segformer-b0-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b0-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5378
• Mean Iou: 0.6775
• Mean Accuracy: 0.7925
• Overall Accuracy: 0.8649
• Accuracy Water: 0.9301
• Accuracy Whitewater: 0.8078
• Accuracy Sediment: 0.8524
• Accuracy Other Natural Terrain: 0.4504
• Accuracy Vegetation: 0.8800
• Accuracy Development: 0.8711
• Accuracy Unknown: 0.7557
• Iou Water: 0.8527
• Iou Whitewater: 0.6447
• Iou Sediment: 0.7369
• Iou Other Natural Terrain: 0.3725
• Iou Vegetation: 0.7784
• Iou Development: 0.6649
• Iou Unknown: 0.6925

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
1.8939	0.05	20	1.8009	0.1757	0.2799	0.4235	0.4640	0.0119	0.2284	0.1490	0.6562	0.2916	0.1580	0.3561	0.0066	0.1530	0.0316	0.3685	0.1680	0.1463
1.7838	0.11	40	1.6413	0.2066	0.3051	0.5488	0.6998	0.0031	0.2163	0.0212	0.8641	0.2599	0.0712	0.4814	0.0029	0.1659	0.0161	0.4705	0.2388	0.0703
1.5144	0.16	60	1.5311	0.1637	0.2622	0.5187	0.6195	0.0015	0.1340	0.0006	0.9498	0.1153	0.0146	0.4700	0.0015	0.1225	0.0006	0.4302	0.1065	0.0145
1.3933	0.22	80	1.3673	0.1547	0.2544	0.5514	0.8071	0.0003	0.0430	0.0000	0.8926	0.0345	0.0030	0.5430	0.0003	0.0420	0.0000	0.4611	0.0338	0.0030
1.4881	0.27	100	1.3241	0.2379	0.3481	0.6030	0.8536	0.0003	0.1791	0.0	0.8158	0.5878	0.0001	0.5436	0.0003	0.1487	0.0	0.5413	0.4312	0.0001
1.2239	0.32	120	1.2230	0.1930	0.2923	0.5786	0.7742	0.0	0.1617	0.0	0.9559	0.1542	0.0000	0.5546	0.0	0.1549	0.0	0.4918	0.1497	0.0000
1.3074	0.38	140	1.1599	0.2586	0.3631	0.6253	0.8622	0.0	0.2012	0.0	0.8544	0.5498	0.0738	0.5643	0.0	0.1717	0.0	0.5608	0.4394	0.0738
1.6091	0.43	160	1.1134	0.2934	0.3867	0.6673	0.8411	0.0	0.1474	0.0	0.9567	0.3793	0.3827	0.6524	0.0	0.1353	0.0	0.5573	0.3284	0.3807
1.3302	0.49	180	1.0882	0.3459	0.4398	0.6999	0.8641	0.0	0.3832	0.0	0.9200	0.4878	0.4236	0.6875	0.0	0.3174	0.0	0.5725	0.4270	0.4169
1.3978	0.54	200	1.0461	0.3598	0.4702	0.7029	0.8354	0.0	0.5273	0.0	0.8885	0.6466	0.3937	0.6559	0.0	0.3910	0.0	0.6005	0.4777	0.3935
1.4607	0.59	220	0.9932	0.3556	0.4500	0.7104	0.9035	0.0	0.5185	0.0	0.8854	0.4089	0.4336	0.6629	0.0	0.3949	0.0	0.6153	0.3827	0.4332
1.3905	0.65	240	0.9937	0.3307	0.4411	0.6839	0.8618	0.0	0.2941	0.0	0.8545	0.6971	0.3803	0.6249	0.0	0.2334	0.0	0.6066	0.4699	0.3798
1.2	0.7	260	0.9925	0.3435	0.4567	0.7028	0.8845	0.0	0.2623	0.0	0.8611	0.7456	0.4436	0.6661	0.0	0.2077	0.0	0.6332	0.4585	0.4388
1.1277	0.76	280	0.9405	0.3764	0.4898	0.7224	0.8545	0.0	0.5948	0.0	0.8992	0.6786	0.4013	0.6926	0.0	0.4370	0.0	0.6246	0.4793	0.4013
0.8794	0.81	300	0.9342	0.3943	0.4923	0.7386	0.8938	0.0000	0.5844	0.0	0.9088	0.6060	0.4532	0.7071	0.0000	0.4828	0.0	0.6303	0.4904	0.4494
1.8918	0.86	320	0.9046	0.3918	0.4903	0.7384	0.9021	0.0003	0.5725	0.0	0.9110	0.6317	0.4147	0.7106	0.0003	0.4870	0.0	0.6324	0.4980	0.4142
1.0063	0.92	340	0.9170	0.3935	0.4939	0.7365	0.8647	0.0	0.6809	0.0	0.9308	0.5375	0.4434	0.6975	0.0	0.5231	0.0	0.6334	0.4623	0.4381
0.9234	0.97	360	0.9053	0.3997	0.5151	0.7348	0.8844	0.0	0.6417	0.0	0.8339	0.7699	0.4759	0.6832	0.0	0.5223	0.0	0.6347	0.4916	0.4662
1.263	1.03	380	0.9067	0.3932	0.4919	0.7356	0.8445	0.0	0.5782	0.0	0.9569	0.5990	0.4648	0.7276	0.0	0.4778	0.0	0.6096	0.4794	0.4582
1.2532	1.08	400	0.8312	0.4174	0.5286	0.7559	0.8973	0.0	0.6878	0.0	0.8777	0.7561	0.4812	0.7257	0.0	0.5181	0.0	0.6574	0.5473	0.4731
0.8439	1.14	420	0.8301	0.4099	0.5422	0.7503	0.8862	0.0006	0.7529	0.0	0.8241	0.8407	0.4906	0.7452	0.0006	0.5017	0.0	0.6560	0.4870	0.4785
0.6868	1.19	440	0.8185	0.4163	0.5350	0.7573	0.8757	0.0000	0.7198	0.0	0.8949	0.7800	0.4744	0.7453	0.0000	0.5021	0.0	0.6620	0.5381	0.4663
0.6781	1.24	460	0.8137	0.3970	0.5031	0.7453	0.9123	0.0053	0.4775	0.0	0.8872	0.7599	0.4793	0.7129	0.0053	0.3835	0.0	0.6624	0.5465	0.4683
0.8714	1.3	480	0.8106	0.4206	0.5438	0.7610	0.8843	0.0004	0.7518	0.0	0.8746	0.8130	0.4823	0.7530	0.0004	0.4914	0.0	0.6695	0.5576	0.4720
1.35	1.35	500	0.7983	0.4195	0.5336	0.7606	0.8957	0.0099	0.6829	0.0	0.8914	0.7755	0.4796	0.7512	0.0099	0.4995	0.0	0.6627	0.5431	0.4699
0.8659	1.41	520	0.7891	0.4250	0.5429	0.7648	0.8907	0.0073	0.7420	0.0	0.8891	0.7887	0.4826	0.7696	0.0073	0.5062	0.0	0.6601	0.5590	0.4727
0.7291	1.46	540	0.7808	0.4227	0.5307	0.7637	0.9041	0.0101	0.6484	0.0	0.9021	0.7569	0.4931	0.7466	0.0101	0.4390	0.0	0.6814	0.6003	0.4812
0.8184	1.51	560	0.7532	0.4392	0.5480	0.7707	0.9056	0.0362	0.7362	0.0	0.8884	0.7721	0.4972	0.7384	0.0362	0.5457	0.0	0.6816	0.5938	0.4786
0.7056	1.57	580	0.7715	0.4345	0.5459	0.7627	0.9024	0.0448	0.7310	0.0	0.8645	0.7957	0.4834	0.7326	0.0448	0.5492	0.0	0.6540	0.5905	0.4708
0.834	1.62	600	0.7653	0.4384	0.5577	0.7686	0.8911	0.0494	0.8096	0.0	0.8736	0.7991	0.4813	0.7581	0.0494	0.5364	0.0	0.6647	0.5883	0.4719
0.6521	1.68	620	0.7356	0.4536	0.5680	0.7713	0.8855	0.1512	0.7489	0.0	0.8890	0.8078	0.4934	0.7656	0.1502	0.5674	0.0	0.6568	0.5579	0.4772
0.8044	1.73	640	0.7367	0.4543	0.5616	0.7734	0.8848	0.1458	0.7599	0.0	0.9143	0.7229	0.5036	0.7535	0.1450	0.5463	0.0	0.6753	0.5818	0.4783
1.1192	1.78	660	0.7333	0.4431	0.5613	0.7686	0.8820	0.0993	0.7646	0.0	0.8852	0.7988	0.4992	0.7629	0.0989	0.5133	0.0	0.6652	0.5800	0.4817
1.0653	1.84	680	0.7053	0.4662	0.5731	0.7839	0.9182	0.1530	0.7699	0.0	0.8897	0.7690	0.5116	0.7710	0.1522	0.5560	0.0	0.6854	0.6076	0.4914
0.7873	1.89	700	0.6987	0.4605	0.5808	0.7801	0.8942	0.1257	0.8202	0.0	0.8681	0.8222	0.5350	0.7716	0.1252	0.5396	0.0	0.6833	0.5974	0.5064
0.937	1.95	720	0.7128	0.4722	0.5816	0.7831	0.9157	0.1862	0.7831	0.0	0.8717	0.7956	0.5188	0.7656	0.1851	0.5628	0.0	0.6787	0.6160	0.4971
1.8552	2.0	740	0.6879	0.4733	0.5828	0.7845	0.9034	0.1974	0.7818	0.0	0.8939	0.7858	0.5173	0.7679	0.1960	0.5495	0.0	0.6889	0.6149	0.4963
0.5232	2.05	760	0.6851	0.4665	0.5688	0.7854	0.9255	0.1548	0.7511	0.0	0.8973	0.7259	0.5270	0.7720	0.1539	0.5512	0.0	0.6906	0.5986	0.4991
0.8354	2.11	780	0.7001	0.4708	0.5852	0.7821	0.9201	0.2489	0.7129	0.0	0.8706	0.8345	0.5091	0.7778	0.2427	0.5363	0.0	0.6869	0.5611	0.4905
0.7134	2.16	800	0.6688	0.4709	0.5864	0.7844	0.9029	0.1868	0.8496	0.0	0.8778	0.7640	0.5235	0.7725	0.1853	0.5386	0.0	0.6999	0.6160	0.4843
1.5585	2.22	820	0.6900	0.4758	0.5922	0.7795	0.9229	0.2858	0.7846	0.0	0.8460	0.8185	0.4877	0.7533	0.2726	0.5534	0.0	0.6942	0.5992	0.4577
0.5813	2.27	840	0.7092	0.4735	0.5994	0.7715	0.8456	0.3285	0.8038	0.0	0.8931	0.8204	0.5045	0.7542	0.3039	0.5106	0.0	0.6777	0.5836	0.4842
0.8398	2.32	860	0.6737	0.4789	0.5898	0.7843	0.9228	0.2957	0.7260	0.0	0.8779	0.8087	0.4977	0.7651	0.2805	0.5316	0.0	0.7015	0.5999	0.4735
0.3735	2.38	880	0.6795	0.4982	0.6291	0.7878	0.8850	0.4465	0.8534	0.0	0.8643	0.8482	0.5066	0.7879	0.3874	0.5425	0.0	0.6973	0.5887	0.4835
1.229	2.43	900	0.6574	0.5059	0.6184	0.7945	0.8900	0.3940	0.7972	0.0	0.9054	0.8174	0.5251	0.7916	0.3657	0.5899	0.0	0.6882	0.6089	0.4968
1.4385	2.49	920	0.6887	0.4930	0.6184	0.7860	0.9059	0.3922	0.8036	0.0	0.8464	0.8713	0.5096	0.7933	0.3613	0.5583	0.0	0.6763	0.5717	0.4901
0.8119	2.54	940	0.6667	0.5025	0.6156	0.7917	0.9164	0.4190	0.7492	0.0	0.8738	0.8268	0.5238	0.7933	0.3776	0.5698	0.0	0.6791	0.6031	0.4945
1.0087	2.59	960	0.6608	0.5051	0.6162	0.7929	0.9062	0.4341	0.7550	0.0	0.8918	0.7909	0.5353	0.8012	0.3893	0.5917	0.0	0.6766	0.5768	0.4998
0.6936	2.65	980	0.6754	0.5082	0.6334	0.7920	0.8948	0.4793	0.8217	0.0	0.8631	0.8393	0.5355	0.7879	0.4224	0.5628	0.0	0.6930	0.5816	0.5097
0.6061	2.7	1000	0.6633	0.4964	0.6175	0.7885	0.9065	0.4123	0.7905	0.0	0.8601	0.8147	0.5382	0.7968	0.3668	0.5862	0.0	0.6799	0.5399	0.5052
0.8416	2.76	1020	0.6518	0.5163	0.6418	0.7966	0.9171	0.5114	0.8322	0.0	0.8305	0.8147	0.5867	0.7950	0.4390	0.5793	0.0	0.6934	0.5726	0.5348
0.5346	2.81	1040	0.6407	0.5133	0.6387	0.7939	0.8860	0.5258	0.8051	0.0	0.8729	0.8079	0.5735	0.7948	0.4347	0.5864	0.0	0.6902	0.5687	0.5183
0.8814	2.86	1060	0.6849	0.5044	0.6180	0.7931	0.8976	0.4291	0.7605	0.0	0.9005	0.8171	0.5210	0.8005	0.3754	0.5924	0.0	0.6783	0.5851	0.4989
0.6068	2.92	1080	0.6514	0.5111	0.6319	0.7900	0.8852	0.4990	0.8137	0.0	0.8782	0.8263	0.5205	0.7796	0.4320	0.5970	0.0	0.6823	0.6107	0.4763
0.4913	2.97	1100	0.6809	0.5058	0.6422	0.7870	0.9077	0.5389	0.8696	0.0	0.8187	0.8616	0.4988	0.7876	0.4495	0.5714	0.0	0.6808	0.5661	0.4848
0.5911	3.03	1120	0.6579	0.5243	0.6388	0.8027	0.9144	0.5352	0.8477	0.0	0.8932	0.7777	0.5034	0.7926	0.4508	0.5999	0.0	0.7055	0.6283	0.4929
1.2313	3.08	1140	0.6253	0.5311	0.6569	0.8028	0.8918	0.6153	0.7917	0.0	0.8811	0.8535	0.5653	0.7975	0.4727	0.6233	0.0	0.6959	0.6005	0.5277
