.2837	8.32	3080	0.4681	0.6736	0.7809	0.8659	0.9392	0.7924	0.8652	0.4288	0.9115	0.8561	0.6734	0.8561	0.6549	0.7507	0.3582	0.7951	0.6659	0.6344
0.1883	8.38	3100	0.4563	0.6894	0.7968	0.8736	0.9178	0.7861	0.8726	0.4574	0.9145	0.8403	0.7889	0.8578	0.6453	0.7377	0.3610	0.7947	0.7032	0.7258
0.2306	8.43	3120	0.4571	0.6884	0.8068	0.8700	0.9261	0.7888	0.8543	0.5486	0.8938	0.8914	0.7444	0.8636	0.6536	0.7387	0.3982	0.7881	0.6830	0.6939
0.7617	8.49	3140	0.4918	0.6972	0.8031	0.8760	0.9291	0.7605	0.8770	0.5164	0.9071	0.8617	0.7701	0.8514	0.6396	0.7443	0.3880	0.8031	0.7322	0.7215
0.3762	8.54	3160	0.4808	0.6948	0.8155	0.8704	0.9193	0.8223	0.8411	0.5795	0.8833	0.8502	0.8127	0.8415	0.6386	0.7396	0.3906	0.7899	0.7409	0.7224
0.7524	8.59	3180	0.5288	0.6697	0.7874	0.8595	0.9179	0.8191	0.8723	0.5046	0.9216	0.8297	0.6467	0.8478	0.6496	0.7398	0.3998	0.7866	0.6546	0.6099
0.1941	8.65	3200	0.4878	0.6797	0.7928	0.8650	0.9361	0.7867	0.8689	0.5118	0.8900	0.8379	0.7184	0.8462	0.6335	0.7328	0.3881	0.7845	0.7073	0.6654
0.5467	8.7	3220	0.4998	0.6868	0.7960	0.8666	0.9209	0.7695	0.8498	0.5463	0.9089	0.8336	0.7427	0.8498	0.6426	0.7428	0.3918	0.7759	0.7244	0.6803
0.1174	8.76	3240	0.4809	0.7011	0.8131	0.8751	0.9080	0.7972	0.8632	0.5318	0.9054	0.8658	0.8206	0.8496	0.6462	0.7379	0.4014	0.7905	0.7267	0.7551
0.3448	8.81	3260	0.4753	0.6975	0.8189	0.8739	0.9104	0.8188	0.8426	0.5570	0.8934	0.8893	0.8205	0.8437	0.6392	0.7314	0.4050	0.8035	0.7108	0.7489
0.2035	8.86	3280	0.4730	0.6942	0.7992	0.8742	0.9261	0.7940	0.8687	0.4748	0.9087	0.8412	0.7807	0.8442	0.6492	0.7413	0.3772	0.8035	0.7219	0.7220
0.1774	8.92	3300	0.4621	0.7026	0.8085	0.8776	0.9222	0.8027	0.8792	0.5030	0.9053	0.8265	0.8209	0.8475	0.6475	0.7458	0.3913	0.8019	0.7337	0.7506
0.3062	8.97	3320	0.4722	0.7019	0.8039	0.8785	0.9272	0.7770	0.8734	0.4617	0.8965	0.8572	0.8342	0.8562	0.6504	0.7495	0.3899	0.7957	0.7115	0.7599
0.2412	9.03	3340	0.4742	0.6889	0.7948	0.8723	0.9244	0.8224	0.8815	0.4172	0.9115	0.8592	0.7474	0.8579	0.6603	0.7489	0.3637	0.7859	0.6933	0.7125
0.1827	9.08	3360	0.5291	0.6701	0.7840	0.8594	0.9210	0.8253	0.8634	0.4969	0.9283	0.8171	0.6363	0.8525	0.6544	0.7495	0.3957	0.7775	0.6551	0.6064
0.3194	9.14	3380	0.5329	0.6849	0.7904	0.8665	0.9283	0.7788	0.8722	0.4859	0.8997	0.8248	0.7433	0.8519	0.6510	0.7401	0.3821	0.7749	0.7248	0.6693
0.2533	9.19	3400	0.5914	0.6588	0.7746	0.8535	0.9221	0.8110	0.8580	0.4855	0.9258	0.8178	0.6016	0.8484	0.6570	0.7366	0.3848	0.7760	0.6364	0.5723
0.5829	9.24	3420	0.5441	0.6672	0.7920	0.8565	0.9270	0.8072	0.8652	0.5399	0.8940	0.8848	0.6258	0.8515	0.6615	0.7413	0.3909	0.7773	0.6571	0.5908
0.4454	9.3	3440	0.5467	0.6682	0.7752	0.8605	0.9442	0.7523	0.8672	0.4786	0.9014	0.8228	0.6600	0.8459	0.6451	0.7391	0.3608	0.7820	0.6764	0.6284
0.145	9.35	3460	0.5208	0.6827	0.7900	0.8695	0.9355	0.8091	0.8515	0.4412	0.9033	0.8524	0.7369	0.8572	0.6454	0.7387	0.3434	0.7823	0.7233	0.6884
0.166	9.41	3480	0.5457	0.6707	0.7834	0.8597	0.9273	0.7720	0.8574	0.4851	0.9007	0.8680	0.6732	0.8509	0.6501	0.7513	0.3670	0.7735	0.6802	0.6218
0.2865	9.46	3500	0.5302	0.6842	0.7960	0.8665	0.9234	0.8352	0.8504	0.4649	0.9050	0.8782	0.7148	0.8512	0.6543	0.7502	0.3626	0.7742	0.7276	0.6691
0.1666	9.51	3520	0.5466	0.6816	0.7797	0.8677	0.9294	0.8165	0.8327	0.3903	0.9240	0.8489	0.7162	0.8492	0.6615	0.7429	0.3312	0.7763	0.7302	0.6797
0.7624	9.57	3540	0.5150	0.6768	0.7759	0.8686	0.9345	0.8003	0.8618	0.3358	0.9089	0.8553	0.7351	0.8522	0.6600	0.7316	0.2832	0.7792	0.7437	0.6878
0.2641	9.62	3560	0.4760	0.6880	0.7916	0.8720	0.9310	0.8193	0.8631	0.4240	0.9114	0.8422	0.7499	0.8555	0.6542	0.7482	0.3350	0.7842	0.7394	0.6996
0.704	9.68	3580	0.5233	0.6847	0.7906	0.8681	0.9260	0.8119	0.8458	0.4714	0.9174	0.8322	0.7296	0.8554	0.6539	0.7369	0.3611	0.7768	0.7245	0.6840
0.2931	9.73	3600	0.5526	0.6732	0.7856	0.8636	0.9336	0.8153	0.8609	0.4812	0.9142	0.8210	0.6728	0.8560	0.6539	0.7422	0.3552	0.7818	0.6832	0.6400
0.1888	9.78	3620	0.5309	0.6797	0.7945	0.8653	0.9254	0.7964	0.8805	0.4959	0.9049	0.8755	0.6829	0.8668	0.6667	0.7380	0.3887	0.7778	0.6766	0.6431
0.2039	9.84	3640	0.5696	0.6680	0.7818	0.8581	0.9161	0.7987	0.8822	0.4624	0.9154	0.8452	0.6523	0.8571	0.6648	0.7368	0.3827	0.7695	0.6507	0.6145
0.2777	9.89	3660	0.4751	0.6930	0.8063	0.8699	0.9203	0.7984	0.8695	0.5070	0.8808	0.8633	0.8045	0.8535	0.6573	0.7450	0.3942	0.7822	0.7286	0.6899
0.2778	9.95	3680	0.5170	0.6866	0.7890	0.8684	0.9227	0.7864	0.8418	0.4879	0.9209	0.8084	0.7546	0.8520	0.6560	0.7442	0.3637	0.7786	0.7221	0.6898
0.2439	10.0	3700	0.5296	0.6750	0.7998	0.8609	0.9208	0.8120	0.8492	0.5029	0.8646	0.8799	0.7694	0.8441	0.6506	0.7239	0.3536	0.7687	0.6754	0.7086
0.1658	10.05	3720	0.5699	0.6686	0.7731	0.8613	0.9306	0.7589	0.8728	0.3931	0.8995	0.8586	0.6984	0.8536	0.6482	0.7483	0.3271	0.7648	0.6846	0.6538
0.1811	10.11	3740	0.5628	0.6817	0.7837	0.8668	0.9314	0.7683	0.8860	0.4384	0.9081	0.8500	0.7036	0.8537	0.6495	0.7507	0.3598	0.7747	0.7260	0.6577
0.2038	10.16	3760	0.5086	0.6840	0.8018	0.8659	0.9255	0.8211	0.8322	0.5469	0.9028	0.8717	0.7125	0.8524	0.6376	0.7375	0.4012	0.7805	0.7182	0.6605
0.6117	10.22	3780	0.5682	0.6626	0.7810	0.8555	0.9154	0.8133	0.8719	0.4837	0.9217	0.8402	0.6208	0.8511	0.6578	0.7227	0.3959	0.7784	0.6409	0.5916
0.2206	10.27	3800	0.5567	0.6671	0.7848	0.8597	0.9315	0.8160	0.8802	0.4840	0.9108	0.8483	0.6230	0.8562	0.6599	0.7361	0.3994	0.7914	0.6306	0.5959
0.196	10.32	3820	0.5174	0.6802	0.7994	0.8652	0.9180	0.7997	0.8637	0.5452	0.9031	0.8244	0.7417	0.8542	0.6470	0.7484	0.3917	0.7870	0.6601	0.6727
0.1865	10.38	3840	0.4939	0.6893	0.8037	0.8701	0.9274	0.7942	0.8484	0.5675	0.9035	0.8217	0.7633	0.8570	0.6440	0.7558	0.3970	0.7884	0.6841	0.6986
