segformer-b2-ade-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b2-finetuned-ade-512-512 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.6325
• Mean Iou: 0.7077
• Mean Accuracy: 0.8137
• Overall Accuracy: 0.8816
• Accuracy Water: 0.9348
• Accuracy Whitewater: 0.8020
• Accuracy Sediment: 0.8775
• Accuracy Other Natural Terrain: 0.5017
• Accuracy Vegetation: 0.8953
• Accuracy Development: 0.8739
• Accuracy Unknown: 0.8105
• Iou Water: 0.8677
• Iou Whitewater: 0.6774
• Iou Sediment: 0.7684
• Iou Other Natural Terrain: 0.4116
• Iou Vegetation: 0.8094
• Iou Development: 0.6762
• Iou Unknown: 0.7429

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
1.774	0.05	20	1.6698	0.2430	0.3629	0.5226	0.4223	0.1819	0.2460	0.0005	0.8964	0.3490	0.4442	0.3799	0.1235	0.1849	0.0005	0.4341	0.2778	0.3001
1.7174	0.11	40	1.4427	0.2786	0.3779	0.6107	0.7533	0.0232	0.3707	0.0	0.8382	0.3590	0.3006	0.5472	0.0228	0.2829	0.0	0.4830	0.3259	0.2888
1.3093	0.16	60	1.2604	0.2465	0.3397	0.6011	0.7105	0.0004	0.0875	0.0	0.9559	0.3212	0.3026	0.5685	0.0004	0.0802	0.0	0.4744	0.2994	0.3022
1.1732	0.22	80	1.1278	0.2491	0.3431	0.6274	0.8303	0.0008	0.0586	0.0	0.9291	0.3276	0.2555	0.6103	0.0008	0.0560	0.0	0.5141	0.3076	0.2547
1.2471	0.27	100	1.0584	0.2724	0.3736	0.6494	0.8989	0.0375	0.1763	0.0	0.9176	0.5844	0.0006	0.5888	0.0374	0.1514	0.0	0.6245	0.5043	0.0006
0.8947	0.32	120	0.9324	0.3357	0.4425	0.7042	0.9033	0.0096	0.2778	0.0	0.9146	0.7000	0.2923	0.6888	0.0096	0.2355	0.0	0.6223	0.5019	0.2916
1.1922	0.38	140	0.9745	0.3410	0.4493	0.6821	0.7822	0.0148	0.2773	0.0	0.9225	0.7338	0.4144	0.6567	0.0148	0.2420	0.0	0.5463	0.5184	0.4086
1.5695	0.43	160	0.8840	0.3772	0.5025	0.7286	0.8957	0.0288	0.5000	0.0	0.8538	0.8545	0.3848	0.7277	0.0288	0.4012	0.0	0.6443	0.4589	0.3798
1.095	0.49	180	0.8596	0.3740	0.4988	0.7191	0.8436	0.0453	0.3715	0.0	0.8723	0.8661	0.4927	0.7428	0.0452	0.3100	0.0	0.5999	0.4533	0.4665
1.0495	0.54	200	0.7698	0.4265	0.5374	0.7612	0.8938	0.0653	0.6521	0.0	0.9071	0.7978	0.4455	0.7438	0.0650	0.5082	0.0	0.6655	0.5652	0.4378
0.6566	0.59	220	0.7619	0.4341	0.5580	0.7664	0.8953	0.0462	0.7732	0.0	0.8552	0.8443	0.4920	0.7358	0.0458	0.5370	0.0	0.6896	0.5557	0.4749
1.177	0.65	240	0.7722	0.4191	0.5324	0.7538	0.9128	0.0950	0.7406	0.0	0.8794	0.7236	0.3755	0.7230	0.0945	0.4920	0.0	0.6798	0.5699	0.3745
0.7819	0.7	260	0.7664	0.4015	0.5032	0.7414	0.9350	0.0834	0.3838	0.0	0.8537	0.7514	0.5153	0.6864	0.0821	0.2828	0.0	0.6919	0.5665	0.5011
0.7828	0.76	280	0.7064	0.4645	0.5823	0.7789	0.8782	0.1966	0.8202	0.0	0.9030	0.7815	0.4968	0.7609	0.1911	0.5326	0.0	0.6956	0.5829	0.4883