0.8767	3.14	1160	0.6481	0.5278	0.6548	0.8019	0.9031	0.6235	0.8001	0.0	0.8798	0.8616	0.5157	0.7979	0.4955	0.6000	0.0	0.7040	0.5946	0.5026
0.5104	3.19	1180	0.6850	0.5125	0.6319	0.7907	0.9250	0.5584	0.7678	0.0	0.8499	0.8198	0.5023	0.7861	0.4728	0.5421	0.0	0.6797	0.6202	0.4863
0.6755	3.24	1200	0.6330	0.5316	0.6535	0.8055	0.9215	0.5954	0.8080	0.0	0.8661	0.8470	0.5364	0.8058	0.4795	0.6234	0.0	0.6981	0.5996	0.5152
0.6616	3.3	1220	0.6210	0.5348	0.6495	0.8085	0.9012	0.5497	0.8405	0.0	0.9002	0.7919	0.5630	0.8064	0.4626	0.5947	0.0	0.7035	0.6319	0.5446
0.5066	3.35	1240	0.6087	0.5378	0.6550	0.8092	0.9155	0.5977	0.8393	0.0	0.8874	0.8131	0.5319	0.8038	0.4882	0.6150	0.0	0.7058	0.6339	0.5178
0.7347	3.41	1260	0.6213	0.5330	0.6582	0.8047	0.8913	0.6189	0.7992	0.0	0.8902	0.8545	0.5532	0.8157	0.4912	0.6030	0.0	0.6898	0.5972	0.5342
0.7995	3.46	1280	0.6017	0.5568	0.6757	0.8196	0.9053	0.6006	0.8638	0.0	0.8706	0.8446	0.6449	0.8041	0.4994	0.6107	0.0	0.7207	0.6557	0.6072
0.5279	3.51	1300	0.5770	0.5581	0.6888	0.8206	0.9005	0.7276	0.8010	0.0	0.8757	0.8612	0.6556	0.8254	0.5018	0.6436	0.0	0.7086	0.6080	0.6194
0.9094	3.57	1320	0.5775	0.5550	0.6755	0.8191	0.9008	0.6600	0.8207	0.0	0.8921	0.8200	0.6348	0.8196	0.5016	0.6294	0.0	0.7091	0.6253	0.5998
0.641	3.62	1340	0.6142	0.5410	0.6487	0.8139	0.9206	0.5862	0.7636	0.0	0.9089	0.7703	0.5912	0.8081	0.4738	0.5996	0.0	0.7114	0.6190	0.5747
0.6348	3.68	1360	0.5917	0.5522	0.6850	0.8162	0.8871	0.7345	0.8115	0.0	0.8921	0.8593	0.6110	0.8149	0.5093	0.6286	0.0	0.7122	0.6161	0.5842
1.019	3.73	1380	0.5584	0.5682	0.6996	0.8278	0.9126	0.7559	0.8358	0.0	0.8644	0.8443	0.6842	0.8215	0.5070	0.6374	0.0	0.7299	0.6578	0.6242
0.5293	3.78	1400	0.6158	0.5331	0.6605	0.8045	0.8847	0.6423	0.7669	0.0	0.8973	0.8742	0.5579	0.8175	0.4744	0.6311	0.0	0.6860	0.5845	0.5380
0.4153	3.84	1420	0.6074	0.5435	0.6725	0.8132	0.9103	0.6709	0.8122	0.0	0.8792	0.8825	0.5524	0.8116	0.5061	0.6213	0.0	0.7187	0.6091	0.5374
1.4237	3.89	1440	0.6078	0.5406	0.6601	0.8091	0.8851	0.6344	0.8218	0.0	0.9123	0.7902	0.5770	0.8030	0.4912	0.6102	0.0	0.7045	0.6281	0.5476
0.81	3.95	1460	0.5914	0.5511	0.6790	0.8156	0.8981	0.6884	0.8073	0.0000	0.8798	0.8617	0.6176	0.8154	0.4980	0.6456	0.0000	0.7065	0.6156	0.5763
0.624	4.0	1480	0.5874	0.5578	0.6757	0.8171	0.8914	0.6295	0.8335	0.0	0.8821	0.8383	0.6550	0.8116	0.5096	0.6494	0.0	0.6986	0.6454	0.5897
0.5411	4.05	1500	0.5974	0.5448	0.6669	0.8146	0.9223	0.6125	0.8481	0.0	0.8704	0.8590	0.5557	0.8144	0.4958	0.6231	0.0	0.7138	0.6310	0.5353
0.4001	4.11	1520	0.6008	0.5539	0.6775	0.8170	0.9233	0.6952	0.8152	0.0	0.8675	0.8611	0.5800	0.8063	0.5401	0.6333	0.0	0.7231	0.6278	0.5464
0.6311	4.16	1540	0.5651	0.5711	0.6885	0.8293	0.9018	0.6842	0.7799	0.0	0.8894	0.8209	0.7431	0.8261	0.5138	0.6471	0.0	0.7229	0.6441	0.6438
0.6195	4.22	1560	0.6095	0.5539	0.6951	0.8153	0.9020	0.8011	0.8435	0.0	0.8628	0.8793	0.5773	0.8195	0.5508	0.6388	0.0	0.7110	0.6067	0.5504
1.2858	4.27	1580	0.6609	0.5403	0.6851	0.8039	0.8834	0.7704	0.8079	0.0	0.8573	0.9201	0.5568	0.8187	0.5505	0.6204	0.0	0.6877	0.5718	0.5327
0.2454	4.32	1600	0.5728	0.5754	0.6939	0.8257	0.9275	0.7327	0.8318	0.0002	0.8515	0.8592	0.6545	0.8162	0.6011	0.6387	0.0002	0.7158	0.6521	0.6041
0.7312	4.38	1620	0.6029	0.5582	0.6755	0.8150	0.8839	0.6783	0.8302	0.0	0.9037	0.8245	0.6075	0.8181	0.5441	0.6525	0.0	0.6881	0.6272	0.5770
0.518	4.43	1640	0.5846	0.5611	0.6714	0.8215	0.9073	0.6652	0.7866	0.0	0.9167	0.8277	0.5963	0.8295	0.5336	0.6562	0.0	0.7022	0.6304	0.5759
0.5455	4.49	1660	0.5952	0.5502	0.6701	0.8187	0.9224	0.6373	0.8462	0.0	0.8920	0.8631	0.5296	0.8194	0.5068	0.6427	0.0	0.7218	0.6447	0.5158
0.339	4.54	1680	0.6343	0.5450	0.6804	0.8120	0.9310	0.6939	0.8771	0.0	0.8303	0.8862	0.5443	0.8087	0.5323	0.6202	0.0	0.7184	0.6127	0.5225
0.341	4.59	1700	0.5732	0.5556	0.6791	0.8182	0.9020	0.6571	0.8624	0.0001	0.8873	0.8753	0.5695	0.8249	0.5281	0.6249	0.0001	0.7073	0.6548	0.5494
0.4174	4.65	1720	0.5888	0.5560	0.6862	0.8174	0.9214	0.7178	0.8025	0.0027	0.8498	0.9083	0.6009	0.8155	0.5173	0.6369	0.0027	0.7016	0.6308	0.5872
0.691	4.7	1740	0.5619	0.5663	0.6831	0.8244	0.9181	0.6528	0.8544	0.0021	0.8684	0.8323	0.6538	0.8178	0.5281	0.6200	0.0021	0.7147	0.6590	0.6225
0.573	4.76	1760	0.6250	0.5429	0.6868	0.8088	0.9170	0.7629	0.8412	0.0007	0.8373	0.9258	0.5227	0.8195	0.5520	0.6309	0.0007	0.7038	0.5755	0.5178
0.907	4.81	1780	0.5687	0.5680	0.6965	0.8262	0.9270	0.7821	0.8371	0.0041	0.8718	0.8575	0.5962	0.8247	0.5515	0.6413	0.0041	0.7258	0.6522	0.5761
0.6766	4.86	1800	0.5506	0.5749	0.7078	0.8281	0.9102	0.8074	0.8339	0.0116	0.8709	0.8819	0.6390	0.8274	0.5713	0.6547	0.0116	0.7265	0.6307	0.6023
1.1054	4.92	1820	0.5725	0.5605	0.6869	0.8209	0.8967	0.7859	0.8343	0.0068	0.9171	0.7902	0.5776	0.8273	0.5509	0.6705	0.0068	0.7164	0.5953	0.5563
0.5959	4.97	1840	0.5886	0.5523	0.6948	0.8176	0.9088	0.8165	0.7595	0.0001	0.8688	0.9147	0.5949	0.8312	0.5159	0.6554	0.0001	0.7155	0.5764	0.5714
0.9881	5.03	1860	0.5784	0.5669	0.7068	0.8233	0.9055	0.8000	0.8901	0.0031	0.8593	0.8925	0.5967	0.8276	0.5814	0.6421	0.0031	0.7253	0.6248	0.5639
0.7057	5.08	1880	0.5537	0.5708	0.6880	0.8279	0.9169	0.6877	0.7574	0.0	0.8768	0.8863	0.6908	0.8309	0.5536	0.6348	0.0	0.7196	0.6366	0.6203
0.6047	5.14	1900	0.5354	0.5823	0.6874	0.8342	0.9132	0.6776	0.8263	0.0042	0.9040	0.7686	0.7177	0.8223	0.5605	0.6502	0.0042	0.7330	0.6639	0.6421
0.4686	5.19	1920	0.5565	0.5781	0.7105	0.8295	0.9065	0.8173	0.8908	0.0033	0.8791	0.8669	0.6096	0.8273	0.5889	0.6433	0.0033	0.7287	0.6676	0.5879
0.5868	5.24	1940	0.5605	0.5709	0.7074	0.8226	0.8672	0.7673	0.8500	0.0003	0.8754	0.8905	0.7011	0.8078	0.5567	0.6434	0.0003	0.7200	0.6488	0.6194
0.3423	5.3	1960	0.5681	0.5647	0.6943	0.8223	0.9068	0.6993	0.8457	0.0044	0.8605	0.9243	0.6189	0.8290	0.5441	0.6611	0.0044	0.7079	0.6096	0.5971
0.852	5.35	1980	0.5214	0.5943	0.7056	0.8403	0.9245	0.7771	0.8336	0.0016	0.9023	0.8373	0.6627	0.8312	0.6031	0.6738	0.0016	0.7436	0.6929	0.6138
0.5015	5.41	2000	0.5322	0.5941	0.7081	0.8408	0.9141	0.7895	0.8058	0.0	0.9083	0.8464	0.6928	0.8338	0.6028	0.6647	0.0	0.7434	0.6724	0.6417
0.84	5.46	2020	0.5355	0.5846	0.7111	0.8347	0.9122	0.7711	0.8360	0.0071	0.8695	0.8866	0.6954	0.8295	0.5906	0.6576	0.0071	0.7414	0.6314	0.6344
0.319	5.51	2040	0.5167	0.5929	0.7119	0.8408	0.9232	0.8206	0.8401	0.0070	0.8948	0.8063	0.6915	0.8375	0.5923	0.6584	0.0070	0.7436	0.6691	0.6423
0.6464	5.57	2060	0.6042	0.5706	0.7008	0.8255	0.9180	0.7167	0.8604	0.0065	0.8397	0.9055	0.6587	0.8163	0.5756	0.6210	0.0065	0.7322	0.6177	0.6251
0.5649	5.62	2080	0.5443	0.5825	0.7063	0.8329	0.9107	0.7752	0.8446	0.0037	0.8889	0.8915	0.6292	0.8329	0.5787	0.6571	0.0037	0.7234	0.6630	0.6184
0.57	5.68	2100	0.5638	0.5713	0.7047	0.8263	0.9197	0.8421	0.7896	0.0117	0.8772	0.8982	0.5946	0.8351	0.5584	0.6588	0.0117	0.7129	0.6453	0.5767
0.4955	5.73	2120	0.5187	0.5907	0.7060	0.8370	0.9195	0.8237	0.7775	0.0141	0.9022	0.8116	0.6933	0.8306	0.5973	0.6565	0.0141	0.7340	0.6701	0.6322
0.7459	5.78	2140	0.5606	0.5769	0.6877	0.8300	0.9045	0.7263	0.8175	0.0109	0.9311	0.8203	0.6030	0.8299	0.5628	0.6852	0.0109	0.7228	0.6488	0.5780
0.3206	5.84	2160	0.6069	0.5656	0.6986	0.8156	0.9365	0.7834	0.8238	0.0202	0.8088	0.9247	0.5928	0.8101	0.6127	0.6498	0.0202	0.6996	0.6136	0.5535
0.3453	5.89	2180	0.5355	0.5839	0.7068	0.8322	0.9059	0.7544	0.8581	0.0025	0.8779	0.8858	0.6628	0.8346	0.5752	0.7021	0.0025	0.7141	0.6415	0.6175
0.5035	5.95	2200	0.5044	0.5913	0.7069	0.8389	0.9044	0.7366	0.8663	0.0084	0.9030	0.8391	0.6904	0.8405	0.5654	0.6833	0.0084	0.7275	0.6711	0.6428
0.5026	6.0	2220	0.5325	0.5788	0.7096	0.8307	0.9177	0.8107	0.8539	0.0215	0.8824	0.8970	0.5841	0.8286	0.5657	0.6710	0.0215	0.7306	0.6666	0.5679
0.5487	6.05	2240	0.5434	0.5871	0.7001	0.8346	0.9093	0.7595	0.8212	0.0088	0.9110	0.8443	0.6467	0.8264	0.5856	0.6637	0.0088	0.7287	0.6765	0.6197
0.5384	6.11	2260	0.5393	0.5938	0.7062	0.8389	0.9203	0.7401	0.8412	0.0191	0.8980	0.8788	0.6459	0.8306	0.6040	0.6657	0.0191	0.7391	0.6683	0.6299
0.3663	6.16	2280	0.5204	0.6003	0.7161	0.8413	0.9314	0.7810	0.8201	0.0221	0.8664	0.8805	0.7114	0.8316	0.6128	0.6364	0.0221	0.7382	0.7017	0.6594
0.66	6.22	2300	0.5234	0.5950	0.7179	0.8393	0.9164	0.8072	0.8641	0.0194	0.8882	0.8838	0.6461	0.8253	0.5964	0.6558	0.0194	0.7469	0.6976	0.6237
0.6551	6.27	2320	0.5277	0.5933	0.7014	0.8393	0.9382	0.7923	0.7738	0.0127	0.9069	0.8577	0.6280	0.8347	0.5989	0.6665	0.0127	0.7317	0.6934	0.6150