0.2215	10.43	3860	0.5275	0.6823	0.7952	0.8667	0.9203	0.8053	0.8925	0.4859	0.9076	0.8310	0.7237	0.8486	0.6562	0.7490	0.3677	0.7878	0.6971	0.6700
0.9247	10.49	3880	0.4896	0.6904	0.8043	0.8713	0.9167	0.8291	0.8718	0.4865	0.9099	0.8655	0.7509	0.8527	0.6558	0.7533	0.3706	0.7923	0.7137	0.6946
0.1489	10.54	3900	0.4511	0.6986	0.8089	0.8759	0.9259	0.7825	0.8582	0.5263	0.8987	0.8765	0.7945	0.8579	0.6651	0.7513	0.3786	0.7996	0.7119	0.7260
0.1985	10.59	3920	0.5316	0.6826	0.7964	0.8637	0.9157	0.7759	0.8527	0.5418	0.9031	0.8542	0.7314	0.8533	0.6653	0.7528	0.3926	0.7755	0.6795	0.6594
0.1912	10.65	3940	0.5374	0.6811	0.7984	0.8653	0.9215	0.8043	0.8467	0.5090	0.8954	0.8783	0.7336	0.8559	0.6660	0.7448	0.3772	0.7846	0.6762	0.6629
0.1019	10.7	3960	0.5409	0.6776	0.8001	0.8624	0.9120	0.8219	0.8531	0.5324	0.9039	0.8663	0.7110	0.8523	0.6662	0.7405	0.3770	0.7832	0.6788	0.6453
0.1857	10.76	3980	0.6072	0.6578	0.7763	0.8524	0.9205	0.8351	0.8632	0.4978	0.9298	0.8027	0.5852	0.8505	0.6613	0.7432	0.3849	0.7723	0.6335	0.5587
0.1747	10.81	4000	0.5322	0.6706	0.7980	0.8598	0.9258	0.8280	0.8674	0.5392	0.8966	0.8887	0.6402	0.8518	0.6578	0.7480	0.3826	0.7898	0.6634	0.6005
0.1938	10.86	4020	0.5380	0.6790	0.7929	0.8650	0.9270	0.8129	0.8535	0.4800	0.9032	0.8731	0.7007	0.8463	0.6527	0.7490	0.3648	0.7891	0.7027	0.6482
0.3997	10.92	4040	0.5126	0.6845	0.8018	0.8667	0.9277	0.8004	0.8539	0.5350	0.8896	0.8663	0.7398	0.8515	0.6617	0.7534	0.3482	0.7825	0.7112	0.6827
1.0027	10.97	4060	0.4895	0.6937	0.8147	0.8721	0.9142	0.8167	0.8624	0.5651	0.8946	0.8386	0.8113	0.8486	0.6610	0.7552	0.3230	0.7951	0.7229	0.7500
0.4136	11.03	4080	0.5025	0.6837	0.7995	0.8687	0.9294	0.8177	0.8577	0.5166	0.9039	0.8385	0.7327	0.8542	0.6585	0.7556	0.3459	0.7929	0.6969	0.6817
0.1904	11.08	4100	0.5304	0.6776	0.7907	0.8662	0.9360	0.8269	0.8528	0.4919	0.9105	0.8200	0.6968	0.8521	0.6461	0.7453	0.3613	0.7903	0.6912	0.6571
0.1601	11.14	4120	0.4828	0.6872	0.7956	0.8702	0.9305	0.8130	0.8700	0.4847	0.9139	0.8415	0.7153	0.8557	0.6647	0.7511	0.3705	0.7915	0.7065	0.6706
0.2477	11.19	4140	0.4944	0.6830	0.7858	0.8690	0.9342	0.7799	0.8530	0.4727	0.9223	0.8362	0.7022	0.8624	0.6571	0.7505	0.3839	0.7876	0.6824	0.6572
0.1454	11.24	4160	0.5351	0.6745	0.7873	0.8616	0.9337	0.7771	0.8441	0.5455	0.9063	0.8197	0.6845	0.8540	0.6526	0.7400	0.3832	0.7772	0.6799	0.6346
0.2328	11.3	4180	0.5091	0.6818	0.7917	0.8659	0.9208	0.8010	0.8275	0.5071	0.9177	0.8355	0.7322	0.8532	0.6533	0.7334	0.3871	0.7831	0.6941	0.6688
0.342	11.35	4200	0.4972	0.6878	0.7970	0.8712	0.9371	0.7842	0.8495	0.5107	0.9001	0.8480	0.7496	0.8588	0.6556	0.7432	0.3728	0.7916	0.6946	0.6981
0.2676	11.41	4220	0.4992	0.6973	0.8084	0.8760	0.9287	0.8091	0.8790	0.4957	0.8936	0.8546	0.7979	0.8538	0.6593	0.7419	0.3921	0.8054	0.6968	0.7315
0.2367	11.46	4240	0.5191	0.6791	0.7833	0.8689	0.9381	0.8053	0.8688	0.4289	0.9165	0.8168	0.7091	0.8602	0.6621	0.7497	0.3606	0.7933	0.6608	0.6669
0.3759	11.51	4260	0.5092	0.6748	0.7888	0.8646	0.9327	0.8151	0.8505	0.4670	0.8979	0.8346	0.7238	0.8492	0.6489	0.7405	0.3655	0.7921	0.6643	0.6633
0.172	11.57	4280	0.5072	0.6788	0.7927	0.8662	0.9298	0.7742	0.8803	0.5100	0.9044	0.8541	0.6963	0.8592	0.6586	0.7494	0.3887	0.7943	0.6473	0.6538
0.3653	11.62	4300	0.4965	0.6915	0.8020	0.8730	0.9372	0.7864	0.8873	0.4942	0.8885	0.8662	0.7541	0.8626	0.6625	0.7521	0.3725	0.7896	0.6966	0.7045
0.1349	11.68	4320	0.5446	0.6825	0.7868	0.8684	0.9382	0.7937	0.8759	0.4717	0.9103	0.7957	0.7223	0.8614	0.6596	0.7546	0.3639	0.7799	0.6824	0.6760
0.2414	11.73	4340	0.5153	0.6886	0.8048	0.8701	0.9282	0.8150	0.8946	0.4946	0.8880	0.8740	0.7396	0.8606	0.6663	0.7483	0.3761	0.7837	0.6938	0.6917
0.2425	11.78	4360	0.5040	0.6923	0.8035	0.8716	0.9186	0.8030	0.8782	0.5159	0.9085	0.8291	0.7710	0.8551	0.6584	0.7507	0.3886	0.7894	0.6971	0.7071
0.1244	11.84	4380	0.5020	0.6943	0.8066	0.8734	0.9111	0.8042	0.8746	0.5064	0.9087	0.8321	0.8089	0.8505	0.6602	0.7342	0.3848	0.7987	0.6940	0.7379
0.3516	11.89	4400	0.5026	0.6877	0.7924	0.8720	0.9238	0.8047	0.8747	0.4202	0.9077	0.8368	0.7792	0.8439	0.6580	0.7427	0.3568	0.8010	0.6962	0.7157
0.1885	11.95	4420	0.4960	0.6923	0.8019	0.8747	0.9283	0.8192	0.8720	0.4571	0.8982	0.8402	0.7982	0.8503	0.6555	0.7481	0.3682	0.8049	0.6887	0.7306
0.14	12.0	4440	0.5026	0.6895	0.8071	0.8715	0.9302	0.8193	0.8597	0.5136	0.8902	0.8805	0.7561	0.8530	0.6546	0.7486	0.3783	0.8008	0.6947	0.6964
0.2661	12.05	4460	0.5156	0.6826	0.7937	0.8676	0.9233	0.7928	0.8732	0.4915	0.9091	0.8324	0.7333	0.8507	0.6601	0.7451	0.3690	0.7925	0.6846	0.6759
0.2931	12.11	4480	0.5357	0.6862	0.7979	0.8687	0.9242	0.8060	0.8641	0.5176	0.9127	0.8305	0.7299	0.8486	0.6612	0.7523	0.3805	0.7969	0.6923	0.6718
0.3023	12.16	4500	0.5451	0.6885	0.8004	0.8700	0.9310	0.8063	0.8511	0.5211	0.9001	0.8382	0.7548	0.8532	0.6552	0.7522	0.3811	0.7912	0.6956	0.6913
0.2183	12.22	4520	0.5129	0.6888	0.8049	0.8715	0.9148	0.8170	0.8762	0.5033	0.9094	0.8451	0.7686	0.8550	0.6284	0.7546	0.3853	0.7938	0.7054	0.6987
0.5137	12.27	4540	0.5107	0.6949	0.8055	0.8757	0.9202	0.8138	0.8700	0.4959	0.9141	0.8352	0.7894	0.8553	0.6308	0.7596	0.3871	0.8025	0.7129	0.7160
0.2153	12.32	4560	0.5076	0.6928	0.8068	0.8725	0.9159	0.8047	0.8574	0.5361	0.9123	0.8441	0.7769	0.8536	0.6475	0.7491	0.3942	0.7979	0.7012	0.7062
0.0853	12.38	4580	0.5059	0.6908	0.8094	0.8707	0.9182	0.7912	0.8583	0.5998	0.9098	0.8234	0.7651	0.8547	0.6495	0.7579	0.3900	0.7965	0.6882	0.6987
0.1465	12.43	4600	0.5344	0.6890	0.8024	0.8691	0.9081	0.8049	0.8652	0.5293	0.9188	0.8277	0.7631	0.8520	0.6573	0.7494	0.3949	0.7894	0.6854	0.6943
0.169	12.49	4620	0.5263	0.6878	0.8028	0.8696	0.9257	0.7980	0.8865	0.5164	0.8912	0.8346	0.7670	0.8545	0.6635	0.7581	0.3783	0.7915	0.6723	0.6964