0.4147	6.32	2340	0.5569	0.5822	0.7067	0.8300	0.9318	0.7773	0.8380	0.0211	0.8536	0.9012	0.6236	0.8307	0.6051	0.6446	0.0211	0.7171	0.6495	0.6076
0.4204	6.38	2360	0.5530	0.5865	0.7160	0.8340	0.9061	0.8361	0.8552	0.0087	0.8876	0.8834	0.6352	0.8418	0.6104	0.6745	0.0087	0.7254	0.6366	0.6081
0.4249	6.43	2380	0.5487	0.5839	0.7098	0.8337	0.9106	0.7906	0.8392	0.0186	0.8893	0.8823	0.6377	0.8311	0.5810	0.6964	0.0186	0.7381	0.6266	0.5954
0.9651	6.49	2400	0.5236	0.5981	0.7155	0.8437	0.9212	0.7767	0.8876	0.0242	0.8976	0.8279	0.6729	0.8444	0.5776	0.6988	0.0242	0.7410	0.6539	0.6470
0.3914	6.54	2420	0.5040	0.6007	0.7151	0.8415	0.8935	0.7620	0.8571	0.0226	0.9038	0.8098	0.7567	0.8288	0.5852	0.7042	0.0226	0.7374	0.6628	0.6641
0.3668	6.59	2440	0.4908	0.6086	0.7219	0.8511	0.9252	0.7504	0.8385	0.0212	0.8867	0.8687	0.7624	0.8406	0.5743	0.6857	0.0212	0.7566	0.6652	0.7169
0.5571	6.65	2460	0.5180	0.6038	0.7239	0.8455	0.8974	0.7237	0.8746	0.0242	0.8795	0.8860	0.7817	0.8324	0.5702	0.6483	0.0241	0.7456	0.6694	0.7369
0.3355	6.7	2480	0.5605	0.5872	0.7101	0.8333	0.8963	0.7750	0.8430	0.0219	0.8990	0.8837	0.6520	0.8341	0.5719	0.6820	0.0219	0.7163	0.6449	0.6393
0.6301	6.76	2500	0.4895	0.6021	0.7207	0.8418	0.9213	0.7784	0.8611	0.0282	0.8702	0.8826	0.7031	0.8336	0.6146	0.6827	0.0282	0.7369	0.6552	0.6637
0.8036	6.81	2520	0.5575	0.5863	0.7155	0.8331	0.9074	0.8072	0.8820	0.0260	0.8803	0.8730	0.6325	0.8322	0.5991	0.6564	0.0259	0.7305	0.6477	0.6122
0.4476	6.86	2540	0.5338	0.5917	0.7157	0.8368	0.9230	0.7807	0.8593	0.0235	0.8674	0.9046	0.6513	0.8318	0.6036	0.6607	0.0234	0.7345	0.6558	0.6320
0.5567	6.92	2560	0.5260	0.5927	0.7131	0.8376	0.9057	0.7555	0.8237	0.0218	0.8854	0.8983	0.7013	0.8357	0.5572	0.7014	0.0218	0.7218	0.6562	0.6545
0.3925	6.97	2580	0.5200	0.6016	0.7200	0.8408	0.9257	0.8159	0.8214	0.0257	0.8625	0.8408	0.7477	0.8306	0.6165	0.6681	0.0257	0.7333	0.6733	0.6637
0.3692	7.03	2600	0.5698	0.5815	0.7143	0.8297	0.9213	0.8166	0.8426	0.0244	0.8577	0.9300	0.6074	0.8279	0.6045	0.6737	0.0243	0.7278	0.6213	0.5913
1.0422	7.08	2620	0.5138	0.6010	0.7166	0.8429	0.9263	0.8102	0.8024	0.0228	0.8927	0.8807	0.6814	0.8363	0.6143	0.6624	0.0228	0.7414	0.6731	0.6566
1.3345	7.14	2640	0.4877	0.6127	0.7285	0.8482	0.9144	0.8258	0.8187	0.0233	0.8872	0.8657	0.7642	0.8398	0.6200	0.6937	0.0233	0.7406	0.6800	0.6914
0.1548	7.19	2660	0.5458	0.5971	0.7297	0.8364	0.9138	0.8204	0.8485	0.0553	0.8466	0.9212	0.7022	0.8259	0.6028	0.6681	0.0551	0.7361	0.6476	0.6441
0.7936	7.24	2680	0.5429	0.5978	0.7034	0.8415	0.9333	0.7441	0.8572	0.0240	0.9076	0.8326	0.6251	0.8329	0.5979	0.6857	0.0240	0.7401	0.6916	0.6123
0.4558	7.3	2700	0.5296	0.5968	0.7224	0.8400	0.9207	0.8380	0.8310	0.0216	0.8807	0.9099	0.6551	0.8392	0.6082	0.6934	0.0216	0.7354	0.6446	0.6354
0.3854	7.35	2720	0.5206	0.5939	0.7015	0.8401	0.9231	0.7227	0.8474	0.0193	0.9097	0.8454	0.6426	0.8343	0.5813	0.6878	0.0193	0.7363	0.6766	0.6219
0.3232	7.41	2740	0.5413	0.5967	0.7127	0.8369	0.9316	0.7801	0.7465	0.0630	0.8749	0.9202	0.6729	0.8322	0.6151	0.6389	0.0629	0.7295	0.6451	0.6535
0.7969	7.46	2760	0.5250	0.5982	0.7034	0.8421	0.9324	0.7357	0.8399	0.0286	0.9075	0.8352	0.6442	0.8332	0.5874	0.6882	0.0285	0.7388	0.6785	0.6331
0.8017	7.51	2780	0.5378	0.6009	0.7173	0.8407	0.9244	0.7816	0.8135	0.0264	0.8689	0.8878	0.7187	0.8395	0.6190	0.6670	0.0264	0.7269	0.6671	0.6604
0.3904	7.57	2800	0.5706	0.5835	0.7017	0.8338	0.9277	0.7338	0.8266	0.0389	0.8854	0.8747	0.6245	0.8341	0.5795	0.6504	0.0387	0.7360	0.6397	0.6057
0.5271	7.62	2820	0.5487	0.5937	0.6998	0.8376	0.9209	0.7370	0.7619	0.0459	0.9106	0.8393	0.6827	0.8237	0.5718	0.6485	0.0458	0.7338	0.6816	0.6505
0.3669	7.68	2840	0.5456	0.6019	0.7070	0.8425	0.9243	0.6953	0.8119	0.0520	0.8987	0.8790	0.6876	0.8336	0.5750	0.6662	0.0518	0.7339	0.6826	0.6704
1.9228	7.73	2860	0.5565	0.6022	0.7182	0.8360	0.9299	0.7420	0.8097	0.1025	0.8527	0.8956	0.6952	0.8310	0.6014	0.6587	0.1001	0.7215	0.6705	0.6324
0.369	7.78	2880	0.5413	0.6088	0.7275	0.8434	0.9422	0.7889	0.8692	0.0914	0.8623	0.8910	0.6474	0.8360	0.6076	0.6893	0.0897	0.7429	0.6623	0.6336
0.4409	7.84	2900	0.5581	0.5999	0.7094	0.8401	0.9255	0.7641	0.8420	0.0419	0.9031	0.8579	0.6314	0.8313	0.6245	0.6810	0.0417	0.7403	0.6620	0.6184
0.2636	7.89	2920	0.5230	0.6098	0.7330	0.8423	0.9135	0.7520	0.8099	0.1389	0.8657	0.9095	0.7416	0.8338	0.5761	0.6837	0.1323	0.7527	0.6396	0.6503
1.2616	7.95	2940	0.5199	0.6088	0.7164	0.8421	0.9178	0.7466	0.7818	0.1111	0.9096	0.8680	0.6798	0.8275	0.5732	0.6773	0.1060	0.7391	0.6862	0.6525
0.3254	8.0	2960	0.5048	0.6091	0.7274	0.8421	0.9313	0.8036	0.8058	0.1325	0.8840	0.8730	0.6618	0.8314	0.5895	0.6815	0.1255	0.7507	0.6575	0.6272
0.3726	8.05	2980	0.5647	0.5826	0.6964	0.8341	0.9242	0.6850	0.8356	0.0575	0.8998	0.8543	0.6184	0.8422	0.5598	0.6735	0.0562	0.7355	0.6097	0.6010
0.6332	8.11	3000	0.5521	0.5848	0.7003	0.8350	0.9337	0.7278	0.8062	0.0549	0.8934	0.8766	0.6095	0.8370	0.5825	0.6616	0.0541	0.7434	0.6190	0.5962
0.5999	8.16	3020	0.5100	0.6054	0.7231	0.8444	0.9301	0.8270	0.8377	0.0608	0.8959	0.8559	0.6539	0.8438	0.6309	0.6863	0.0600	0.7527	0.6364	0.6280
0.831	8.22	3040	0.5709	0.5877	0.7005	0.8366	0.9229	0.7052	0.8726	0.0473	0.9056	0.8440	0.6062	0.8419	0.5930	0.6819	0.0468	0.7425	0.6188	0.5888
0.3019	8.27	3060	0.4808	0.6327	0.7441	0.8537	0.9256	0.8332	0.8409	0.1456	0.9021	0.8596	0.7016	0.8457	0.6335	0.7210	0.1405	0.7579	0.6708	0.6595
0.4726	8.32	3080	0.5235	0.6162	0.7305	0.8412	0.9214	0.7532	0.8135	0.2102	0.8990	0.8891	0.6270	0.8372	0.5813	0.7185	0.1948	0.7431	0.6474	0.5909
0.2559	8.38	3100	0.5470	0.6223	0.7410	0.8452	0.9171	0.7655	0.8551	0.1817	0.8764	0.9020	0.6889	0.8416	0.5812	0.7070	0.1758	0.7347	0.6659	0.6501
0.3002	8.43	3120	0.5431	0.6215	0.7404	0.8452	0.9189	0.7536	0.8583	0.1841	0.8754	0.9137	0.6790	0.8492	0.5840	0.7134	0.1721	0.7326	0.6492	0.6498
1.16	8.49	3140	0.5282	0.6357	0.7592	0.8503	0.9087	0.8402	0.8790	0.2024	0.8821	0.9053	0.6964	0.8491	0.6330	0.7266	0.1944	0.7466	0.6504	0.6496
0.4884	8.54	3160	0.5297	0.6520	0.7687	0.8579	0.9279	0.8318	0.8466	0.2403	0.8552	0.8744	0.8048	0.8483	0.6367	0.7167	0.2312	0.7552	0.6800	0.6959
0.988	8.59	3180	0.5242	0.6304	0.7436	0.8508	0.9198	0.7915	0.8454	0.1620	0.8930	0.9014	0.6921	0.8496	0.6279	0.7124	0.1551	0.7459	0.6645	0.6576
0.2545	8.65	3200	0.5005	0.6438	0.7529	0.8560	0.9368	0.7965	0.8610	0.2009	0.8739	0.8704	0.7310	0.8453	0.6361	0.7210	0.1924	0.7558	0.6811	0.6745
0.6318	8.7	3220	0.5261	0.6330	0.7539	0.8470	0.9205	0.8050	0.8541	0.2112	0.8567	0.9133	0.7167	0.8432	0.6299	0.7077	0.2013	0.7346	0.6438	0.6706
0.2004	8.76	3240	0.5479	0.6309	0.7436	0.8486	0.9212	0.8008	0.8238	0.1940	0.8948	0.8893	0.6812	0.8417	0.6091	0.7076	0.1840	0.7396	0.6715	0.6624
0.465	8.81	3260	0.5127	0.6504	0.7861	0.8550	0.9193	0.8718	0.8497	0.3047	0.8319	0.9260	0.7994	0.8514	0.5999	0.7097	0.2684	0.7477	0.6250	0.7508
0.3093	8.86	3280	0.4763	0.6504	0.7652	0.8618	0.9220	0.8239	0.8677	0.2154	0.8894	0.8694	0.7684	0.8473	0.6134	0.7095	0.1928	0.7723	0.6889	0.7284
0.2898	8.92	3300	0.5152	0.6472	0.7618	0.8534	0.9363	0.7936	0.8503	0.2602	0.8427	0.8674	0.7818	0.8328	0.6324	0.6993	0.2497	0.7569	0.6670	0.6920
0.5217	8.97	3320	0.5242	0.6374	0.7497	0.8519	0.9209	0.7576	0.8050	0.2244	0.8663	0.8623	0.8111	0.8375	0.6110	0.6916	0.2173	0.7590	0.6653	0.6803
0.3229	9.03	3340	0.5255	0.6315	0.7513	0.8524	0.9072	0.7611	0.8597	0.1724	0.8756	0.9155	0.7678	0.8437	0.5873	0.7014	0.1675	0.7520	0.6446	0.7239
0.2766	9.08	3360	0.4832	0.6461	0.7544	0.8605	0.9266	0.7496	0.8494	0.2068	0.8857	0.8856	0.7769	0.8487	0.5941	0.7214	0.1987	0.7648	0.6670	0.7282
0.4664	9.14	3380	0.5001	0.6489	0.7504	0.8608	0.9311	0.7513	0.8191	0.2284	0.8954	0.8282	0.7992	0.8424	0.6021	0.7025	0.2131	0.7685	0.6755	0.7380
0.3626	9.19	3400	0.4764	0.6505	0.7584	0.8613	0.9229	0.7660	0.8181	0.2491	0.9018	0.8870	0.7638	0.8501	0.5857	0.7134	0.2311	0.7656	0.6779	0.7299
1.1592	9.24	3420	0.4771	0.6490	0.7630	0.8572	0.9288	0.7558	0.8341	0.2975	0.8762	0.9044	0.7438	0.8407	0.5969	0.6880	0.2664	0.7696	0.6676	0.7140
0.4315	9.3	3440	0.5208	0.6305	0.7400	0.8452	0.9428	0.7124	0.8236	0.3036	0.8785	0.8863	0.6325	0.8332	0.5891	0.6926	0.2726	0.7496	0.6543	0.6224
0.228	9.35	3460	0.4672	0.6562	0.7669	0.8607	0.9414	0.8174	0.8165	0.2896	0.8846	0.9018	0.7168	0.8413	0.6146	0.7158	0.2712	0.7739	0.6717	0.7047
0.3787	9.41	3480	0.4789	0.6428	0.7432	0.8589	0.9411	0.7223	0.8199	0.2222	0.9012	0.8798	0.7159	0.8501	0.5793	0.7112	0.2098	0.7592	0.6832	0.7065
0.382	9.46	3500	0.4638	0.6604	0.7806	0.8637	0.9242	0.8538	0.8249	0.2793	0.8666	0.8880	0.8276	0.8521	0.6241	0.6980	0.2606	0.7722	0.6661	0.7494
0.3404	9.51	3520	0.4759	0.6437	0.7554	0.8568	0.9315	0.7959	0.8415	0.2003	0.8730	0.8902	0.7554	0.8439	0.6283	0.7048	0.1878	0.7586	0.6768	0.7059
0.7056	9.57	3540	0.4863	0.6492	0.7570	0.8586	0.9302	0.8009	0.8622	0.2202	0.8934	0.8808	0.7116	0.8455	0.6351	0.7072	0.2101	0.7608	0.6916	0.6944
0.3559	9.62	3560	0.5245	0.6485	0.7644	0.8535	0.9286	0.8266	0.8501	0.2913	0.8860	0.9077	0.6604	0.8495	0.6293	0.7124	0.2687	0.7459	0.6807	0.6529
0.9057	9.68	3580	0.5318	0.6506	0.7589	0.8577	0.9378	0.8146	0.8500	0.2752	0.8961	0.8463	0.6926	0.8488	0.6242	0.7091	0.2489	0.7589	0.6874	0.6773
0.6264	9.73	3600	0.5203	0.6539	0.7687	0.8560	0.9192	0.8392	0.8608	0.3130	0.8999	0.8544	0.6944	0.8494	0.6377	0.7124	0.2842	0.7560	0.6700	0.6678
0.2915	9.78	3620	0.4934	0.6504	0.7717	0.8527	0.9121	0.8184	0.8732	0.3370	0.8861	0.8813	0.6939	0.8495	0.6397	0.7033	0.3026	0.7560	0.6397	0.6622
0.2786	9.84	3640	0.5126	0.6509	0.7666	0.8553	0.9194	0.8032	0.8857	0.3140	0.8990	0.8814	0.6636	0.8579	0.6411	0.7178	0.2884	0.7573	0.6454	0.6487
0.3469	9.89	3660	0.4875	0.6504	0.7594	0.8543	0.9369	0.8130	0.7960	0.3013	0.8769	0.8423	0.7492	0.8397	0.6475	0.6830	0.2792	0.7610	0.6623	0.6799
0.3799	9.95	3680	0.5035	0.6527	0.7631	0.8562	0.9282	0.8302	0.7690	0.3268	0.8936	0.8189	0.7751	0.8405	0.6414	0.6893	0.2881	0.7703	0.6438	0.6958
0.2919	10.0	3700	0.5084	0.6589	0.7776	0.8565	0.9291	0.8221	0.8298	0.3652	0.8691	0.8978	0.7298	0.8391	0.6394	0.7262	0.3116	0.7701	0.6474	0.6786
0.2472	10.05	3720	0.5028	0.6456	0.7549	0.8539	0.9207	0.7212	0.8731	0.3139	0.8987	0.8683	0.6885	0.8495	0.6015	0.7109	0.2746	0.7549	0.6653	0.6628
0.231	10.11	3740	0.5197	0.6531	0.7680	0.8565	0.9326	0.8142	0.8842	0.2997	0.8722	0.8538	0.7194	0.8469	0.6374	0.7087	0.2683	0.7591	0.6782	0.6735
0.3072	10.16	3760	0.5004	0.6540	0.7747	0.8559	0.9377	0.8538	0.8071	0.3557	0.8704	0.8752	0.7229	0.8493	0.6066	0.7087	0.3175	0.7587	0.6613	0.6757
0.9021	10.22	3780	0.4992	0.6577	0.7642	0.8587	0.9145	0.8153	0.8518	0.2961	0.9180	0.8410	0.7125	0.8522	0.6354	0.7224	0.2745	0.7531	0.6715	0.6945
0.3564	10.27	3800	0.4956	0.6562	0.7684	0.8582	0.9389	0.8305	0.8556	0.3119	0.8843	0.8643	0.6931	0.8524	0.6409	0.7197	0.2893	0.7607	0.6625	0.6678
0.2847	10.32	3820	0.4886	0.6602	0.7848	0.8568	0.9320	0.8357	0.8747	0.3707	0.8448	0.8801	0.7554	0.8545	0.6366	0.7192	0.3204	0.7521	0.6545	0.6843
0.3397	10.38	3840	0.5136	0.6651	0.7770	0.8615	0.9351	0.8131	0.8366	0.3587	0.8677	0.8248	0.8032	0.8428	0.6212	0.7232	0.3203	0.7716	0.6724	0.7043
0.3105	10.43	3860	0.5063	0.6535	0.7609	0.8588	0.9270	0.7769	0.8623	0.2865	0.8931	0.8370	0.7432	0.8417	0.6225	0.7227	0.2609	0.7698	0.6669	0.6898
0.8592	10.49	3880	0.4761	0.6588	0.7743	0.8623	0.9254	0.8439	0.8777	0.2634	0.8848	0.8847	0.7406	0.8496	0.6406	0.7172	0.2457	0.7698	0.6682	0.7202
0.2191	10.54	3900	0.4309	0.6706	0.7809	0.8681	0.9113	0.8328	0.8341	0.2878	0.8977	0.8605	0.8419	0.8533	0.6408	0.7172	0.2689	0.7750	0.6766	0.7627
0.2441	10.59	3920	0.4367	0.6733	0.7828	0.8663	0.9228	0.8456	0.8389	0.3480	0.9014	0.8482	0.7744	0.8549	0.6417	0.7236	0.3188	0.7710	0.6751	0.7281
0.4835	10.65	3940	0.4510	0.6737	0.7866	0.8653	0.9248	0.8314	0.8330	0.3737	0.8857	0.8764	0.7814	0.8532	0.6430	0.7245	0.3326	0.7722	0.6635	0.7270
0.2735	10.7	3960	0.4645	0.6727	0.7894	0.8637	0.9227	0.8450	0.8498	0.3728	0.8755	0.8795	0.7806	0.8546	0.6460	0.7230	0.3363	0.7647	0.6609	0.7232
0.2339	10.76	3980	0.4755	0.6712	0.7747	0.8652	0.9300	0.8172	0.8621	0.3396	0.9065	0.8303	0.7376	0.8516	0.6499	0.7260	0.3068	0.7700	0.6860	0.7082
0.2167	10.81	4000	0.4563	0.6798	0.8005	0.8665	0.9232	0.8521	0.8537	0.4398	0.8763	0.8744	0.7836	0.8544	0.6386	0.7238	0.3569	0.7714	0.6812	0.7324
0.356	10.86	4020	0.4764	0.6751	0.7883	0.8655	0.9261	0.8309	0.8329	0.3992	0.8843	0.8490	0.7953	0.8523	0.6317	0.7213	0.3358	0.7679	0.6816	0.7354
0.4159	10.92	4040	0.4655	0.6796	0.7944	0.8675	0.9276	0.8356	0.8282	0.4023	0.8726	0.8772	0.8173	0.8580	0.6464	0.7264	0.3366	0.7679	0.6806	0.7410
1.1711	10.97	4060	0.4626	0.6756	0.7885	0.8643	0.9223	0.8391	0.8263	0.3981	0.8842	0.8512	0.7982	0.8525	0.6477	0.7263	0.3344	0.7637	0.6821	0.7222
0.466	11.03	4080	0.4878	0.6714	0.7841	0.8633	0.9268	0.8460	0.7998	0.3947	0.8901	0.8460	0.7848	0.8464	0.6357	0.7090	0.3319	0.7705	0.6865	0.7196
0.3465	11.08	4100	0.4820	0.6715	0.7819	0.8650	0.9357	0.8339	0.8274	0.3754	0.8858	0.8414	0.7738	0.8485	0.6342	0.7232	0.3276	0.7767	0.6766	0.7136
0.2251	11.14	4120	0.4503	0.6807	0.7924	0.8700	0.9360	0.8349	0.8461	0.3918	0.8816	0.8691	0.7877	0.8527	0.6427	0.7266	0.3332	0.7837	0.6750	0.7508
0.3216	11.19	4140	0.4536	0.6723	0.7783	0.8671	0.9316	0.8169	0.8420	0.3408	0.9016	0.8629	0.7524	0.8555	0.6474	0.7222	0.3056	0.7759	0.6686	0.7310
0.1642	11.24	4160	0.4619	0.6763	0.7796	0.8692	0.9417	0.8225	0.8204	0.3641	0.8971	0.8286	0.7831	0.8503	0.6389	0.7136	0.3134	0.7810	0.6828	0.7539
0.2554	11.3	4180	0.4517	0.6737	0.7836	0.8658	0.9210	0.8279	0.8398	0.3657	0.8955	0.8432	0.7924	0.8484	0.6426	0.7292	0.3153	0.7742	0.6723	0.7334
0.4583	11.35	4200	0.4763	0.6656	0.7737	0.8620	0.9325	0.8033	0.8603	0.3369	0.8883	0.8638	0.7310	0.8522	0.6465	0.7323	0.3024	0.7650	0.6636	0.6970
0.3084	11.41	4220	0.4731	0.6742	0.7806	0.8674	0.9364	0.8137	0.8577	0.3301	0.8771	0.8503	0.7990	0.8494	0.6510	0.7224	0.2997	0.7752	0.6843	0.7372
0.266	11.46	4240	0.5071	0.6588	0.7692	0.8580	0.9329	0.8034	0.8575	0.3527	0.8928	0.8501	0.6949	0.8469	0.6459	0.7186	0.3105	0.7686	0.6547	0.6661
0.5354	11.51	4260	0.4999	0.6646	0.7827	0.8609	0.9342	0.8246	0.8536	0.3766	0.8696	0.8778	0.7422	0.8557	0.6384	0.7281	0.3257	0.7682	0.6456	0.6903
0.2397	11.57	4280	0.4972	0.6662	0.7818	0.8599	0.9190	0.7958	0.8618	0.3832	0.8759	0.8659	0.7708	0.8455	0.6364	0.7226	0.3306	0.7668	0.6643	0.6974
0.5025	11.62	4300	0.5343	0.6692	0.7953	0.8589	0.9311	0.8089	0.8629	0.4365	0.8262	0.8836	0.8179	0.8507	0.6321	0.7357	0.3492	0.7539	0.6592	0.7036
0.1878	11.68	4320	0.5217	0.6659	0.7795	0.8587	0.9297	0.8094	0.8222	0.4133	0.8715	0.8206	0.7901	0.8428	0.6299	0.7210	0.3359	0.7608	0.6706	0.7004
1.034	11.73	4340	0.4965	0.6687	0.7828	0.8619	0.9329	0.8392	0.8602	0.3868	0.8800	0.8272	0.7532	0.8512	0.6398	0.7203	0.3296	0.7625	0.6558	0.7220
0.3203	11.78	4360	0.5073	0.6671	0.7728	0.8610	0.9363	0.8011	0.8298	0.3882	0.8940	0.8230	0.7368	0.8468	0.6411	0.7269	0.3292	0.7639	0.6520	0.7101
0.1988	11.84	4380	0.4860	0.6720	0.7835	0.8634	0.9290	0.8446	0.8352	0.3782	0.8839	0.8315	0.7822	0.8479	0.6457	0.7268	0.3247	0.7660	0.6717	0.7215
0.479	11.89	4400	0.5356	0.6617	0.7757	0.8570	0.9424	0.8373	0.8021	0.3598	0.8532	0.8590	0.7762	0.8334	0.6365	0.7023	0.3179	0.7600	0.6720	0.7098
0.3036	11.95	4420	0.5433	0.6640	0.7827	0.8581	0.9288	0.8048	0.8188	0.3895	0.8506	0.8803	0.8060	0.8446	0.6329	0.7162	0.3262	0.7627	0.6786	0.6869
0.2225	12.0	4440	0.5095	0.6716	0.7923	0.8635	0.9234	0.8134	0.8488	0.4139	0.8660	0.8838	0.7968	0.8476	0.6181	0.7352	0.3349	0.7738	0.6798	0.7115
0.3636	12.05	4460	0.4831	0.6666	0.7787	0.8629	0.9218	0.7455	0.8455	0.4168	0.8928	0.8585	0.7699	0.8491	0.5952	0.7331	0.3193	0.7717	0.6819	0.7160
0.4563	12.11	4480	0.5138	0.6671	0.7843	0.8610	0.9134	0.8195	0.8651	0.3871	0.8837	0.8314	0.7902	0.8417	0.6273	0.7232	0.3202	0.7701	0.6746	0.7126
0.4611	12.16	4500	0.5611	0.6487	0.7639	0.8546	0.9364	0.7368	0.8272	0.3486	0.8580	0.8829	0.7576	0.8332	0.5756	0.7141	0.2811	0.7634	0.6682	0.7053
0.2496	12.22	4520	0.5001	0.6642	0.7775	0.8608	0.9180	0.8055	0.8575	0.3687	0.8938	0.8386	0.7606	0.8448	0.6187	0.7312	0.3064	0.7675	0.6769	0.7035
1.0404	12.27	4540	0.5020	0.6698	0.7866	0.8625	0.9189	0.8382	0.8570	0.3665	0.8809	0.8730	0.7716	0.8464	0.6399	0.7394	0.3183	0.7704	0.6706	0.7037
0.2865	12.32	4560	0.4854	0.6716	0.7904	0.8641	0.9181	0.8195	0.8737	0.3857	0.8774	0.8779	0.7803	0.8526	0.6304	0.7359	0.3315	0.7729	0.6678	0.7100
0.1384	12.38	4580	0.5150	0.6640	0.7715	0.8617	0.9207	0.7582	0.8433	0.3823	0.8965	0.8003	0.7990	0.8537	0.6027	0.7319	0.3270	0.7654	0.6641	0.7031
0.2106	12.43	4600	0.5193	0.6700	0.7962	0.8617	0.9142	0.8399	0.8736	0.4208	0.8645	0.8586	0.8020	0.8486	0.6170	0.7201	0.3542	0.7716	0.6737	0.7049
0.2151	12.49	4620	0.5244	0.6675	0.7854	0.8610	0.9312	0.8037	0.8590	0.3918	0.8589	0.8785	0.7746	0.8453	0.6248	0.7201	0.3341	0.7674	0.6775	0.7036
0.4629	12.54	4640	0.5125	0.6705	0.7837	0.8624	0.9294	0.8234	0.8336	0.4096	0.8866	0.8476	0.7561	0.8436	0.6290	0.7298	0.3325	0.7718	0.6852	0.7018