0.3397	12.54	4640	0.5667	0.6823	0.7947	0.8660	0.9248	0.7848	0.8690	0.5254	0.9041	0.8223	0.7325	0.8538	0.6604	0.7573	0.3810	0.7836	0.6653	0.6745
0.1958	12.59	4660	0.5221	0.6854	0.8015	0.8688	0.9312	0.8009	0.8619	0.5358	0.8926	0.8311	0.7570	0.8578	0.6527	0.7588	0.3609	0.7839	0.6831	0.7007
0.4462	12.65	4680	0.5016	0.6941	0.8091	0.8740	0.9266	0.8020	0.8658	0.5406	0.8950	0.8348	0.7990	0.8576	0.6610	0.7551	0.3687	0.7970	0.6855	0.7338
0.2967	12.7	4700	0.4931	0.6970	0.8020	0.8767	0.9356	0.7838	0.8570	0.5166	0.9087	0.8257	0.7865	0.8618	0.6629	0.7595	0.3789	0.8009	0.6826	0.7323
0.2801	12.76	4720	0.5089	0.6935	0.7987	0.8730	0.9339	0.8059	0.8541	0.5185	0.9193	0.8295	0.7294	0.8589	0.6724	0.7536	0.3937	0.7944	0.6860	0.6958
0.1332	12.81	4740	0.5081	0.6898	0.7998	0.8715	0.9292	0.8246	0.8622	0.5093	0.9153	0.8212	0.7366	0.8582	0.6706	0.7418	0.3746	0.7918	0.6925	0.6987
0.1634	12.86	4760	0.5387	0.6788	0.7935	0.8658	0.9296	0.8248	0.8747	0.4668	0.9014	0.8606	0.6967	0.8537	0.6744	0.7323	0.3545	0.7869	0.6832	0.6663
0.2159	12.92	4780	0.6205	0.6671	0.7848	0.8572	0.9298	0.8333	0.8546	0.5032	0.9148	0.8525	0.6052	0.8473	0.6625	0.7465	0.3912	0.7809	0.6603	0.5811
0.1809	12.97	4800	0.5288	0.6884	0.7988	0.8699	0.9310	0.8114	0.8575	0.5225	0.9179	0.8620	0.6895	0.8533	0.6736	0.7550	0.3891	0.7989	0.6913	0.6578
0.1931	13.03	4820	0.5367	0.6787	0.8021	0.8656	0.9332	0.8327	0.8888	0.5054	0.8853	0.8820	0.6874	0.8506	0.6640	0.7470	0.3485	0.7926	0.6925	0.6558
0.2235	13.08	4840	0.5547	0.6808	0.7895	0.8679	0.9249	0.8305	0.8623	0.4529	0.9288	0.8426	0.6845	0.8590	0.6611	0.7426	0.3739	0.7890	0.6863	0.6534
0.2243	13.14	4860	0.5082	0.6830	0.7896	0.8710	0.9357	0.8199	0.8845	0.4368	0.9175	0.8235	0.7090	0.8567	0.6544	0.7453	0.3670	0.7993	0.6835	0.6751
0.1534	13.19	4880	0.5395	0.6723	0.7884	0.8628	0.9344	0.8200	0.8723	0.4973	0.9114	0.8330	0.6503	0.8507	0.6536	0.7503	0.3755	0.7924	0.6612	0.6227
0.3718	13.24	4900	0.5050	0.6824	0.7972	0.8688	0.9248	0.8128	0.8684	0.4836	0.9059	0.8507	0.7345	0.8632	0.6575	0.7413	0.3667	0.7879	0.6782	0.6822
0.1272	13.3	4920	0.4824	0.6941	0.8127	0.8733	0.9262	0.8137	0.8806	0.5235	0.8832	0.8761	0.7857	0.8523	0.6581	0.7454	0.3822	0.8005	0.6971	0.7229
0.2795	13.35	4940	0.5172	0.6875	0.8059	0.8695	0.9156	0.8334	0.8754	0.5111	0.9114	0.8730	0.7216	0.8540	0.6502	0.7598	0.4013	0.7986	0.6866	0.6624
0.4308	13.41	4960	0.5224	0.6796	0.7932	0.8649	0.9238	0.7825	0.8902	0.5224	0.9153	0.8502	0.6679	0.8542	0.6625	0.7594	0.4017	0.7963	0.6662	0.6166
0.2036	13.46	4980	0.5175	0.6813	0.7985	0.8662	0.9300	0.7864	0.8910	0.5294	0.8989	0.8740	0.6801	0.8524	0.6600	0.7579	0.3909	0.7978	0.6752	0.6349
0.6682	13.51	5000	0.5002	0.6836	0.8075	0.8666	0.9349	0.8098	0.8853	0.5749	0.8749	0.8288	0.7441	0.8541	0.6565	0.7508	0.3574	0.7833	0.6926	0.6907
0.1085	13.57	5020	0.5330	0.6794	0.7968	0.8653	0.9210	0.8012	0.8693	0.5375	0.9101	0.8213	0.7171	0.8558	0.6625	0.7487	0.3771	0.7898	0.6594	0.6623
0.1707	13.62	5040	0.5550	0.6872	0.8006	0.8700	0.9184	0.7957	0.8679	0.5233	0.9161	0.8451	0.7375	0.8591	0.6624	0.7497	0.3902	0.7966	0.6774	0.6752
0.413	13.68	5060	0.5318	0.6895	0.7975	0.8717	0.9342	0.7876	0.8562	0.5322	0.9161	0.8321	0.7244	0.8613	0.6597	0.7645	0.3906	0.7975	0.6835	0.6696
0.2851	13.73	5080	0.5280	0.6906	0.8046	0.8710	0.9320	0.7868	0.8626	0.5372	0.8953	0.8865	0.7316	0.8647	0.6589	0.7666	0.4026	0.7899	0.6734	0.6780
0.8236	13.78	5100	0.5129	0.7016	0.8130	0.8786	0.9341	0.7950	0.8718	0.5172	0.8873	0.8783	0.8072	0.8647	0.6486	0.7655	0.3890	0.7974	0.7065	0.7394
0.8271	13.84	5120	0.4828	0.7077	0.8128	0.8832	0.9333	0.8033	0.8588	0.4997	0.9059	0.8691	0.8199	0.8663	0.6498	0.7668	0.3981	0.8102	0.7132	0.7498
0.2352	13.89	5140	0.4741	0.6981	0.7985	0.8782	0.9373	0.7883	0.8616	0.5012	0.9222	0.8020	0.7767	0.8693	0.6472	0.7665	0.3868	0.7956	0.6985	0.7227
0.1344	13.95	5160	0.4777	0.6964	0.8028	0.8771	0.9342	0.8004	0.8661	0.5116	0.9149	0.8202	0.7723	0.8717	0.6391	0.7664	0.3792	0.7894	0.7069	0.7220
0.2262	14.0	5180	0.4922	0.6996	0.8037	0.8782	0.9397	0.7875	0.8749	0.5198	0.9087	0.8168	0.7782	0.8716	0.6518	0.7663	0.3931	0.7932	0.6970	0.7240
0.0901	14.05	5200	0.5406	0.6929	0.8066	0.8734	0.9321	0.8194	0.8655	0.5247	0.9085	0.8789	0.7169	0.8693	0.6569	0.7649	0.4010	0.7926	0.6921	0.6738
1.8701	14.11	5220	0.5130	0.6991	0.8114	0.8770	0.9285	0.8120	0.8869	0.5197	0.9050	0.8687	0.7593	0.8684	0.6531	0.7612	0.3941	0.7957	0.7144	0.7065
0.2136	14.16	5240	0.5844	0.6828	0.8027	0.8660	0.9298	0.8158	0.8984	0.5431	0.9009	0.8703	0.6607	0.8541	0.6620	0.7606	0.3995	0.7922	0.6840	0.6273
0.2597	14.22	5260	0.5125	0.6975	0.8083	0.8740	0.9351	0.8009	0.8806	0.5521	0.9031	0.8584	0.7278	0.8578	0.6619	0.7662	0.4046	0.7968	0.7154	0.6800
0.0777	14.27	5280	0.5858	0.6814	0.7982	0.8661	0.9345	0.8243	0.8624	0.5265	0.9060	0.8683	0.6654	0.8552	0.6540	0.7631	0.3864	0.7884	0.6890	0.6338
0.1845	14.32	5300	0.5108	0.6998	0.8142	0.8774	0.9269	0.8127	0.8770	0.5239	0.8997	0.8842	0.7749	0.8563	0.6518	0.7633	0.3803	0.8074	0.7222	0.7169
0.3288	14.38	5320	0.5118	0.7015	0.8079	0.8773	0.9231	0.8084	0.8673	0.5168	0.9200	0.8511	0.7684	0.8528	0.6623	0.7612	0.4067	0.8108	0.7115	0.7055
0.1222	14.43	5340	0.4936	0.7026	0.8117	0.8775	0.9301	0.7920	0.8668	0.5438	0.9053	0.8774	0.7663	0.8549	0.6667	0.7664	0.4065	0.8113	0.7081	0.7045
0.2766	14.49	5360	0.4789	0.7113	0.8183	0.8825	0.9284	0.8043	0.8771	0.5367	0.9053	0.8660	0.8103	0.8570	0.6643	0.7686	0.3964	0.8127	0.7390	0.7414
0.1837	14.54	5380	0.5576	0.6924	0.8065	0.8720	0.9337	0.8208	0.8761	0.5409	0.9077	0.8638	0.7023	0.8593	0.6653	0.7666	0.3877	0.7961	0.7086	0.6633