0.3029	12.59	4660	0.5020	0.6708	0.7821	0.8641	0.9226	0.7807	0.8452	0.3878	0.8839	0.8617	0.7930	0.8481	0.6218	0.7328	0.3231	0.7722	0.6797	0.7177
0.5942	12.65	4680	0.4961	0.6705	0.7871	0.8636	0.9234	0.8261	0.8580	0.3716	0.8739	0.8690	0.7875	0.8505	0.6395	0.7307	0.3172	0.7697	0.6683	0.7177
0.368	12.7	4700	0.5400	0.6664	0.7849	0.8619	0.9211	0.8095	0.8383	0.3680	0.8638	0.8714	0.8223	0.8512	0.6292	0.7256	0.3095	0.7673	0.6680	0.7141
0.4249	12.76	4720	0.5092	0.6694	0.7883	0.8628	0.9210	0.8259	0.8213	0.3992	0.8747	0.8696	0.8061	0.8539	0.6356	0.7236	0.3240	0.7694	0.6646	0.7146
0.1753	12.81	4740	0.5102	0.6707	0.7865	0.8628	0.9271	0.8165	0.8404	0.4123	0.8753	0.8404	0.7933	0.8490	0.6401	0.7239	0.3261	0.7718	0.6744	0.7094
0.2521	12.86	4760	0.5313	0.6540	0.7699	0.8553	0.9347	0.8184	0.8346	0.3785	0.8903	0.8567	0.6759	0.8508	0.6315	0.7253	0.3082	0.7615	0.6542	0.6466
0.2897	12.92	4780	0.5331	0.6630	0.7822	0.8603	0.9351	0.8578	0.8300	0.3989	0.8907	0.8645	0.6980	0.8481	0.6213	0.7303	0.3325	0.7759	0.6622	0.6711
0.2434	12.97	4800	0.5096	0.6747	0.7865	0.8634	0.9283	0.8070	0.8075	0.4392	0.8847	0.8577	0.7810	0.8498	0.6372	0.7255	0.3552	0.7699	0.6874	0.6979
0.3099	13.03	4820	0.5082	0.6731	0.7855	0.8637	0.9312	0.8004	0.8552	0.3981	0.8708	0.8607	0.7822	0.8484	0.6399	0.7295	0.3338	0.7710	0.6917	0.6975
0.2967	13.08	4840	0.5157	0.6607	0.7819	0.8578	0.9220	0.8289	0.8720	0.3841	0.8823	0.8790	0.7051	0.8491	0.6406	0.7166	0.3336	0.7718	0.6495	0.6637
0.3569	13.14	4860	0.5009	0.6597	0.7836	0.8564	0.9238	0.8392	0.8704	0.3932	0.8710	0.8693	0.7182	0.8463	0.6398	0.7192	0.3322	0.7684	0.6475	0.6647
0.2445	13.19	4880	0.5128	0.6603	0.7801	0.8564	0.9281	0.8227	0.8419	0.4230	0.8866	0.8719	0.6866	0.8471	0.6405	0.7303	0.3424	0.7711	0.6394	0.6514
0.5326	13.24	4900	0.4863	0.6743	0.7865	0.8652	0.9269	0.8421	0.8430	0.3841	0.8891	0.8457	0.7745	0.8501	0.6429	0.7319	0.3322	0.7743	0.6831	0.7059
0.2514	13.3	4920	0.4935	0.6709	0.7871	0.8623	0.9339	0.8357	0.8609	0.3910	0.8698	0.8696	0.7485	0.8471	0.6480	0.7290	0.3329	0.7702	0.6714	0.6978
0.3894	13.35	4940	0.5009	0.6659	0.7906	0.8593	0.9267	0.8664	0.8495	0.3956	0.8620	0.8768	0.7573	0.8434	0.6276	0.7292	0.3260	0.7636	0.6668	0.7048
0.4839	13.41	4960	0.4901	0.6670	0.7744	0.8633	0.9282	0.7450	0.8599	0.3995	0.8916	0.8192	0.7776	0.8526	0.6136	0.7311	0.3150	0.7690	0.6704	0.7173
0.2441	13.46	4980	0.5106	0.6709	0.7896	0.8628	0.9379	0.8019	0.8483	0.4314	0.8572	0.8752	0.7757	0.8502	0.6320	0.7327	0.3386	0.7717	0.6580	0.7129
0.5473	13.51	5000	0.5255	0.6621	0.7782	0.8580	0.9438	0.8000	0.8369	0.4123	0.8537	0.8246	0.7760	0.8377	0.6141	0.7204	0.3186	0.7635	0.6706	0.7098
0.1486	13.57	5020	0.5195	0.6662	0.7827	0.8599	0.9242	0.8125	0.8350	0.3937	0.8710	0.8547	0.7875	0.8411	0.6260	0.7198	0.3243	0.7654	0.6701	0.7165
0.2186	13.62	5040	0.4999	0.6729	0.7870	0.8642	0.9226	0.8238	0.8248	0.4081	0.8901	0.8603	0.7794	0.8535	0.6293	0.7207	0.3501	0.7717	0.6766	0.7083
0.5523	13.68	5060	0.4972	0.6716	0.7834	0.8621	0.9364	0.7830	0.8347	0.4345	0.8711	0.8521	0.7719	0.8469	0.6391	0.7225	0.3558	0.7737	0.6702	0.6927
0.3129	13.73	5080	0.5006	0.6754	0.7911	0.8640	0.9256	0.8120	0.8491	0.4344	0.8778	0.8622	0.7767	0.8516	0.6405	0.7243	0.3645	0.7737	0.6711	0.7023
1.1368	13.78	5100	0.4848	0.6775	0.7909	0.8666	0.9317	0.8042	0.8594	0.4132	0.8729	0.8673	0.7878	0.8526	0.6345	0.7259	0.3470	0.7741	0.6848	0.7237
0.4972	13.84	5120	0.4955	0.6762	0.7907	0.8650	0.9312	0.8042	0.8393	0.4242	0.8667	0.8641	0.8047	0.8506	0.6356	0.7240	0.3519	0.7720	0.6832	0.7160
0.2806	13.89	5140	0.4865	0.6790	0.7891	0.8661	0.9345	0.8125	0.8296	0.4257	0.8805	0.8656	0.7756	0.8500	0.6440	0.7236	0.3526	0.7723	0.6952	0.7154
0.2612	13.95	5160	0.4950	0.6812	0.7990	0.8665	0.9214	0.8179	0.8357	0.4575	0.8766	0.8844	0.7997	0.8528	0.6312	0.7298	0.3690	0.7719	0.6899	0.7238
0.2957	14.0	5180	0.5090	0.6800	0.7929	0.8664	0.9351	0.8069	0.8468	0.4483	0.8734	0.8575	0.7822	0.8471	0.6272	0.7311	0.3675	0.7755	0.6947	0.7166
0.1289	14.05	5200	0.5218	0.6751	0.7966	0.8628	0.9211	0.8475	0.8457	0.4619	0.8863	0.8768	0.7373	0.8431	0.6333	0.7286	0.3674	0.7769	0.6771	0.6995
2.1114	14.11	5220	0.5168	0.6746	0.8010	0.8623	0.9081	0.8350	0.8713	0.4562	0.8718	0.8709	0.7936	0.8467	0.6255	0.7192	0.3640	0.7700	0.6874	0.7094
0.2717	14.16	5240	0.5292	0.6714	0.7891	0.8624	0.9252	0.8115	0.8675	0.4141	0.8713	0.8636	0.7701	0.8451	0.6335	0.7217	0.3411	0.7728	0.6879	0.6981
0.3883	14.22	5260	0.5264	0.6706	0.7862	0.8622	0.9271	0.8114	0.8587	0.3985	0.8694	0.8545	0.7840	0.8459	0.6333	0.7198	0.3393	0.7712	0.6890	0.6958
0.1332	14.27	5280	0.5285	0.6681	0.7870	0.8603	0.9204	0.8360	0.8476	0.3851	0.8751	0.8891	0.7555	0.8489	0.6390	0.7189	0.3416	0.7641	0.6699	0.6944
0.3121	14.32	5300	0.5467	0.6776	0.7920	0.8656	0.9319	0.8045	0.8490	0.4261	0.8644	0.8584	0.8100	0.8515	0.6317	0.7259	0.3577	0.7716	0.6897	0.7148
0.3477	14.38	5320	0.5295	0.6760	0.7842	0.8655	0.9295	0.8077	0.8372	0.4016	0.8879	0.8395	0.7860	0.8510	0.6352	0.7274	0.3495	0.7723	0.6888	0.7076
0.1593	14.43	5340	0.4977	0.6823	0.7933	0.8682	0.9344	0.8290	0.8320	0.4197	0.8838	0.8896	0.7644	0.8544	0.6498	0.7360	0.3592	0.7755	0.6696	0.7314
0.3181	14.49	5360	0.4896	0.6837	0.7973	0.8692	0.9398	0.8331	0.8755	0.4149	0.8664	0.8754	0.7762	0.8511	0.6519	0.7369	0.3492	0.7798	0.6870	0.7297
0.2664	14.54	5380	0.4998	0.6796	0.7972	0.8656	0.9299	0.8438	0.8715	0.4403	0.8770	0.8700	0.7480	0.8444	0.6466	0.7292	0.3618	0.7797	0.6895	0.7063
0.207	14.59	5400	0.5029	0.6787	0.7896	0.8674	0.9278	0.8000	0.8380	0.4078	0.8846	0.8850	0.7839	0.8528	0.6402	0.7308	0.3444	0.7767	0.6743	0.7317
0.2319	14.65	5420	0.5305	0.6727	0.7816	0.8655	0.9299	0.7777	0.8264	0.4076	0.8890	0.8526	0.7880	0.8474	0.6143	0.7290	0.3372	0.7791	0.6874	0.7142
0.4921	14.7	5440	0.5203	0.6710	0.7847	0.8646	0.9315	0.7697	0.8360	0.4168	0.8748	0.8799	0.7841	0.8497	0.6098	0.7354	0.3341	0.7761	0.6800	0.7121
0.3038	14.76	5460	0.4807	0.6783	0.7881	0.8685	0.9280	0.8140	0.8348	0.3998	0.8942	0.8582	0.7875	0.8586	0.6327	0.7431	0.3385	0.7768	0.6791	0.7193
0.3345	14.81	5480	0.5134	0.6740	0.7889	0.8648	0.9249	0.8266	0.8209	0.4041	0.8822	0.8734	0.7904	0.8541	0.6356	0.7297	0.3416	0.7724	0.6751	0.7093
0.2955	14.86	5500	0.4883	0.6779	0.7900	0.8680	0.9395	0.8132	0.8422	0.4169	0.8772	0.8587	0.7820	0.8555	0.6349	0.7330	0.3268	0.7752	0.6859	0.7338
1.0757	14.92	5520	0.4846	0.6810	0.7985	0.8692	0.9434	0.8587	0.8273	0.4333	0.8672	0.8656	0.7945	0.8539	0.6293	0.7301	0.3441	0.7787	0.6867	0.7440
0.3312	14.97	5540	0.4857	0.6724	0.7861	0.8642	0.9313	0.8113	0.8457	0.3913	0.8753	0.8795	0.7683	0.8494	0.6431	0.7286	0.3286	0.7742	0.6727	0.7099
0.4682	15.03	5560	0.5042	0.6663	0.7715	0.8652	0.9348	0.7342	0.8550	0.3689	0.8918	0.8496	0.7666	0.8530	0.6006	0.7241	0.3070	0.7741	0.6821	0.7236
0.3006	15.08	5580	0.4855	0.6706	0.7894	0.8655	0.9319	0.7705	0.8250	0.4516	0.8788	0.9007	0.7675	0.8554	0.6000	0.7302	0.3311	0.7800	0.6684	0.7292
0.2306	15.14	5600	0.4908	0.6715	0.7847	0.8654	0.9293	0.8007	0.8582	0.4116	0.8913	0.8402	0.7616	0.8483	0.6164	0.7314	0.3271	0.7807	0.6812	0.7154
0.3002	15.19	5620	0.4985	0.6742	0.7889	0.8645	0.9162	0.8279	0.8530	0.4063	0.8931	0.8420	0.7840	0.8460	0.6346	0.7274	0.3419	0.7774	0.6814	0.7109
0.1737	15.24	5640	0.4909	0.6781	0.7953	0.8648	0.9256	0.8263	0.8514	0.4503	0.8787	0.8620	0.7726	0.8446	0.6417	0.7351	0.3517	0.7770	0.6858	0.7109
0.4677	15.3	5660	0.4998	0.6785	0.7928	0.8653	0.9249	0.7964	0.8667	0.4439	0.8779	0.8599	0.7800	0.8443	0.6366	0.7375	0.3548	0.7782	0.6893	0.7089
0.18	15.35	5680	0.4993	0.6834	0.7929	0.8688	0.9293	0.8141	0.8446	0.4348	0.8940	0.8692	0.7643	0.8533	0.6466	0.7362	0.3624	0.7788	0.6836	0.7228
0.2046	15.41	5700	0.5077	0.6809	0.7907	0.8668	0.9280	0.8157	0.8260	0.4354	0.8903	0.8592	0.7804	0.8509	0.6412	0.7331	0.3692	0.7760	0.6871	0.7091
0.3242	15.46	5720	0.5112	0.6802	0.7967	0.8665	0.9270	0.8207	0.8405	0.4317	0.8703	0.8902	0.7967	0.8542	0.6380	0.7406	0.3624	0.7729	0.6773	0.7159
0.3739	15.51	5740	0.5063	0.6813	0.7931	0.8684	0.9286	0.8123	0.8386	0.4300	0.8886	0.8765	0.7769	0.8535	0.6320	0.7431	0.3603	0.7795	0.6847	0.7160
0.2666	15.57	5760	0.4717	0.6864	0.7994	0.8710	0.9265	0.8450	0.8283	0.4613	0.8958	0.8273	0.8116	0.8542	0.6258	0.7363	0.3765	0.7835	0.6854	0.7433
0.7799	15.62	5780	0.4945	0.6844	0.7885	0.8706	0.9381	0.7950	0.8566	0.4049	0.8864	0.8540	0.7846	0.8519	0.6508	0.7316	0.3453	0.7807	0.6894	0.7410