0.225	14.59	5400	0.5471	0.6935	0.8007	0.8726	0.9340	0.7918	0.8661	0.5243	0.9158	0.8751	0.6977	0.8609	0.6590	0.7662	0.4084	0.7957	0.7094	0.6548
0.1836	14.65	5420	0.5386	0.6933	0.8003	0.8741	0.9303	0.8148	0.8700	0.4849	0.9170	0.8543	0.7305	0.8572	0.6465	0.7578	0.3912	0.7989	0.7211	0.6804
0.3916	14.7	5440	0.5443	0.6899	0.8014	0.8723	0.9291	0.8090	0.8732	0.4751	0.9028	0.8912	0.7297	0.8573	0.6426	0.7535	0.3788	0.7923	0.7215	0.6831
0.2334	14.76	5460	0.5269	0.6917	0.7952	0.8734	0.9321	0.7879	0.8549	0.4880	0.9223	0.8610	0.7205	0.8597	0.6360	0.7678	0.3858	0.7923	0.7263	0.6741
0.1666	14.81	5480	0.5259	0.6966	0.8057	0.8759	0.9343	0.8125	0.8486	0.5137	0.9127	0.8822	0.7360	0.8607	0.6353	0.7672	0.3927	0.7992	0.7339	0.6872
0.1996	14.86	5500	0.5356	0.6909	0.8038	0.8735	0.9316	0.8227	0.8799	0.5000	0.9072	0.8465	0.7387	0.8599	0.6383	0.7622	0.3654	0.7954	0.7274	0.6874
1.2748	14.92	5520	0.5567	0.6867	0.8003	0.8709	0.9372	0.8062	0.8597	0.5136	0.9002	0.8599	0.7251	0.8595	0.6312	0.7547	0.3673	0.7892	0.7282	0.6765
0.2141	14.97	5540	0.5603	0.6802	0.7938	0.8677	0.9413	0.7933	0.8739	0.4880	0.8948	0.8794	0.6859	0.8591	0.6303	0.7606	0.3630	0.7845	0.7216	0.6424
0.3294	15.03	5560	0.5541	0.6809	0.7927	0.8686	0.9298	0.8050	0.8631	0.4670	0.9091	0.8615	0.7136	0.8546	0.6314	0.7588	0.3635	0.7936	0.7108	0.6537
0.2424	15.08	5580	0.5743	0.6816	0.7956	0.8665	0.9283	0.8051	0.8423	0.5058	0.9054	0.8761	0.7063	0.8533	0.6371	0.7566	0.3868	0.7872	0.7022	0.6483
0.189	15.14	5600	0.5683	0.6848	0.7957	0.8686	0.9309	0.8106	0.8748	0.4988	0.9125	0.8469	0.6954	0.8569	0.6271	0.7640	0.3847	0.7841	0.7294	0.6471
0.2044	15.19	5620	0.5582	0.6858	0.7984	0.8691	0.9273	0.8058	0.8753	0.5144	0.9131	0.8474	0.7053	0.8566	0.6279	0.7586	0.3851	0.7861	0.7296	0.6570
0.1178	15.24	5640	0.5380	0.6897	0.8050	0.8718	0.9368	0.8120	0.8726	0.5359	0.9027	0.8698	0.7053	0.8587	0.6330	0.7609	0.3964	0.7967	0.7205	0.6615
0.264	15.3	5660	0.5311	0.7013	0.8095	0.8770	0.9343	0.7796	0.8620	0.5700	0.9094	0.8547	0.7567	0.8531	0.6400	0.7677	0.4203	0.8101	0.7206	0.6973
0.1924	15.35	5680	0.5573	0.6919	0.8015	0.8712	0.9243	0.7892	0.8568	0.5419	0.9188	0.8583	0.7212	0.8545	0.6427	0.7652	0.4167	0.7963	0.7050	0.6632
0.1451	15.41	5700	0.5683	0.6879	0.7951	0.8697	0.9319	0.7970	0.8612	0.4969	0.9140	0.8667	0.6978	0.8556	0.6404	0.7678	0.4013	0.7906	0.7181	0.6418
0.2588	15.46	5720	0.5514	0.6901	0.8002	0.8704	0.9234	0.8063	0.8604	0.5097	0.9156	0.8670	0.7188	0.8553	0.6472	0.7574	0.4057	0.7926	0.7140	0.6588
0.4095	15.51	5740	0.5484	0.6921	0.8015	0.8719	0.9301	0.8096	0.8637	0.5134	0.9135	0.8682	0.7121	0.8615	0.6435	0.7574	0.4156	0.7905	0.7127	0.6632
0.2068	15.57	5760	0.5339	0.6927	0.8002	0.8732	0.9274	0.8221	0.8738	0.4970	0.9210	0.8284	0.7318	0.8601	0.6450	0.7528	0.4157	0.7970	0.7028	0.6757
0.1013	15.62	5780	0.5496	0.6915	0.7952	0.8726	0.9369	0.7850	0.8833	0.4809	0.9101	0.8566	0.7139	0.8657	0.6584	0.7545	0.4085	0.7910	0.6995	0.6631
0.1552	15.68	5800	0.5811	0.6819	0.7973	0.8654	0.9283	0.7909	0.8936	0.4975	0.8908	0.8864	0.6934	0.8577	0.6522	0.7373	0.4069	0.7802	0.6946	0.6444
0.1344	15.73	5820	0.5791	0.6852	0.7939	0.8686	0.9324	0.7938	0.8831	0.4913	0.9090	0.8514	0.6964	0.8582	0.6416	0.7469	0.4073	0.7868	0.7063	0.6496
0.1419	15.78	5840	0.5366	0.6874	0.7937	0.8703	0.9394	0.7945	0.8610	0.4996	0.9105	0.8493	0.7015	0.8616	0.6487	0.7540	0.4071	0.7902	0.6968	0.6535
0.1699	15.84	5860	0.5962	0.6809	0.7925	0.8666	0.9409	0.8342	0.8659	0.5012	0.9112	0.8275	0.6665	0.8578	0.6554	0.7569	0.3984	0.7897	0.6795	0.6286
0.2122	15.89	5880	0.5731	0.6866	0.7967	0.8694	0.9358	0.8186	0.8487	0.5192	0.9129	0.8346	0.7072	0.8689	0.6538	0.7520	0.4022	0.7806	0.6865	0.6620
0.3819	15.95	5900	0.5973	0.6860	0.7968	0.8690	0.9301	0.8051	0.8772	0.5194	0.9143	0.8256	0.7057	0.8670	0.6443	0.7547	0.3998	0.7786	0.6955	0.6623
0.1759	16.0	5920	0.5759	0.6880	0.7921	0.8706	0.9342	0.7890	0.8707	0.4997	0.9201	0.8210	0.7102	0.8640	0.6335	0.7563	0.4026	0.7812	0.7118	0.6667
0.1169	16.05	5940	0.5348	0.6961	0.8035	0.8759	0.9316	0.8004	0.8947	0.4877	0.9081	0.8531	0.7491	0.8717	0.6346	0.7586	0.3971	0.7856	0.7277	0.6971
0.2218	16.11	5960	0.6323	0.6874	0.7959	0.8694	0.9360	0.7903	0.8916	0.5007	0.9058	0.8611	0.6859	0.8620	0.6478	0.7569	0.3993	0.7824	0.7170	0.6460
0.1711	16.16	5980	0.5924	0.6916	0.8056	0.8697	0.9278	0.8160	0.8613	0.5595	0.9104	0.8602	0.7037	0.8635	0.6469	0.7630	0.4227	0.7814	0.7096	0.6541
0.7639	16.22	6000	0.6031	0.6881	0.7989	0.8688	0.9346	0.7892	0.8884	0.5163	0.9010	0.8792	0.6839	0.8615	0.6477	0.7637	0.4160	0.7836	0.7070	0.6373
0.1749	16.27	6020	0.5765	0.6872	0.7966	0.8682	0.9308	0.7994	0.8740	0.5344	0.9188	0.8432	0.6753	0.8593	0.6406	0.7656	0.4237	0.7849	0.7048	0.6314
0.1033	16.32	6040	0.5814	0.6865	0.8001	0.8675	0.9301	0.7949	0.8836	0.5525	0.9067	0.8418	0.6915	0.8582	0.6370	0.7661	0.4030	0.7787	0.7169	0.6459
0.1	16.38	6060	0.6725	0.6787	0.7914	0.8622	0.9308	0.7826	0.8627	0.5665	0.9109	0.8179	0.6682	0.8506	0.6382	0.7651	0.3951	0.7741	0.7074	0.6205
0.242	16.43	6080	0.5928	0.6821	0.7953	0.8665	0.9289	0.7834	0.8900	0.5105	0.8981	0.8425	0.7139	0.8574	0.6399	0.7590	0.3638	0.7768	0.7215	0.6561
0.1992	16.49	6100	0.6240	0.6815	0.7858	0.8660	0.9342	0.7723	0.8619	0.5005	0.9169	0.8310	0.6841	0.8500	0.6383	0.7566	0.3934	0.7863	0.7142	0.6316
0.1082	16.54	6120	0.6281	0.6846	0.7901	0.8667	0.9241	0.7917	0.8684	0.5008	0.9246	0.8296	0.6914	0.8523	0.6451	0.7552	0.4066	0.7845	0.7120	0.6367
0.8944	16.59	6140	0.6132	0.6841	0.7920	0.8668	0.9218	0.7927	0.8767	0.4723	0.9142	0.8704	0.6961	0.8509	0.6528	0.7408	0.3994	0.7876	0.7160	0.6411
0.1153	16.65	6160	0.6015	0.6849	0.7949	0.8669	0.9172	0.8032	0.8703	0.4887	0.9169	0.8591	0.7091	0.8510	0.6619	0.7368	0.3961	0.7885	0.7089	0.6513