0.1876	15.68	5800	0.5152	0.6771	0.7853	0.8665	0.9328	0.7844	0.8687	0.3990	0.8833	0.8695	0.7596	0.8478	0.6443	0.7298	0.3451	0.7802	0.6746	0.7177
0.1649	15.73	5820	0.5039	0.6807	0.7918	0.8689	0.9366	0.7952	0.8548	0.4232	0.8794	0.8828	0.7706	0.8543	0.6376	0.7388	0.3519	0.7820	0.6676	0.7324
0.1766	15.78	5840	0.4911	0.6838	0.8026	0.8680	0.9355	0.8092	0.8322	0.4831	0.8594	0.8927	0.8063	0.8525	0.6296	0.7336	0.3748	0.7749	0.6685	0.7526
0.2473	15.84	5860	0.5188	0.6789	0.7894	0.8675	0.9466	0.8100	0.8388	0.4420	0.8813	0.8656	0.7415	0.8531	0.6392	0.7344	0.3628	0.7816	0.6610	0.7200
0.289	15.89	5880	0.5022	0.6749	0.7844	0.8675	0.9353	0.7571	0.8180	0.4601	0.8985	0.8605	0.7614	0.8563	0.6040	0.7332	0.3545	0.7819	0.6636	0.7311
0.5168	15.95	5900	0.5095	0.6770	0.7964	0.8659	0.9219	0.8194	0.8637	0.4406	0.8834	0.8862	0.7593	0.8551	0.6415	0.7352	0.3583	0.7803	0.6479	0.7209
0.2442	16.0	5920	0.4844	0.6777	0.7875	0.8662	0.9214	0.7834	0.8410	0.4380	0.8973	0.8531	0.7787	0.8530	0.6426	0.7376	0.3594	0.7799	0.6593	0.7118
0.149	16.05	5940	0.4835	0.6846	0.7981	0.8709	0.9328	0.7926	0.8671	0.4370	0.8748	0.8925	0.7899	0.8608	0.6477	0.7436	0.3550	0.7834	0.6581	0.7438
0.4233	16.11	5960	0.5287	0.6761	0.7899	0.8666	0.9340	0.7707	0.8678	0.4285	0.8752	0.9000	0.7533	0.8594	0.6358	0.7414	0.3471	0.7767	0.6480	0.7239
0.2474	16.16	5980	0.4975	0.6807	0.7989	0.8678	0.9279	0.8210	0.8633	0.4565	0.8807	0.8738	0.7694	0.8594	0.6435	0.7429	0.3570	0.7782	0.6595	0.7247
0.9518	16.22	6000	0.4897	0.6827	0.8002	0.8687	0.9317	0.7875	0.8792	0.4526	0.8642	0.9030	0.7834	0.8582	0.6419	0.7417	0.3634	0.7796	0.6595	0.7350
0.2513	16.27	6020	0.4773	0.6805	0.7953	0.8689	0.9289	0.7429	0.8511	0.4985	0.8836	0.8754	0.7870	0.8582	0.5985	0.7464	0.3724	0.7806	0.6781	0.7290
0.1251	16.32	6040	0.5102	0.6733	0.7894	0.8649	0.9319	0.7316	0.8592	0.4897	0.8732	0.8606	0.7793	0.8550	0.5949	0.7385	0.3618	0.7740	0.6789	0.7101
0.2096	16.38	6060	0.5544	0.6654	0.7734	0.8613	0.9346	0.7286	0.8316	0.4491	0.8952	0.8402	0.7348	0.8490	0.5997	0.7362	0.3508	0.7744	0.6675	0.6800
0.2968	16.43	6080	0.5408	0.6708	0.7810	0.8642	0.9319	0.7308	0.8530	0.4436	0.8817	0.8506	0.7752	0.8492	0.6021	0.7360	0.3420	0.7744	0.6818	0.7102
0.1925	16.49	6100	0.5234	0.6751	0.7802	0.8655	0.9362	0.7851	0.8293	0.4033	0.8891	0.8507	0.7680	0.8455	0.6390	0.7345	0.3436	0.7800	0.6783	0.7048
0.1512	16.54	6120	0.5169	0.6733	0.7879	0.8634	0.9197	0.8116	0.8403	0.4337	0.8938	0.8521	0.7642	0.8466	0.6324	0.7295	0.3554	0.7780	0.6752	0.6960
1.0842	16.59	6140	0.5388	0.6687	0.7816	0.8619	0.9273	0.8104	0.8460	0.3814	0.8826	0.8725	0.7509	0.8460	0.6449	0.7241	0.3350	0.7759	0.6668	0.6880
0.1614	16.65	6160	0.5187	0.6636	0.7771	0.8618	0.9259	0.7617	0.8386	0.4061	0.8914	0.8633	0.7525	0.8526	0.6064	0.7309	0.3259	0.7757	0.6629	0.6908
0.1858	16.7	6180	0.5286	0.6650	0.7822	0.8611	0.9313	0.7921	0.8496	0.3952	0.8735	0.8957	0.7382	0.8523	0.6241	0.7337	0.3299	0.7718	0.6543	0.6887
0.3468	16.76	6200	0.5273	0.6678	0.7859	0.8629	0.9267	0.7752	0.8506	0.4243	0.8773	0.8873	0.7601	0.8538	0.6083	0.7321	0.3376	0.7744	0.6689	0.6993
0.354	16.81	6220	0.5206	0.6757	0.7902	0.8648	0.9230	0.8183	0.8311	0.4240	0.8890	0.8805	0.7657	0.8532	0.6349	0.7324	0.3594	0.7741	0.6757	0.7004
2.8871	16.86	6240	0.5194	0.6730	0.7803	0.8664	0.9292	0.7858	0.8634	0.3612	0.8870	0.8517	0.7838	0.8505	0.6421	0.7243	0.3101	0.7781	0.6912	0.7150
0.1432	16.92	6260	0.5332	0.6776	0.7969	0.8659	0.9276	0.8357	0.8347	0.4328	0.8681	0.8728	0.8065	0.8490	0.6304	0.7277	0.3565	0.7787	0.6866	0.7143
0.4293	16.97	6280	0.5359	0.6743	0.7911	0.8640	0.9263	0.8173	0.8417	0.4337	0.8768	0.8573	0.7848	0.8464	0.6288	0.7288	0.3619	0.7803	0.6743	0.6995
0.1615	17.03	6300	0.5312	0.6707	0.7850	0.8631	0.9235	0.8195	0.8376	0.3972	0.8822	0.8427	0.7923	0.8458	0.6318	0.7257	0.3399	0.7763	0.6717	0.7040
0.3256	17.08	6320	0.5576	0.6765	0.7988	0.8649	0.9241	0.8049	0.8456	0.4676	0.8607	0.8651	0.8239	0.8499	0.6193	0.7269	0.3615	0.7758	0.6810	0.7214
0.151	17.14	6340	0.5276	0.6770	0.7981	0.8653	0.9209	0.7924	0.8636	0.4883	0.8718	0.8319	0.8178	0.8506	0.6124	0.7279	0.3667	0.7769	0.6822	0.7221
0.2787	17.19	6360	0.5150	0.6654	0.7880	0.8606	0.9278	0.7669	0.8693	0.4623	0.8675	0.8649	0.7572	0.8474	0.6019	0.7234	0.3441	0.7750	0.6662	0.7002
0.6129	17.24	6380	0.5554	0.6559	0.7707	0.8571	0.9284	0.7225	0.8456	0.4307	0.8853	0.8551	0.7277	0.8464	0.5879	0.7259	0.3290	0.7711	0.6578	0.6731
0.3666	17.3	6400	0.5100	0.6695	0.7746	0.8655	0.9290	0.7164	0.8563	0.4180	0.8972	0.8196	0.7855	0.8501	0.5937	0.7323	0.3277	0.7774	0.6819	0.7233
0.1233	17.35	6420	0.4955	0.6726	0.7803	0.8662	0.9277	0.7551	0.8202	0.4411	0.9018	0.8264	0.7897	0.8524	0.5977	0.7293	0.3464	0.7777	0.6796	0.7251
0.7043	17.41	6440	0.5055	0.6735	0.7901	0.8654	0.9249	0.8187	0.8239	0.4528	0.8974	0.8461	0.7670	0.8505	0.6076	0.7329	0.3561	0.7815	0.6724	0.7138
0.3247	17.46	6460	0.4886	0.6842	0.7946	0.8707	0.9325	0.8308	0.8628	0.4370	0.9001	0.8430	0.7561	0.8576	0.6502	0.7371	0.3639	0.7875	0.6680	0.7249
0.1201	17.51	6480	0.4806	0.6831	0.8002	0.8685	0.9306	0.8270	0.8591	0.4705	0.8839	0.8699	0.7606	0.8563	0.6460	0.7360	0.3745	0.7843	0.6700	0.7144
0.2859	17.57	6500	0.4819	0.6807	0.7987	0.8674	0.9277	0.8291	0.8295	0.4689	0.8842	0.8757	0.7762	0.8552	0.6415	0.7294	0.3689	0.7825	0.6706	0.7170
0.85	17.62	6520	0.4951	0.6789	0.8020	0.8657	0.9229	0.8269	0.8442	0.4726	0.8671	0.8716	0.8085	0.8543	0.6410	0.7275	0.3625	0.7776	0.6692	0.7199
0.2891	17.68	6540	0.5159	0.6789	0.8060	0.8650	0.9188	0.8347	0.8527	0.4956	0.8656	0.8682	0.8065	0.8534	0.6368	0.7307	0.3709	0.7776	0.6692	0.7134
0.2246	17.73	6560	0.5151	0.6783	0.8033	0.8641	0.9213	0.8281	0.8562	0.4880	0.8647	0.8718	0.7927	0.8524	0.6389	0.7344	0.3734	0.7744	0.6724	0.7019
0.4184	17.78	6580	0.5202	0.6732	0.7929	0.8631	0.9195	0.8327	0.8393	0.4255	0.8774	0.8691	0.7870	0.8506	0.6369	0.7364	0.3448	0.7731	0.6737	0.6971
0.2739	17.84	6600	0.5558	0.6730	0.7846	0.8647	0.9285	0.7919	0.8604	0.3761	0.8708	0.8686	0.7960	0.8504	0.6414	0.7323	0.3235	0.7723	0.6851	0.7062
0.4198	17.89	6620	0.5310	0.6773	0.7942	0.8651	0.9198	0.8075	0.8715	0.4232	0.8751	0.8768	0.7859	0.8531	0.6374	0.7361	0.3571	0.7720	0.6824	0.7031
0.3448	17.95	6640	0.5310	0.6794	0.7970	0.8665	0.9171	0.8254	0.8586	0.4184	0.8792	0.8831	0.7970	0.8548	0.6355	0.7338	0.3593	0.7738	0.6861	0.7122
0.3218	18.0	6660	0.5516	0.6786	0.7982	0.8655	0.9237	0.8256	0.8563	0.4483	0.8752	0.8841	0.7742	0.8532	0.6365	0.7345	0.3675	0.7756	0.6774	0.7056
0.2151	18.05	6680	0.5252	0.6805	0.7886	0.8680	0.9241	0.8029	0.8558	0.4180	0.8976	0.8386	0.7830	0.8533	0.6378	0.7335	0.3566	0.7785	0.6948	0.7092
0.2831	18.11	6700	0.5185	0.6814	0.7989	0.8675	0.9255	0.8418	0.8253	0.4590	0.8880	0.8788	0.7741	0.8574	0.6273	0.7285	0.3793	0.7750	0.6817	0.7205
0.6765	18.16	6720	0.5246	0.6745	0.7953	0.8635	0.9275	0.8244	0.8627	0.4352	0.8681	0.8915	0.7576	0.8551	0.6368	0.7318	0.3662	0.7712	0.6627	0.6978
0.2592	18.22	6740	0.5048	0.6786	0.7895	0.8672	0.9331	0.7973	0.8677	0.4404	0.8898	0.8431	0.7551	0.8583	0.6392	0.7339	0.3650	0.7779	0.6711	0.7048
0.3397	18.27	6760	0.5005	0.6778	0.7915	0.8671	0.9272	0.8123	0.8553	0.4511	0.8990	0.8458	0.7498	0.8623	0.6305	0.7407	0.3699	0.7777	0.6635	0.6998
0.276	18.32	6780	0.4965	0.6826	0.7984	0.8687	0.9293	0.8315	0.8583	0.4615	0.8894	0.8546	0.7642	0.8614	0.6394	0.7373	0.3841	0.7811	0.6663	0.7089
0.5233	18.38	6800	0.5128	0.6863	0.8032	0.8685	0.9314	0.8102	0.8510	0.4930	0.8696	0.8704	0.7969	0.8544	0.6358	0.7349	0.3946	0.7783	0.6904	0.7159
0.2686	18.43	6820	0.5189	0.6843	0.8053	0.8683	0.9253	0.8375	0.8458	0.4728	0.8706	0.8831	0.8023	0.8571	0.6341	0.7365	0.3860	0.7791	0.6814	0.7158
0.2907	18.49	6840	0.5356	0.6794	0.7971	0.8664	0.9303	0.8305	0.8627	0.4554	0.8832	0.8779	0.7402	0.8583	0.6444	0.7405	0.3809	0.7801	0.6560	0.6955
0.511	18.54	6860	0.5090	0.6836	0.7989	0.8695	0.9279	0.8181	0.8743	0.4708	0.8947	0.8545	0.7522	0.8626	0.6412	0.7371	0.3795	0.7818	0.6654	0.7180
0.2285	18.59	6880	0.5030	0.6816	0.7943	0.8681	0.9400	0.8199	0.8509	0.4595	0.8834	0.8544	0.7521	0.8595	0.6491	0.7376	0.3711	0.7786	0.6627	0.7125
0.3124	18.65	6900	0.5115	0.6826	0.8004	0.8679	0.9301	0.8306	0.8591	0.4934	0.8910	0.8521	0.7467	0.8623	0.6393	0.7413	0.3870	0.7780	0.6632	0.7073
0.1733	18.7	6920	0.4880	0.6831	0.8010	0.8680	0.9311	0.8239	0.8513	0.4843	0.8797	0.8642	0.7725	0.8620	0.6415	0.7393	0.3856	0.7775	0.6665	0.7096
0.2267	18.76	6940	0.5028	0.6811	0.8005	0.8682	0.9295	0.8470	0.8558	0.4682	0.8901	0.8658	0.7473	0.8633	0.6316	0.7438	0.3772	0.7789	0.6638	0.7091
0.307	18.81	6960	0.5258	0.6781	0.7975	0.8652	0.9294	0.8300	0.8467	0.4764	0.8834	0.8748	0.7422	0.8596	0.6395	0.7458	0.3798	0.7754	0.6530	0.6935
0.187	18.86	6980	0.5359	0.6722	0.7894	0.8642	0.9333	0.7634	0.8475	0.5009	0.8879	0.8576	0.7353	0.8598	0.5980	0.7494	0.3770	0.7753	0.6578	0.6880
0.2678	18.92	7000	0.5277	0.6793	0.7931	0.8664	0.9326	0.7522	0.8773	0.5069	0.8829	0.8433	0.7565	0.8573	0.6145	0.7548	0.3915	0.7779	0.6649	0.6941
0.2436	18.97	7020	0.5311	0.6837	0.8020	0.8661	0.9304	0.7861	0.8661	0.5132	0.8670	0.8816	0.7698	0.8566	0.6426	0.7544	0.4019	0.7765	0.6635	0.6905
0.2466	19.03	7040	0.5334	0.6766	0.7972	0.8630	0.9244	0.8066	0.8763	0.4638	0.8672	0.8852	0.7567	0.8567	0.6462	0.7455	0.3825	0.7711	0.6551	0.6793
0.2922	19.08	7060	0.5254	0.6785	0.7952	0.8648	0.9341	0.7850	0.8670	0.4755	0.8681	0.8837	0.7529	0.8595	0.6417	0.7414	0.3854	0.7719	0.6543	0.6950
0.2851	19.14	7080	0.5448	0.6698	0.7885	0.8618	0.9261	0.7548	0.8677	0.5010	0.8877	0.8572	0.7248	0.8568	0.6070	0.7449	0.3773	0.7730	0.6546	0.6752
0.3811	19.19	7100	0.5472	0.6695	0.7851	0.8621	0.9216	0.7501	0.8634	0.4780	0.8930	0.8448	0.7452	0.8550	0.6090	0.7412	0.3704	0.7752	0.6557	0.6797
0.2044	19.24	7120	0.5571	0.6715	0.7910	0.8615	0.9348	0.8034	0.8669	0.4702	0.8699	0.8574	0.7340	0.8544	0.6283	0.7410	0.3800	0.7718	0.6573	0.6680
0.337	19.3	7140	0.5657	0.6727	0.7933	0.8621	0.9304	0.8151	0.8696	0.4737	0.8761	0.8550	0.7328	0.8556	0.6258	0.7406	0.3878	0.7736	0.6547	0.6706
0.3188	19.35	7160	0.5480	0.6736	0.7891	0.8631	0.9238	0.7901	0.8765	0.4373	0.8826	0.8698	0.7438	0.8543	0.6365	0.7441	0.3712	0.7755	0.6574	0.6758
0.1684	19.41	7180	0.5362	0.6718	0.7808	0.8638	0.9288	0.7782	0.8464	0.4226	0.8991	0.8584	0.7323	0.8537	0.6330	0.7388	0.3572	0.7769	0.6589	0.6844
0.2568	19.46	7200	0.5566	0.6741	0.7859	0.8640	0.9279	0.7974	0.8459	0.4424	0.8945	0.8481	0.7448	0.8546	0.6341	0.7413	0.3717	0.7768	0.6596	0.6809
0.2017	19.51	7220	0.5375	0.6725	0.7928	0.8617	0.9348	0.8162	0.8171	0.4739	0.8657	0.8791	0.7631	0.8510	0.6289	0.7299	0.3826	0.7745	0.6566	0.6842
0.3478	19.57	7240	0.5244	0.6734	0.7913	0.8630	0.9264	0.7568	0.8530	0.5122	0.8852	0.8598	0.7456	0.8544	0.6045	0.7484	0.3926	0.7774	0.6607	0.6754
0.4189	19.62	7260	0.5379	0.6772	0.7929	0.8641	0.9304	0.7891	0.8547	0.4839	0.8795	0.8598	0.7525	0.8533	0.6293	0.7462	0.3926	0.7777	0.6636	0.6774
0.1435	19.68	7280	0.5324	0.6760	0.7886	0.8652	0.9262	0.7511	0.8580	0.4868	0.8889	0.8336	0.7756	0.8564	0.6086	0.7424	0.3826	0.7762	0.6760	0.6900
0.3509	19.73	7300	0.5434	0.6787	0.7927	0.8655	0.9238	0.7719	0.8767	0.4682	0.8793	0.8413	0.7878	0.8562	0.6221	0.7375	0.3817	0.7725	0.6854	0.6953
0.1724	19.78	7320	0.5452	0.6691	0.7800	0.8620	0.9331	0.7561	0.8398	0.4562	0.8913	0.8543	0.7292	0.8520	0.6121	0.7362	0.3733	0.7750	0.6626	0.6726
1.9144	19.84	7340	0.5713	0.6730	0.7866	0.8628	0.9362	0.7796	0.8558	0.4640	0.8827	0.8719	0.7163	0.8528	0.6390	0.7352	0.3774	0.7772	0.6500	0.6793
2.2308	19.89	7360	0.5973	0.6656	0.7805	0.8603	0.9385	0.7490	0.8561	0.4747	0.8820	0.8552	0.7083	0.8494	0.6093	0.7362	0.3655	0.7762	0.6503	0.6721
0.2666	19.95	7380	0.5695	0.6628	0.7856	0.8576	0.9229	0.7530	0.8463	0.4889	0.8732	0.8741	0.7408	0.8489	0.5991	0.7358	0.3695	0.7717	0.6487	0.6660
0.4097	20.0	7400	0.5781	0.6633	0.7868	0.8579	0.9269	0.7480	0.8447	0.5099	0.8731	0.8752	0.7297	0.8486	0.5977	0.7381	0.3708	0.7735	0.6473	0.6671
0.2567	20.05	7420	0.5523	0.6683	0.7907	0.8606	0.9261	0.7528	0.8684	0.5051	0.8702	0.8558	0.7565	0.8495	0.6057	0.7356	0.3699	0.7763	0.6607	0.6805
0.2002	20.11	7440	0.5616	0.6696	0.7832	0.8611	0.9256	0.7633	0.8469	0.4735	0.8910	0.8387	0.7434	0.8485	0.6184	0.7368	0.3741	0.7764	0.6634	0.6693
0.2807	20.16	7460	0.5567	0.6695	0.7860	0.8619	0.9205	0.7429	0.8393	0.4759	0.8828	0.8626	0.7781	0.8515	0.6024	0.7346	0.3666	0.7743	0.6691	0.6881
0.1497	20.22	7480	0.5457	0.6733	0.7861	0.8645	0.9254	0.7311	0.8481	0.4687	0.8832	0.8638	0.7822	0.8510	0.6040	0.7387	0.3629	0.7780	0.6789	0.6997
0.1644	20.27	7500	0.5432	0.6769	0.7881	0.8659	0.9245	0.7421	0.8503	0.4678	0.8846	0.8500	0.7976	0.8505	0.6100	0.7347	0.3684	0.7780	0.6871	0.7100
0.4763	20.32	7520	0.5587	0.6754	0.7862	0.8654	0.9293	0.7410	0.8392	0.4551	0.8778	0.8623	0.7986	0.8495	0.6106	0.7323	0.3636	0.7781	0.6848	0.7088
0.2634	20.38	7540	0.5551	0.6737	0.7856	0.8650	0.9207	0.7427	0.8635	0.4470	0.8886	0.8495	0.7871	0.8495	0.6027	0.7339	0.3573	0.7776	0.6898	0.7055
0.1473	20.43	7560	0.5576	0.6766	0.7889	0.8660	0.9287	0.7743	0.8413	0.4375	0.8768	0.8633	0.8001	0.8507	0.6179	0.7313	0.3625	0.7779	0.6879	0.7078
0.2638	20.49	7580	0.5454	0.6812	0.7913	0.8674	0.9351	0.7689	0.8607	0.4440	0.8698	0.8677	0.7931	0.8506	0.6343	0.7352	0.3730	0.7800	0.6864	0.7088
0.1232	20.54	7600	0.5401	0.6785	0.7961	0.8657	0.9264	0.8068	0.8602	0.4667	0.8789	0.8597	0.7739	0.8527	0.6303	0.7343	0.3779	0.7798	0.6758	0.6989
0.1246	20.59	7620	0.5461	0.6756	0.7903	0.8647	0.9375	0.7832	0.8359	0.4673	0.8727	0.8705	0.7653	0.8506	0.6245	0.7347	0.3669	0.7774	0.6747	0.7005
0.6392	20.65	7640	0.5528	0.6752	0.7928	0.8642	0.9367	0.8021	0.8405	0.4706	0.8716	0.8741	0.7541	0.8530	0.6282	0.7388	0.3723	0.7772	0.6668	0.6897
1.7632	20.7	7660	0.5513	0.6701	0.7884	0.8615	0.9396	0.7580	0.8374	0.4983	0.8685	0.8830	0.7341	0.8517	0.6139	0.7413	0.3739	0.7754	0.6578	0.6770
0.2853	20.76	7680	0.5380	0.6719	0.7906	0.8633	0.9323	0.7910	0.8346	0.4673	0.8769	0.8820	0.7498	0.8522	0.6203	0.7382	0.3643	0.7799	0.6614	0.6871
1.0247	20.81	7700	0.5586	0.6690	0.7875	0.8621	0.9252	0.8175	0.8317	0.4320	0.8884	0.8797	0.7378	0.8522	0.6269	0.7310	0.3572	0.7791	0.6585	0.6780
0.3639	20.86	7720	0.5361	0.6727	0.7909	0.8640	0.9272	0.8209	0.8505	0.4239	0.8809	0.8833	0.7498	0.8531	0.6347	0.7345	0.3582	0.7809	0.6614	0.6860
0.3096	20.92	7740	0.5385	0.6741	0.7953	0.8645	0.9254	0.8413	0.8328	0.4470	0.8828	0.8763	0.7616	0.8539	0.6304	0.7345	0.3626	0.7820	0.6622	0.6928
0.5695	20.97	7760	0.5202	0.6741	0.7823	0.8657	0.9300	0.8066	0.8373	0.4161	0.9024	0.8247	0.7592	0.8536	0.6361	0.7382	0.3500	0.7803	0.6628	0.6978
0.4472	21.03	7780	0.5408	0.6714	0.7812	0.8639	0.9404	0.7837	0.8517	0.4329	0.8818	0.8166	0.7609	0.8478	0.6278	0.7371	0.3502	0.7801	0.6617	0.6950
0.2762	21.08	7800	0.5450	0.6753	0.7903	0.8644	0.9293	0.7843	0.8543	0.4647	0.8818	0.8578	0.7599	0.8532	0.6342	0.7370	0.3659	0.7786	0.6680	0.6900
0.2919	21.14	7820	0.5823	0.6745	0.7916	0.8637	0.9264	0.7987	0.8634	0.4816	0.8905	0.8437	0.7369	0.8557	0.6340	0.7368	0.3768	0.7777	0.6642	0.6767
0.1599	21.19	7840	0.5397	0.6800	0.7975	0.8661	0.9309	0.7898	0.8740	0.4889	0.8725	0.8521	0.7739	0.8560	0.6395	0.7337	0.3786	0.7787	0.6772	0.6964
0.253	21.24	7860	0.5282	0.6798	0.7967	0.8660	0.9284	0.7940	0.8653	0.4938	0.8840	0.8577	0.7534	0.8571	0.6417	0.7384	0.3821	0.7802	0.6697	0.6894
0.0915	21.3	7880	0.5516	0.6781	0.7933	0.8649	0.9220	0.7936	0.8697	0.4776	0.8921	0.8474	0.7508	0.8548	0.6430	0.7365	0.3820	0.7794	0.6676	0.6833
0.301	21.35	7900	0.5582	0.6754	0.7997	0.8620	0.9207	0.8100	0.8543	0.5104	0.8765	0.8802	0.7456	0.8541	0.6405	0.7353	0.3891	0.7755	0.6584	0.6745
0.4519	21.41	7920	0.5619	0.6764	0.7975	0.8637	0.9289	0.8137	0.8374	0.5068	0.8779	0.8584	0.7597	0.8541	0.6330	0.7353	0.3844	0.7789	0.6673	0.6815
0.2657	21.46	7940	0.5608	0.6741	0.7839	0.8637	0.9325	0.7527	0.8559	0.4717	0.8917	0.8513	0.7317	0.8525	0.6321	0.7394	0.3778	0.7797	0.6643	0.6727
0.1903	21.51	7960	0.5542	0.6749	0.7882	0.8641	0.9340	0.7666	0.8320	0.4951	0.8885	0.8586	0.7422	0.8539	0.6249	0.7400	0.3815	0.7801	0.6645	0.6795
0.2253	21.57	7980	0.5599	0.6739	0.7874	0.8638	0.9338	0.7631	0.8466	0.4863	0.8872	0.8604	0.7346	0.8532	0.6221	0.7438	0.3776	0.7797	0.6645	0.6766
0.3034	21.62	8000	0.5609	0.6746	0.7904	0.8636	0.9298	0.7917	0.8406	0.4676	0.8829	0.8733	0.7468	0.8535	0.6354	0.7390	0.3740	0.7789	0.6628	0.6787
0.2565	21.68	8020	0.5416	0.6797	0.7952	0.8664	0.9332	0.7962	0.8432	0.4772	0.8771	0.8677	0.7718	0.8534	0.6328	0.7389	0.3736	0.7799	0.6794	0.6999
0.3258	21.73	8040	0.5454	0.6797	0.7861	0.8679	0.9327	0.7458	0.8366	0.4684	0.8947	0.8472	0.7773	0.8542	0.6185	0.7362	0.3705	0.7804	0.6877	0.7106
0.6455	21.78	8060	0.5492	0.6802	0.7929	0.8669	0.9323	0.7892	0.8576	0.4754	0.8877	0.8541	0.7539	0.8542	0.6333	0.7384	0.3770	0.7803	0.6804	0.6976
0.1277	21.84	8080	0.5772	0.6765	0.7956	0.8644	0.9262	0.7794	0.8516	0.4935	0.8790	0.8864	0.7532	0.8555	0.6257	0.7374	0.3820	0.7772	0.6646	0.6930
0.247	21.89	8100	0.5477	0.6818	0.8011	0.8669	0.9248	0.8149	0.8619	0.4743	0.8752	0.8772	0.7796	0.8558	0.6383	0.7351	0.3829	0.7787	0.6757	0.7063