0.1229	16.7	6180	0.6032	0.6828	0.8014	0.8650	0.9196	0.8207	0.8780	0.5003	0.8938	0.8898	0.7078	0.8534	0.6540	0.7469	0.3940	0.7781	0.7019	0.6514
0.2362	16.76	6200	0.5962	0.6869	0.7973	0.8678	0.9247	0.7914	0.8798	0.4858	0.9003	0.8878	0.7115	0.8564	0.6667	0.7535	0.3889	0.7824	0.7082	0.6522
0.277	16.81	6220	0.6024	0.6870	0.7916	0.8683	0.9245	0.8017	0.8629	0.4735	0.9231	0.8675	0.6881	0.8567	0.6669	0.7556	0.4005	0.7878	0.7098	0.6320
2.3021	16.86	6240	0.6137	0.6846	0.7894	0.8682	0.9328	0.7969	0.8918	0.4606	0.9159	0.8554	0.6723	0.8574	0.6636	0.7483	0.3992	0.7898	0.7064	0.6277
0.0905	16.92	6260	0.5676	0.6843	0.8003	0.8663	0.9277	0.8304	0.8618	0.5081	0.9030	0.8905	0.6810	0.8565	0.6541	0.7536	0.4108	0.7859	0.7016	0.6274
0.2642	16.97	6280	0.5837	0.6831	0.7952	0.8656	0.9240	0.8221	0.8632	0.5148	0.9186	0.8451	0.6788	0.8546	0.6551	0.7554	0.4068	0.7852	0.7003	0.6245
0.1159	17.03	6300	0.5659	0.6813	0.8049	0.8642	0.9217	0.8159	0.8699	0.5534	0.8904	0.8715	0.7112	0.8544	0.6544	0.7545	0.3684	0.7773	0.7057	0.6543
0.2067	17.08	6320	0.5731	0.6866	0.8121	0.8662	0.9223	0.8092	0.8768	0.5744	0.8770	0.8846	0.7407	0.8578	0.6611	0.7571	0.3804	0.7756	0.6957	0.6785
0.1016	17.14	6340	0.5728	0.6854	0.8026	0.8670	0.9243	0.8063	0.8859	0.5480	0.9003	0.8302	0.7233	0.8575	0.6553	0.7586	0.3714	0.7793	0.7091	0.6666
0.268	17.19	6360	0.5639	0.6873	0.7983	0.8701	0.9356	0.8173	0.8833	0.4861	0.9033	0.8640	0.6987	0.8621	0.6596	0.7614	0.3700	0.7843	0.7166	0.6570
0.8651	17.24	6380	0.6196	0.6908	0.7950	0.8716	0.9382	0.7969	0.8689	0.4841	0.9122	0.8677	0.6968	0.8641	0.6647	0.7599	0.3900	0.7858	0.7138	0.6572
0.5938	17.3	6400	0.6079	0.6905	0.7938	0.8712	0.9342	0.7777	0.8826	0.4977	0.9151	0.8415	0.7078	0.8641	0.6646	0.7570	0.3905	0.7850	0.7109	0.6612
0.0959	17.35	6420	0.6061	0.6855	0.7910	0.8680	0.9289	0.7938	0.8621	0.5078	0.9257	0.8331	0.6855	0.8632	0.6643	0.7589	0.4004	0.7831	0.6905	0.6384
1.2936	17.41	6440	0.6275	0.6868	0.7950	0.8684	0.9289	0.8158	0.8511	0.5097	0.9206	0.8442	0.6949	0.8601	0.6593	0.7582	0.3982	0.7846	0.7045	0.6427
0.8044	17.46	6460	0.6000	0.6927	0.7982	0.8712	0.9332	0.7937	0.8634	0.5357	0.9191	0.8381	0.7041	0.8635	0.6638	0.7643	0.4072	0.7859	0.7100	0.6544
0.0785	17.51	6480	0.5754	0.6933	0.8045	0.8706	0.9292	0.7965	0.8849	0.5352	0.9029	0.8746	0.7084	0.8633	0.6644	0.7683	0.4124	0.7834	0.7063	0.6550
0.1573	17.57	6500	0.5697	0.6908	0.8014	0.8704	0.9252	0.8071	0.8705	0.5124	0.9120	0.8705	0.7119	0.8599	0.6619	0.7583	0.3954	0.7877	0.7154	0.6569
0.7388	17.62	6520	0.5436	0.6918	0.8011	0.8719	0.9249	0.8002	0.8657	0.5117	0.9145	0.8573	0.7330	0.8595	0.6597	0.7581	0.3838	0.7924	0.7190	0.6702
0.2266	17.68	6540	0.5394	0.6938	0.8081	0.8724	0.9249	0.8000	0.8765	0.5369	0.9000	0.8652	0.7530	0.8594	0.6584	0.7597	0.3867	0.7918	0.7133	0.6871
0.1783	17.73	6560	0.5524	0.6904	0.8037	0.8699	0.9269	0.7921	0.8919	0.5243	0.8961	0.8627	0.7317	0.8596	0.6600	0.7627	0.3896	0.7841	0.7058	0.6706
0.2287	17.78	6580	0.5562	0.6863	0.7996	0.8696	0.9319	0.8108	0.8788	0.4908	0.8992	0.8737	0.7122	0.8630	0.6601	0.7646	0.3624	0.7831	0.7062	0.6646
0.2004	17.84	6600	0.5858	0.6851	0.7914	0.8708	0.9396	0.7869	0.8811	0.4510	0.9030	0.8723	0.7056	0.8596	0.6549	0.7596	0.3485	0.7889	0.7223	0.6621
0.419	17.89	6620	0.5633	0.6871	0.7980	0.8702	0.9317	0.8061	0.8869	0.4898	0.9064	0.8566	0.7084	0.8622	0.6586	0.7573	0.3663	0.7853	0.7175	0.6627
0.2695	17.95	6640	0.5525	0.6916	0.7989	0.8730	0.9249	0.8177	0.8758	0.4667	0.9186	0.8583	0.7302	0.8601	0.6553	0.7565	0.3803	0.7938	0.7209	0.6739
0.2403	18.0	6660	0.5682	0.6909	0.8079	0.8729	0.9267	0.8262	0.8825	0.4952	0.8944	0.8717	0.7585	0.8536	0.6470	0.7507	0.3639	0.7993	0.7243	0.6976
0.1528	18.05	6680	0.5620	0.6937	0.8008	0.8752	0.9230	0.8089	0.8778	0.4674	0.9163	0.8421	0.7702	0.8555	0.6567	0.7501	0.3696	0.8039	0.7141	0.7058
0.1933	18.11	6700	0.5587	0.6900	0.8068	0.8721	0.9194	0.8264	0.8614	0.4983	0.9034	0.8753	0.7635	0.8555	0.6550	0.7500	0.3668	0.7973	0.7062	0.6994
0.4059	18.16	6720	0.5838	0.6857	0.7984	0.8690	0.9194	0.8073	0.8777	0.4727	0.9076	0.8794	0.7250	0.8542	0.6608	0.7466	0.3692	0.7908	0.7126	0.6656
0.1806	18.22	6740	0.5512	0.6870	0.7994	0.8700	0.9237	0.7977	0.8885	0.4883	0.9026	0.8525	0.7422	0.8564	0.6623	0.7514	0.3563	0.7903	0.7136	0.6789
0.2934	18.27	6760	0.5609	0.6893	0.7991	0.8705	0.9202	0.8048	0.8719	0.5072	0.9178	0.8320	0.7394	0.8570	0.6656	0.7550	0.3783	0.7913	0.7013	0.6766
0.1995	18.32	6780	0.5617	0.6935	0.8023	0.8736	0.9185	0.8145	0.8858	0.4810	0.9187	0.8466	0.7509	0.8548	0.6648	0.7551	0.3793	0.8007	0.7111	0.6886
0.4119	18.38	6800	0.5458	0.6975	0.8091	0.8762	0.9317	0.8128	0.8888	0.4964	0.8968	0.8744	0.7629	0.8570	0.6621	0.7579	0.3770	0.8042	0.7177	0.7063
0.2155	18.43	6820	0.5353	0.7042	0.8140	0.8798	0.9300	0.8197	0.8723	0.5071	0.9033	0.8825	0.7834	0.8598	0.6615	0.7644	0.3979	0.8106	0.7147	0.7207
0.1885	18.49	6840	0.5628	0.7000	0.8085	0.8764	0.9315	0.8009	0.8700	0.5153	0.9046	0.8867	0.7505	0.8583	0.6605	0.7668	0.4070	0.8038	0.7095	0.6943
0.5245	18.54	6860	0.5654	0.6949	0.8061	0.8732	0.9208	0.8025	0.8850	0.5064	0.9077	0.8726	0.7476	0.8589	0.6618	0.7609	0.3949	0.7942	0.7084	0.6854
0.179	18.59	6880	0.5682	0.6948	0.7977	0.8750	0.9349	0.7867	0.8764	0.4797	0.9143	0.8613	0.7304	0.8597	0.6585	0.7655	0.3855	0.7991	0.7173	0.6783
0.2442	18.65	6900	0.5589	0.6966	0.8006	0.8738	0.9244	0.7931	0.8710	0.5180	0.9258	0.8390	0.7327	0.8580	0.6565	0.7675	0.4111	0.7968	0.7141	0.6719
0.1093	18.7	6920	0.5329	0.6998	0.8093	0.8760	0.9247	0.8180	0.8795	0.5180	0.9148	0.8661	0.7441	0.8603	0.6550	0.7682	0.4087	0.8005	0.7244	0.6814
0.1327	18.76	6940	0.5500	0.6983	0.8093	0.8744	0.9246	0.8219	0.8797	0.5350	0.9155	0.8576	0.7310	0.8584	0.6592	0.7711	0.4079	0.7983	0.7189	0.6741