0.3894	21.95	8120	0.5328	0.6812	0.7974	0.8668	0.9277	0.7967	0.8662	0.4736	0.8798	0.8727	0.7649	0.8562	0.6393	0.7383	0.3836	0.7797	0.6726	0.6986
0.2153	22.0	8140	0.5330	0.6799	0.7979	0.8660	0.9280	0.7928	0.8551	0.4723	0.8707	0.8879	0.7784	0.8571	0.6368	0.7394	0.3831	0.7772	0.6615	0.7043
0.2015	22.05	8160	0.5312	0.6781	0.8005	0.8646	0.9267	0.8101	0.8466	0.4925	0.8691	0.8849	0.7733	0.8559	0.6354	0.7396	0.3812	0.7766	0.6610	0.6970
0.2168	22.11	8180	0.5503	0.6753	0.7922	0.8637	0.9291	0.7735	0.8590	0.4720	0.8734	0.8825	0.7560	0.8546	0.6354	0.7398	0.3764	0.7763	0.6567	0.6882
0.4469	22.16	8200	0.5526	0.6742	0.7972	0.8630	0.9269	0.8248	0.8543	0.4744	0.8733	0.8763	0.7502	0.8546	0.6352	0.7413	0.3739	0.7768	0.6545	0.6829
0.3353	22.22	8220	0.5531	0.6742	0.7936	0.8631	0.9229	0.8009	0.8492	0.4790	0.8853	0.8722	0.7460	0.8538	0.6325	0.7421	0.3774	0.7785	0.6558	0.6794
0.2552	22.27	8240	0.5338	0.6758	0.7939	0.8647	0.9239	0.8105	0.8462	0.4679	0.8874	0.8620	0.7596	0.8566	0.6329	0.7396	0.3759	0.7795	0.6578	0.6884
0.1856	22.32	8260	0.5686	0.6724	0.7918	0.8622	0.9309	0.8019	0.8484	0.4726	0.8775	0.8814	0.7302	0.8546	0.6347	0.7370	0.3787	0.7769	0.6523	0.6728
0.6238	22.38	8280	0.5681	0.6689	0.7898	0.8609	0.9231	0.7965	0.8589	0.4665	0.8857	0.8780	0.7197	0.8549	0.6254	0.7344	0.3760	0.7761	0.6488	0.6669
0.2235	22.43	8300	0.5510	0.6703	0.7850	0.8636	0.9318	0.7475	0.8484	0.4702	0.8848	0.8658	0.7466	0.8565	0.6071	0.7364	0.3699	0.7793	0.6593	0.6835
0.178	22.49	8320	0.5297	0.6747	0.7860	0.8657	0.9328	0.7687	0.8615	0.4653	0.8903	0.8184	0.7653	0.8567	0.6149	0.7379	0.3721	0.7785	0.6657	0.6971
0.2142	22.54	8340	0.5370	0.6766	0.7931	0.8650	0.9230	0.7937	0.8393	0.4900	0.8953	0.8528	0.7573	0.8569	0.6243	0.7405	0.3810	0.7787	0.6628	0.6918
0.1722	22.59	8360	0.5411	0.6771	0.7972	0.8652	0.9300	0.8198	0.8452	0.4812	0.8786	0.8652	0.7602	0.8560	0.6305	0.7395	0.3790	0.7798	0.6626	0.6923
0.3379	22.65	8380	0.5338	0.6761	0.7974	0.8644	0.9280	0.8223	0.8480	0.4820	0.8800	0.8725	0.7487	0.8564	0.6327	0.7424	0.3781	0.7789	0.6580	0.6865
0.234	22.7	8400	0.5411	0.6774	0.7940	0.8654	0.9359	0.8061	0.8398	0.4775	0.8771	0.8633	0.7587	0.8529	0.6325	0.7401	0.3769	0.7819	0.6651	0.6922
0.1014	22.76	8420	0.5276	0.6796	0.7998	0.8662	0.9280	0.8193	0.8424	0.4855	0.8786	0.8773	0.7675	0.8563	0.6379	0.7423	0.3790	0.7823	0.6619	0.6976
2.0377	22.81	8440	0.5346	0.6794	0.7987	0.8656	0.9341	0.8144	0.8554	0.4889	0.8708	0.8618	0.7654	0.8531	0.6388	0.7410	0.3797	0.7812	0.6687	0.6932
0.1084	22.86	8460	0.5164	0.6816	0.8018	0.8670	0.9296	0.8217	0.8593	0.4786	0.8694	0.8676	0.7863	0.8564	0.6392	0.7391	0.3804	0.7805	0.6716	0.7036
0.5124	22.92	8480	0.5087	0.6839	0.7976	0.8681	0.9290	0.8007	0.8598	0.4861	0.8864	0.8476	0.7741	0.8558	0.6421	0.7424	0.3888	0.7830	0.6742	0.7012
0.3523	22.97	8500	0.5250	0.6822	0.7997	0.8674	0.9294	0.8249	0.8418	0.4816	0.8824	0.8658	0.7718	0.8558	0.6398	0.7406	0.3856	0.7833	0.6699	0.7001
1.9236	23.03	8520	0.5523	0.6806	0.7945	0.8662	0.9306	0.8077	0.8416	0.4796	0.8891	0.8612	0.7514	0.8538	0.6425	0.7401	0.3876	0.7820	0.6676	0.6904
0.5167	23.08	8540	0.5353	0.6796	0.7950	0.8659	0.9295	0.8207	0.8316	0.4707	0.8868	0.8641	0.7614	0.8535	0.6396	0.7350	0.3856	0.7813	0.6674	0.6948
0.264	23.14	8560	0.5335	0.6776	0.7923	0.8640	0.9251	0.7984	0.8386	0.4799	0.8911	0.8700	0.7431	0.8533	0.6427	0.7368	0.3883	0.7777	0.6606	0.6837
0.2344	23.19	8580	0.5304	0.6826	0.8002	0.8669	0.9323	0.8061	0.8546	0.4979	0.8727	0.8585	0.7789	0.8534	0.6399	0.7379	0.3849	0.7795	0.6777	0.7050
0.216	23.24	8600	0.5131	0.6822	0.7990	0.8670	0.9278	0.8122	0.8459	0.4937	0.8843	0.8557	0.7731	0.8552	0.6367	0.7396	0.3864	0.7799	0.6742	0.7031
0.3375	23.3	8620	0.5380	0.6790	0.7884	0.8663	0.9334	0.7768	0.8409	0.4500	0.8847	0.8676	0.7652	0.8530	0.6391	0.7360	0.3768	0.7804	0.6686	0.6992
0.2533	23.35	8640	0.5302	0.6818	0.7982	0.8674	0.9322	0.8078	0.8703	0.4620	0.8698	0.8595	0.7858	0.8536	0.6408	0.7360	0.3718	0.7795	0.6780	0.7130
1.8624	23.41	8660	0.5406	0.6754	0.7942	0.8633	0.9336	0.7872	0.8716	0.4791	0.8680	0.8774	0.7422	0.8522	0.6379	0.7375	0.3759	0.7761	0.6616	0.6866
1.0204	23.46	8680	0.5445	0.6774	0.7958	0.8640	0.9334	0.8067	0.8618	0.4917	0.8761	0.8620	0.7389	0.8522	0.6411	0.7402	0.3823	0.7776	0.6628	0.6855
0.4319	23.51	8700	0.5575	0.6761	0.7842	0.8644	0.9330	0.7870	0.8584	0.4541	0.8983	0.8321	0.7268	0.8515	0.6421	0.7399	0.3800	0.7790	0.6607	0.6794
0.3824	23.57	8720	0.5651	0.6789	0.7945	0.8649	0.9265	0.8109	0.8596	0.4808	0.8900	0.8521	0.7418	0.8525	0.6440	0.7408	0.3846	0.7787	0.6645	0.6871
0.424	23.62	8740	0.5348	0.6799	0.8022	0.8654	0.9314	0.8305	0.8570	0.4871	0.8662	0.8753	0.7680	0.8530	0.6383	0.7385	0.3809	0.7774	0.6690	0.7019
0.3484	23.68	8760	0.5246	0.6796	0.8001	0.8651	0.9205	0.8201	0.8626	0.4867	0.8839	0.8672	0.7595	0.8542	0.6413	0.7402	0.3840	0.7786	0.6641	0.6950
0.2052	23.73	8780	0.5205	0.6797	0.8006	0.8651	0.9191	0.8256	0.8549	0.4955	0.8879	0.8622	0.7591	0.8543	0.6376	0.7398	0.3860	0.7779	0.6662	0.6959
0.2227	23.78	8800	0.5212	0.6831	0.7996	0.8673	0.9257	0.8082	0.8544	0.4907	0.8838	0.8569	0.7775	0.8549	0.6411	0.7400	0.3846	0.7802	0.6750	0.7061
0.0855	23.84	8820	0.5288	0.6803	0.7980	0.8660	0.9326	0.8236	0.8414	0.4848	0.8779	0.8591	0.7667	0.8522	0.6365	0.7385	0.3829	0.7805	0.6719	0.6995
0.1876	23.89	8840	0.5312	0.6785	0.7938	0.8650	0.9283	0.8211	0.8388	0.4769	0.8919	0.8546	0.7452	0.8527	0.6402	0.7382	0.3865	0.7801	0.6643	0.6877
0.2652	23.95	8860	0.5448	0.6765	0.7915	0.8645	0.9260	0.8175	0.8456	0.4434	0.8882	0.8728	0.7470	0.8530	0.6441	0.7365	0.3765	0.7789	0.6590	0.6879
0.3136	24.0	8880	0.5504	0.6777	0.7928	0.8645	0.9217	0.8179	0.8489	0.4581	0.8940	0.8609	0.7478	0.8531	0.6439	0.7374	0.3832	0.7781	0.6603	0.6877
1.1827	24.05	8900	0.5455	0.6788	0.7935	0.8655	0.9308	0.8150	0.8454	0.4596	0.8826	0.8612	0.7598	0.8526	0.6413	0.7383	0.3798	0.7794	0.6661	0.6938
0.3576	24.11	8920	0.5369	0.6771	0.7949	0.8643	0.9274	0.8169	0.8516	0.4640	0.8802	0.8723	0.7520	0.8531	0.6416	0.7382	0.3798	0.7781	0.6598	0.6891
0.0951	24.16	8940	0.5345	0.6767	0.7935	0.8640	0.9312	0.7990	0.8618	0.4753	0.8772	0.8644	0.7457	0.8523	0.6414	0.7388	0.3798	0.7776	0.6612	0.6859
0.1689	24.22	8960	0.5322	0.6784	0.7976	0.8650	0.9299	0.8143	0.8480	0.4917	0.8778	0.8599	0.7614	0.8536	0.6371	0.7393	0.3800	0.7787	0.6658	0.6942
0.2502	24.27	8980	0.5430	0.6770	0.7916	0.8643	0.9306	0.7985	0.8570	0.4779	0.8865	0.8493	0.7415	0.8523	0.6402	0.7394	0.3804	0.7784	0.6642	0.6840
0.2338	24.32	9000	0.5284	0.6779	0.7905	0.8651	0.9304	0.8062	0.8482	0.4791	0.8937	0.8213	0.7543	0.8527	0.6374	0.7389	0.3811	0.7784	0.6651	0.6921
0.0904	24.38	9020	0.5442	0.6766	0.7928	0.8639	0.9271	0.8030	0.8538	0.4748	0.8864	0.8627	0.7415	0.8528	0.6413	0.7383	0.3794	0.7777	0.6623	0.6841
0.2973	24.43	9040	0.5526	0.6772	0.7904	0.8651	0.9353	0.8064	0.8423	0.4479	0.8786	0.8639	0.7586	0.8511	0.6417	0.7349	0.3714	0.7793	0.6672	0.6948
0.1973	24.49	9060	0.5450	0.6777	0.7948	0.8644	0.9271	0.7946	0.8472	0.4792	0.8791	0.8783	0.7583	0.8537	0.6423	0.7368	0.3788	0.7776	0.6609	0.6936
0.2345	24.54	9080	0.5344	0.6785	0.7948	0.8650	0.9264	0.8065	0.8527	0.4720	0.8835	0.8661	0.7567	0.8532	0.6442	0.7373	0.3773	0.7783	0.6659	0.6929
0.1227	24.59	9100	0.5327	0.6777	0.7995	0.8642	0.9193	0.8322	0.8524	0.4890	0.8874	0.8611	0.7552	0.8534	0.6371	0.7376	0.3809	0.7773	0.6654	0.6923
0.2269	24.65	9120	0.5482	0.6768	0.7926	0.8646	0.9300	0.8189	0.8392	0.4533	0.8827	0.8705	0.7533	0.8526	0.6424	0.7349	0.3743	0.7785	0.6638	0.6913
0.5482	24.7	9140	0.5459	0.6757	0.7918	0.8635	0.9332	0.8076	0.8408	0.4733	0.8814	0.8695	0.7366	0.8519	0.6424	0.7369	0.3779	0.7773	0.6611	0.6824
0.531	24.76	9160	0.5407	0.6775	0.7892	0.8647	0.9267	0.8065	0.8533	0.4633	0.8974	0.8306	0.7464	0.8525	0.6438	0.7386	0.3777	0.7773	0.6645	0.6878
0.1625	24.81	9180	0.5337	0.6775	0.7927	0.8648	0.9252	0.8249	0.8392	0.4683	0.8948	0.8448	0.7518	0.8529	0.6391	0.7366	0.3786	0.7780	0.6666	0.6905
0.2802	24.86	9200	0.5346	0.6778	0.7903	0.8651	0.9288	0.8010	0.8471	0.4557	0.8893	0.8583	0.7519	0.8527	0.6444	0.7375	0.3754	0.7789	0.6658	0.6902
0.189	24.92	9220	0.5548	0.6751	0.7891	0.8638	0.9377	0.8096	0.8332	0.4555	0.8799	0.8674	0.7404	0.8506	0.6400	0.7338	0.3734	0.7786	0.6632	0.6860
0.1898	24.97	9240	0.5378	0.6775	0.7925	0.8649	0.9301	0.8078	0.8524	0.4504	0.8800	0.8711	0.7557	0.8527	0.6447	0.7369	0.3725	0.7784	0.6649	0.6925

Framework versions

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