0.2199	18.81	6960	0.5657	0.6975	0.8054	0.8748	0.9335	0.8084	0.8783	0.5231	0.9124	0.8621	0.7203	0.8619	0.6595	0.7728	0.4043	0.7963	0.7164	0.6716
0.1349	18.86	6980	0.6085	0.6905	0.7971	0.8702	0.9341	0.7892	0.8806	0.5276	0.9168	0.8479	0.6834	0.8621	0.6550	0.7707	0.4147	0.7870	0.7038	0.6399
0.2074	18.92	7000	0.5662	0.6921	0.8002	0.8707	0.9362	0.7846	0.8856	0.5302	0.9043	0.8625	0.6980	0.8610	0.6591	0.7710	0.4165	0.7872	0.6966	0.6534
0.1806	18.97	7020	0.5717	0.6953	0.8034	0.8735	0.9371	0.7889	0.8827	0.5282	0.9060	0.8705	0.7101	0.8600	0.6611	0.7690	0.4113	0.7978	0.7028	0.6652
0.17	19.03	7040	0.5758	0.6946	0.8055	0.8729	0.9325	0.7993	0.8824	0.5343	0.9075	0.8748	0.7078	0.8597	0.6617	0.7703	0.4086	0.7976	0.7021	0.6621
0.2174	19.08	7060	0.5583	0.6955	0.8052	0.8737	0.9361	0.7884	0.8867	0.5307	0.9019	0.8749	0.7177	0.8596	0.6625	0.7687	0.4036	0.7989	0.7067	0.6682
0.1563	19.14	7080	0.5704	0.6930	0.8059	0.8713	0.9273	0.8094	0.8800	0.5383	0.9090	0.8687	0.7089	0.8612	0.6602	0.7703	0.4147	0.7922	0.6944	0.6579
0.2645	19.19	7100	0.5689	0.6920	0.7999	0.8722	0.9282	0.8112	0.8708	0.5112	0.9219	0.8458	0.7104	0.8604	0.6607	0.7671	0.4019	0.7965	0.6979	0.6592
0.1396	19.24	7120	0.5720	0.6896	0.7981	0.8718	0.9383	0.8071	0.8793	0.5050	0.9113	0.8464	0.6994	0.8604	0.6553	0.7687	0.3940	0.7966	0.6991	0.6532
0.2496	19.3	7140	0.6036	0.6846	0.7953	0.8689	0.9347	0.8128	0.8870	0.4981	0.9131	0.8436	0.6781	0.8596	0.6537	0.7669	0.3936	0.7923	0.6912	0.6351
0.1206	19.35	7160	0.6110	0.6858	0.7940	0.8696	0.9343	0.8056	0.8831	0.4864	0.9158	0.8541	0.6788	0.8621	0.6562	0.7661	0.3988	0.7917	0.6905	0.6355
0.0999	19.41	7180	0.6123	0.6854	0.7893	0.8690	0.9355	0.7930	0.8623	0.4864	0.9236	0.8509	0.6733	0.8613	0.6589	0.7644	0.3995	0.7901	0.6936	0.6302
0.1845	19.46	7200	0.6295	0.6896	0.7949	0.8704	0.9315	0.8062	0.8624	0.5019	0.9237	0.8504	0.6884	0.8611	0.6587	0.7652	0.4076	0.7897	0.7029	0.6423
0.1461	19.51	7220	0.5708	0.6949	0.8047	0.8729	0.9363	0.8128	0.8546	0.5328	0.9063	0.8701	0.7201	0.8572	0.6555	0.7639	0.4139	0.7982	0.7105	0.6649
0.1066	19.57	7240	0.5853	0.6948	0.8031	0.8715	0.9301	0.7942	0.8735	0.5477	0.9125	0.8514	0.7120	0.8561	0.6611	0.7682	0.4199	0.7940	0.7097	0.6545
0.316	19.62	7260	0.5921	0.6947	0.8026	0.8715	0.9302	0.7926	0.8707	0.5387	0.9101	0.8597	0.7163	0.8582	0.6592	0.7681	0.4221	0.7914	0.7058	0.6579
0.101	19.68	7280	0.5948	0.6939	0.8052	0.8705	0.9205	0.8106	0.8808	0.5377	0.9145	0.8561	0.7163	0.8578	0.6575	0.7661	0.4210	0.7884	0.7116	0.6548
0.2928	19.73	7300	0.6035	0.6929	0.8033	0.8701	0.9186	0.8083	0.8841	0.5352	0.9192	0.8419	0.7157	0.8579	0.6579	0.7668	0.4159	0.7866	0.7099	0.6554
0.1268	19.78	7320	0.6213	0.6913	0.7996	0.8697	0.9322	0.7971	0.8589	0.5501	0.9150	0.8431	0.7006	0.8586	0.6557	0.7667	0.4194	0.7876	0.7059	0.6455
1.8049	19.84	7340	0.6268	0.6887	0.7972	0.8684	0.9317	0.7824	0.8806	0.5401	0.9118	0.8481	0.6859	0.8558	0.6595	0.7670	0.4122	0.7891	0.7036	0.6337
2.0795	19.89	7360	0.6274	0.6907	0.8014	0.8699	0.9394	0.7944	0.8798	0.5533	0.9049	0.8559	0.6821	0.8596	0.6580	0.7678	0.4097	0.7886	0.7112	0.6400
0.1307	19.95	7380	0.5555	0.6955	0.8069	0.8725	0.9277	0.8007	0.8740	0.5506	0.9113	0.8671	0.7170	0.8600	0.6571	0.7655	0.4119	0.7937	0.7184	0.6617
0.304	20.0	7400	0.6072	0.6894	0.8091	0.8682	0.9308	0.7985	0.8758	0.5834	0.8942	0.8907	0.6904	0.8625	0.6566	0.7629	0.4051	0.7811	0.7117	0.6460
0.1905	20.05	7420	0.5693	0.6942	0.8058	0.8716	0.9254	0.7917	0.8899	0.5465	0.9098	0.8639	0.7133	0.8579	0.6591	0.7636	0.4083	0.7926	0.7200	0.6581
0.1534	20.11	7440	0.5985	0.6908	0.8003	0.8695	0.9250	0.8000	0.8731	0.5395	0.9200	0.8500	0.6945	0.8570	0.6576	0.7638	0.4100	0.7893	0.7166	0.6413
0.1898	20.16	7460	0.5922	0.6905	0.7989	0.8694	0.9210	0.7944	0.8667	0.5278	0.9217	0.8528	0.7081	0.8563	0.6586	0.7593	0.4079	0.7893	0.7145	0.6477
0.1215	20.22	7480	0.5957	0.6867	0.7912	0.8689	0.9281	0.7764	0.8791	0.4887	0.9193	0.8549	0.6921	0.8558	0.6591	0.7631	0.3938	0.7914	0.7073	0.6362
0.1198	20.27	7500	0.5908	0.6898	0.7948	0.8707	0.9282	0.7762	0.8881	0.4972	0.9171	0.8506	0.7061	0.8552	0.6590	0.7602	0.3968	0.7957	0.7119	0.6494
0.3852	20.32	7520	0.5599	0.6975	0.8018	0.8748	0.9290	0.7833	0.8766	0.5155	0.9178	0.8579	0.7328	0.8570	0.6621	0.7644	0.4062	0.8028	0.7178	0.6724
0.2059	20.38	7540	0.5797	0.6964	0.8055	0.8733	0.9212	0.8027	0.8822	0.5324	0.9207	0.8526	0.7269	0.8566	0.6614	0.7657	0.4072	0.7985	0.7172	0.6682
0.0994	20.43	7560	0.5641	0.6980	0.8039	0.8751	0.9265	0.8033	0.8797	0.5111	0.9192	0.8512	0.7366	0.8585	0.6607	0.7676	0.4066	0.8005	0.7155	0.6768
0.1669	20.49	7580	0.5442	0.6982	0.8037	0.8747	0.9303	0.7744	0.8870	0.5227	0.9108	0.8722	0.7284	0.8586	0.6587	0.7695	0.4125	0.7994	0.7191	0.6696
0.0796	20.54	7600	0.5478	0.6972	0.8077	0.8735	0.9267	0.8002	0.8812	0.5446	0.9107	0.8625	0.7283	0.8581	0.6611	0.7683	0.4139	0.7979	0.7114	0.6695
0.0981	20.59	7620	0.5627	0.6954	0.8023	0.8728	0.9334	0.7773	0.8698	0.5494	0.9114	0.8555	0.7196	0.8562	0.6558	0.7687	0.4149	0.7981	0.7120	0.6623
0.5154	20.65	7640	0.5976	0.6923	0.8004	0.8702	0.9278	0.7977	0.8695	0.5322	0.9163	0.8603	0.6994	0.8572	0.6591	0.7692	0.4149	0.7909	0.7125	0.6421
1.6165	20.7	7660	0.5845	0.6954	0.8030	0.8720	0.9314	0.7926	0.8679	0.5423	0.9140	0.8711	0.7013	0.8583	0.6621	0.7708	0.4200	0.7947	0.7155	0.6462
0.1625	20.76	7680	0.5850	0.6977	0.8042	0.8739	0.9329	0.7947	0.8723	0.5220	0.9082	0.8751	0.7245	0.8575	0.6622	0.7669	0.4152	0.7988	0.7197	0.6634
0.9459	20.81	7700	0.6061	0.6945	0.8010	0.8723	0.9260	0.8109	0.8673	0.5031	0.9196	0.8660	0.7137	0.8572	0.6621	0.7657	0.4091	0.7952	0.7176	0.6547
0.212	20.86	7720	0.5759	0.6970	0.8022	0.8744	0.9269	0.8004	0.8802	0.4945	0.9161	0.8669	0.7308	0.8570	0.6649	0.7655	0.4028	0.8002	0.7188	0.6698
0.1834	20.92	7740	0.5699	0.6993	0.8057	0.8758	0.9261	0.8069	0.8682	0.5103	0.9170	0.8633	0.7484	0.8583	0.6630	0.7644	0.4069	0.8030	0.7143	0.6852
0.3937	20.97	7760	0.5636	0.6950	0.7946	0.8749	0.9277	0.7856	0.8834	0.4724	0.9250	0.8151	0.7528	0.8590	0.6621	0.7634	0.3960	0.7994	0.6954	0.6895
0.2262	21.03	7780	0.5612	0.6947	0.7952	0.8759	0.9353	0.7827	0.8901	0.4736	0.9147	0.8033	0.7668	0.8570	0.6583	0.7621	0.3853	0.8046	0.6941	0.7017
0.2105	21.08	7800	0.5599	0.6962	0.7997	0.8757	0.9297	0.7899	0.8800	0.4859	0.9154	0.8388	0.7585	0.8601	0.6624	0.7628	0.3873	0.8003	0.7061	0.6947
0.211	21.14	7820	0.6056	0.6910	0.7980	0.8720	0.9281	0.8138	0.8750	0.4990	0.9199	0.8225	0.7279	0.8573	0.6588	0.7668	0.3888	0.7953	0.6995	0.6703
0.1299	21.19	7840	0.5559	0.7022	0.8070	0.8790	0.9287	0.7971	0.8893	0.5043	0.9143	0.8339	0.7815	0.8604	0.6631	0.7674	0.3930	0.8083	0.7084	0.7148
0.2034	21.24	7860	0.5636	0.6967	0.8029	0.8747	0.9277	0.7987	0.8828	0.5091	0.9154	0.8415	0.7452	0.8597	0.6634	0.7653	0.3985	0.7985	0.7072	0.6846
0.056	21.3	7880	0.5893	0.6950	0.8007	0.8738	0.9274	0.7923	0.8906	0.5000	0.9152	0.8440	0.7353	0.8613	0.6621	0.7637	0.3969	0.7937	0.7074	0.6797
0.1942	21.35	7900	0.6005	0.6940	0.8018	0.8735	0.9282	0.7986	0.8880	0.4952	0.9113	0.8622	0.7290	0.8629	0.6617	0.7601	0.3934	0.7925	0.7121	0.6756
0.302	21.41	7920	0.5826	0.6960	0.8022	0.8748	0.9319	0.8082	0.8671	0.5106	0.9171	0.8443	0.7365	0.8628	0.6579	0.7658	0.3950	0.7960	0.7131	0.6812
0.2035	21.46	7940	0.5740	0.6929	0.7900	0.8744	0.9379	0.7632	0.8813	0.4814	0.9251	0.8169	0.7239	0.8618	0.6585	0.7704	0.3870	0.7970	0.7023	0.6732
0.1506	21.51	7960	0.5522	0.6983	0.7996	0.8766	0.9316	0.7932	0.8749	0.4930	0.9238	0.8388	0.7421	0.8608	0.6635	0.7713	0.3930	0.8034	0.7124	0.6834
0.1666	21.57	7980	0.5683	0.7004	0.8030	0.8786	0.9347	0.7981	0.8788	0.4830	0.9167	0.8577	0.7519	0.8607	0.6619	0.7692	0.3883	0.8090	0.7176	0.6961
0.1502	21.62	8000	0.5766	0.6956	0.7985	0.8757	0.9342	0.7947	0.8760	0.4820	0.9198	0.8567	0.7259	0.8611	0.6633	0.7675	0.3911	0.8039	0.7083	0.6740
0.1659	21.68	8020	0.5484	0.7049	0.8093	0.8804	0.9314	0.8012	0.8756	0.5006	0.9126	0.8670	0.7766	0.8588	0.6632	0.7696	0.3982	0.8146	0.7201	0.7100
0.2235	21.73	8040	0.5676	0.6993	0.8022	0.8756	0.9276	0.7853	0.8718	0.5179	0.9222	0.8491	0.7414	0.8591	0.6650	0.7693	0.4081	0.8014	0.7139	0.6785
0.3238	21.78	8060	0.5653	0.7003	0.8073	0.8758	0.9282	0.8055	0.8774	0.5357	0.9174	0.8452	0.7419	0.8589	0.6653	0.7689	0.4096	0.8022	0.7156	0.6818
0.0874	21.84	8080	0.5986	0.7020	0.8119	0.8765	0.9242	0.8062	0.8755	0.5464	0.9144	0.8671	0.7495	0.8601	0.6661	0.7653	0.4138	0.8030	0.7173	0.6882
0.1963	21.89	8100	0.5734	0.7035	0.8116	0.8778	0.9241	0.8095	0.8808	0.5255	0.9138	0.8631	0.7644	0.8599	0.6671	0.7638	0.4090	0.8047	0.7208	0.6992
0.2764	21.95	8120	0.5740	0.6989	0.8051	0.8749	0.9259	0.7954	0.8871	0.5173	0.9152	0.8574	0.7377	0.8592	0.6667	0.7660	0.4062	0.7985	0.7196	0.6759
0.1858	22.0	8140	0.5600	0.6976	0.8047	0.8746	0.9271	0.7943	0.8817	0.5061	0.9099	0.8730	0.7405	0.8591	0.6667	0.7667	0.4034	0.7993	0.7120	0.6763
0.1363	22.05	8160	0.5420	0.6976	0.8086	0.8740	0.9269	0.8056	0.8698	0.5403	0.9094	0.8728	0.7355	0.8600	0.6673	0.7676	0.4137	0.8001	0.7033	0.6713
0.1099	22.11	8180	0.5539	0.6975	0.8048	0.8745	0.9298	0.7852	0.8801	0.5371	0.9141	0.8589	0.7285	0.8609	0.6666	0.7680	0.4104	0.8009	0.7058	0.6700
0.2996	22.16	8200	0.5566	0.6955	0.8042	0.8745	0.9269	0.8078	0.8852	0.5028	0.9144	0.8583	0.7338	0.8603	0.6632	0.7662	0.3975	0.8016	0.7070	0.6729
0.2277	22.22	8220	0.5556	0.6954	0.8035	0.8744	0.9249	0.7982	0.8819	0.5032	0.9146	0.8594	0.7422	0.8590	0.6634	0.7626	0.3950	0.8018	0.7077	0.6781
0.1724	22.27	8240	0.5475	0.6955	0.8031	0.8742	0.9223	0.8075	0.8756	0.5006	0.9202	0.8527	0.7424	0.8595	0.6641	0.7649	0.3962	0.8007	0.7080	0.6751
0.1498	22.32	8260	0.5824	0.6924	0.8027	0.8724	0.9300	0.7981	0.8784	0.5245	0.9108	0.8560	0.7208	0.8595	0.6647	0.7642	0.3930	0.7985	0.7033	0.6638
0.6372	22.38	8280	0.5829	0.6884	0.8001	0.8704	0.9217	0.8083	0.8893	0.4991	0.9162	0.8541	0.7121	0.8566	0.6619	0.7582	0.3880	0.7966	0.7006	0.6572
0.1653	22.43	8300	0.5575	0.6934	0.8012	0.8729	0.9254	0.7987	0.8787	0.5110	0.9172	0.8430	0.7345	0.8587	0.6650	0.7622	0.3940	0.7981	0.7037	0.6723
0.1446	22.49	8320	0.5437	0.6943	0.8007	0.8741	0.9295	0.8018	0.8885	0.4994	0.9151	0.8280	0.7426	0.8587	0.6629	0.7625	0.3864	0.7994	0.7077	0.6825
0.1645	22.54	8340	0.5665	0.6925	0.8013	0.8721	0.9233	0.8128	0.8663	0.5136	0.9219	0.8428	0.7280	0.8582	0.6635	0.7606	0.3977	0.7971	0.7025	0.6678
0.1173	22.59	8360	0.5560	0.6936	0.8040	0.8733	0.9310	0.8152	0.8734	0.5150	0.9116	0.8579	0.7235	0.8597	0.6604	0.7664	0.3962	0.7998	0.7062	0.6668
0.2151	22.65	8380	0.5760	0.6925	0.8016	0.8728	0.9350	0.8099	0.8709	0.5121	0.9122	0.8651	0.7062	0.8621	0.6601	0.7675	0.3975	0.7967	0.7055	0.6580
0.2177	22.7	8400	0.5757	0.6939	0.8001	0.8736	0.9390	0.7973	0.8687	0.5185	0.9123	0.8520	0.7129	0.8609	0.6584	0.7706	0.4022	0.7987	0.7037	0.6629
0.0637	22.76	8420	0.5677	0.6949	0.8034	0.8733	0.9313	0.8080	0.8660	0.5285	0.9173	0.8607	0.7123	0.8615	0.6623	0.7702	0.4083	0.7982	0.7030	0.6607
1.8017	22.81	8440	0.5780	0.6940	0.8028	0.8737	0.9375	0.8111	0.8812	0.5202	0.9106	0.8462	0.7131	0.8601	0.6578	0.7720	0.3964	0.7995	0.7072	0.6649
0.0755	22.86	8460	0.5470	0.6950	0.8043	0.8742	0.9316	0.8174	0.8809	0.5134	0.9136	0.8466	0.7265	0.8599	0.6585	0.7708	0.3964	0.8009	0.7081	0.6702
0.3325	22.92	8480	0.5576	0.6933	0.7982	0.8733	0.9306	0.8047	0.8860	0.4965	0.9212	0.8295	0.7189	0.8597	0.6614	0.7716	0.3966	0.7983	0.7029	0.6625
0.2739	22.97	8500	0.5710	0.6949	0.8030	0.8737	0.9292	0.8147	0.8727	0.5081	0.9175	0.8590	0.7195	0.8586	0.6607	0.7724	0.4011	0.8012	0.7098	0.6605
1.9437	23.03	8520	0.6093	0.6904	0.7967	0.8710	0.9318	0.8070	0.8720	0.5088	0.9213	0.8390	0.6972	0.8583	0.6617	0.7704	0.4014	0.7954	0.7009	0.6449
0.786	23.08	8540	0.5987	0.6900	0.7973	0.8713	0.9312	0.8185	0.8645	0.5013	0.9230	0.8464	0.6963	0.8595	0.6575	0.7681	0.3999	0.7955	0.7034	0.6464
0.2217	23.14	8560	0.6015	0.6908	0.7956	0.8711	0.9317	0.7953	0.8688	0.5127	0.9254	0.8477	0.6876	0.8615	0.6632	0.7685	0.4038	0.7925	0.7040	0.6420
0.1774	23.19	8580	0.5588	0.6957	0.8052	0.8740	0.9309	0.8130	0.8811	0.5165	0.9115	0.8598	0.7236	0.8599	0.6570	0.7703	0.3953	0.7973	0.7215	0.6683
0.1627	23.24	8600	0.5706	0.6913	0.7986	0.8717	0.9326	0.8103	0.8701	0.5113	0.9195	0.8464	0.6999	0.8613	0.6594	0.7685	0.3979	0.7931	0.7090	0.6499
0.251	23.3	8620	0.5977	0.6881	0.7896	0.8710	0.9390	0.7816	0.8709	0.4789	0.9201	0.8507	0.6857	0.8614	0.6609	0.7691	0.3891	0.7924	0.7042	0.6397
0.1455	23.35	8640	0.5688	0.6903	0.7993	0.8720	0.9332	0.8054	0.8923	0.4891	0.9094	0.8612	0.7042	0.8606	0.6595	0.7683	0.3827	0.7944	0.7136	0.6533
1.8293	23.41	8660	0.6032	0.6884	0.7996	0.8697	0.9352	0.7972	0.8919	0.5163	0.9046	0.8687	0.6834	0.8606	0.6629	0.7679	0.3910	0.7899	0.7083	0.6376
1.1646	23.46	8680	0.6059	0.6897	0.8001	0.8701	0.9334	0.8030	0.8837	0.5290	0.9123	0.8555	0.6842	0.8607	0.6631	0.7708	0.3969	0.7908	0.7073	0.6386
0.3689	23.51	8700	0.6283	0.6871	0.7903	0.8694	0.9359	0.7840	0.8812	0.4988	0.9228	0.8366	0.6730	0.8604	0.6633	0.7719	0.3935	0.7893	0.7013	0.6301
0.2295	23.57	8720	0.6471	0.6887	0.7989	0.8691	0.9317	0.7922	0.8764	0.5382	0.9138	0.8605	0.6798	0.8613	0.6658	0.7695	0.3952	0.7872	0.7073	0.6348
0.2835	23.62	8740	0.5782	0.6914	0.8050	0.8713	0.9319	0.8066	0.8805	0.5287	0.9016	0.8737	0.7120	0.8589	0.6629	0.7721	0.3846	0.7941	0.7108	0.6565
0.2758	23.68	8760	0.5840	0.6901	0.8031	0.8698	0.9245	0.8051	0.8820	0.5310	0.9117	0.8646	0.7027	0.8583	0.6650	0.7699	0.3919	0.7918	0.7068	0.6465
0.1699	23.73	8780	0.5942	0.6887	0.8015	0.8689	0.9252	0.8100	0.8731	0.5330	0.9148	0.8624	0.6920	0.8583	0.6635	0.7690	0.3961	0.7900	0.7055	0.6386
0.1464	23.78	8800	0.5727	0.6934	0.8022	0.8719	0.9257	0.7996	0.8796	0.5177	0.9151	0.8609	0.7165	0.8578	0.6651	0.7717	0.3934	0.7951	0.7148	0.6557
0.0524	23.84	8820	0.5656	0.6948	0.8039	0.8734	0.9324	0.8073	0.8685	0.5222	0.9103	0.8620	0.7248	0.8586	0.6621	0.7713	0.3899	0.7976	0.7176	0.6668
0.1082	23.89	8840	0.5860	0.6923	0.8010	0.8718	0.9311	0.8094	0.8684	0.5214	0.9174	0.8584	0.7011	0.8592	0.6635	0.7715	0.3972	0.7955	0.7096	0.6501
0.1803	23.95	8860	0.5935	0.6899	0.7944	0.8714	0.9286	0.8004	0.8731	0.4718	0.9220	0.8653	0.6997	0.8576	0.6648	0.7701	0.3883	0.7970	0.7073	0.6446
0.2587	24.0	8880	0.6158	0.6882	0.7931	0.8699	0.9275	0.7955	0.8775	0.4844	0.9230	0.8500	0.6937	0.8576	0.6656	0.7678	0.3909	0.7928	0.7035	0.6396
1.0914	24.05	8900	0.5958	0.6918	0.7967	0.8721	0.9331	0.8066	0.8725	0.4903	0.9185	0.8508	0.7052	0.8584	0.6629	0.7712	0.3916	0.7958	0.7118	0.6509
0.2337	24.11	8920	0.5830	0.6914	0.7979	0.8719	0.9309	0.8090	0.8736	0.4895	0.9174	0.8612	0.7035	0.8589	0.6630	0.7699	0.3923	0.7955	0.7108	0.6495
0.0618	24.16	8940	0.5796	0.6925	0.7981	0.8723	0.9342	0.7957	0.8822	0.4992	0.9135	0.8582	0.7036	0.8593	0.6652	0.7708	0.3930	0.7951	0.7134	0.6510
0.1452	24.22	8960	0.5595	0.6958	0.8042	0.8736	0.9308	0.8041	0.8749	0.5191	0.9106	0.8638	0.7260	0.8586	0.6640	0.7719	0.3950	0.7974	0.7182	0.6655
0.1796	24.27	8980	0.5971	0.6915	0.7970	0.8718	0.9349	0.7984	0.8799	0.5066	0.9173	0.8450	0.6971	0.8602	0.6641	0.7710	0.3929	0.7936	0.7104	0.6485
0.1542	24.32	9000	0.5775	0.6936	0.7993	0.8724	0.9317	0.8060	0.8721	0.5182	0.9201	0.8328	0.7141	0.8589	0.6626	0.7723	0.3969	0.7945	0.7113	0.6587
0.0416	24.38	9020	0.5985	0.6897	0.7959	0.8705	0.9307	0.7937	0.8773	0.5037	0.9193	0.8571	0.6894	0.8596	0.6655	0.7691	0.3943	0.7925	0.7066	0.6401
0.1769	24.43	9040	0.5890	0.6935	0.7984	0.8735	0.9336	0.8007	0.8741	0.4843	0.9137	0.8606	0.7217	0.8582	0.6630	0.7698	0.3855	0.7984	0.7155	0.6645
0.1621	24.49	9060	0.5959	0.6913	0.7981	0.8711	0.9293	0.7902	0.8717	0.5103	0.9163	0.8640	0.7048	0.8585	0.6666	0.7682	0.3935	0.7942	0.7091	0.6490
0.1707	24.54	9080	0.5978	0.6915	0.7999	0.8710	0.9283	0.7987	0.8780	0.5148	0.9147	0.8571	0.7074	0.8582	0.6662	0.7680	0.3913	0.7928	0.7119	0.6520
0.0918	24.59	9100	0.5887	0.6905	0.8038	0.8701	0.9226	0.8161	0.8780	0.5280	0.9143	0.8606	0.7068	0.8570	0.6626	0.7676	0.3911	0.7921	0.7124	0.6504
0.1724	24.65	9120	0.5955	0.6914	0.7973	0.8720	0.9329	0.7985	0.8731	0.4923	0.9149	0.8637	0.7059	0.8591	0.6651	0.7687	0.3877	0.7957	0.7109	0.6525
0.3617	24.7	9140	0.6013	0.6906	0.7986	0.8713	0.9365	0.8032	0.8670	0.5126	0.9121	0.8635	0.6954	0.8600	0.6636	0.7694	0.3916	0.7940	0.7091	0.6468
0.4865	24.76	9160	0.6078	0.6898	0.7948	0.8707	0.9306	0.7972	0.8817	0.5045	0.9220	0.8257	0.7018	0.8591	0.6654	0.7693	0.3883	0.7909	0.7054	0.6503
0.1334	24.81	9180	0.6029	0.6915	0.7980	0.8715	0.9306	0.8054	0.8714	0.5062	0.9190	0.8470	0.7064	0.8591	0.6643	0.7687	0.3909	0.7930	0.7119	0.6527
0.242	24.86	9200	0.5909	0.6924	0.7973	0.8722	0.9307	0.7949	0.8744	0.4967	0.9182	0.8558	0.7102	0.8590	0.6659	0.7689	0.3898	0.7947	0.7137	0.6547
0.1248	24.92	9220	0.5994	0.6918	0.7976	0.8721	0.9367	0.8003	0.8655	0.5078	0.9162	0.8586	0.6982	0.8605	0.6638	0.7705	0.3920	0.7953	0.7107	0.6496
0.1545	24.97	9240	0.5786	0.6925	0.7978	0.8728	0.9333	0.7968	0.8779	0.4833	0.9128	0.8676	0.7127	0.8588	0.6646	0.7694	0.3854	0.7968	0.7147	0.6576

Framework versions

• Transformers 4.33.0
• Pytorch 2.0.0
• Datasets 2.17.1
• Tokenizers 0.13.3