0.6092	0.81	300	0.7097	0.5114	0.6268	0.7947	0.9039	0.5025	0.7176	0.0	0.8930	0.8421	0.5283	0.7870	0.4181	0.5706	0.0	0.6882	0.6010	0.5149
1.7916	0.86	320	0.6693	0.5099	0.6222	0.7982	0.9064	0.4097	0.8063	0.0	0.8941	0.8109	0.5281	0.7762	0.3720	0.5858	0.0	0.7113	0.6113	0.5130
0.7345	0.92	340	0.6743	0.5055	0.6143	0.7979	0.9100	0.3940	0.7794	0.0	0.9127	0.8028	0.5009	0.7780	0.3587	0.6001	0.0	0.7140	0.5964	0.4915
0.637	0.97	360	0.6245	0.5222	0.6306	0.8067	0.9141	0.4131	0.7853	0.0	0.8914	0.8234	0.5870	0.7888	0.3803	0.6094	0.0	0.7178	0.6178	0.5414
0.8406	1.03	380	0.6479	0.5206	0.6254	0.8043	0.9103	0.4757	0.7567	0.0	0.9263	0.7775	0.5312	0.7995	0.4132	0.6059	0.0	0.7047	0.6121	0.5091
0.9531	1.08	400	0.6132	0.5323	0.6444	0.8113	0.9146	0.5178	0.8316	0.0	0.9081	0.8024	0.5364	0.8080	0.4352	0.6308	0.0	0.7162	0.6211	0.5151
0.6297	1.14	420	0.6529	0.5191	0.6509	0.7944	0.9257	0.5420	0.8718	0.0	0.7996	0.8808	0.5366	0.7799	0.4613	0.5873	0.0	0.6893	0.6036	0.5119
0.4527	1.19	440	0.6055	0.5393	0.6617	0.8136	0.9146	0.5618	0.8581	0.0	0.8712	0.8413	0.5852	0.8082	0.4572	0.6102	0.0	0.7232	0.6275	0.5490
0.3314	1.24	460	0.6061	0.5426	0.6457	0.8187	0.9256	0.4963	0.7948	0.0	0.9067	0.7824	0.6142	0.8083	0.4497	0.6202	0.0	0.7307	0.6162	0.5734
0.5344	1.3	480	0.6365	0.5289	0.6559	0.8089	0.9062	0.5875	0.8884	0.0	0.8953	0.7999	0.5137	0.8089	0.4373	0.6093	0.0	0.7265	0.6329	0.4873
1.0977	1.35	500	0.6129	0.5325	0.6456	0.8098	0.9402	0.6061	0.7829	0.0	0.8902	0.7751	0.5248	0.7957	0.4603	0.6199	0.0	0.7236	0.6247	0.5035
0.5028	1.41	520	0.6530	0.5303	0.6531	0.8049	0.9023	0.6113	0.7989	0.0	0.8993	0.8574	0.5029	0.8103	0.4972	0.6195	0.0	0.7036	0.5900	0.4914
0.4093	1.46	540	0.6043	0.5327	0.6330	0.8096	0.9220	0.5348	0.7972	0.0	0.9261	0.7064	0.5442	0.8086	0.4678	0.6166	0.0	0.7056	0.6094	0.5207
0.4392	1.51	560	0.5532	0.5729	0.6868	0.8318	0.9135	0.6389	0.8304	0.0	0.8862	0.8367	0.7019	0.8082	0.5218	0.6223	0.0	0.7509	0.6559	0.6515
0.4156	1.57	580	0.5921	0.5594	0.6634	0.8223	0.9162	0.6216	0.8008	0.0	0.9240	0.8058	0.5757	0.8100	0.5296	0.6424	0.0	0.7249	0.6494	0.5593
0.5817	1.62	600	0.6145	0.5603	0.6917	0.8233	0.9267	0.7580	0.8471	0.0	0.8722	0.8801	0.5577	0.8163	0.5487	0.6300	0.0	0.7402	0.6417	0.5450
0.3551	1.68	620	0.5390	0.5859	0.7156	0.8361	0.9135	0.8256	0.8467	0.0	0.8715	0.8494	0.7025	0.8289	0.5863	0.6466	0.0	0.7419	0.6485	0.6492
0.453	1.73	640	0.5088	0.5999	0.7029	0.8466	0.9237	0.7069	0.8011	0.0	0.9102	0.8441	0.7345	0.8305	0.5881	0.6650	0.0	0.7576	0.6760	0.6822
1.2453	1.78	660	0.5524	0.5847	0.6951	0.8369	0.9104	0.6767	0.8362	0.0	0.9038	0.8516	0.6871	0.8318	0.5614	0.6554	0.0	0.7336	0.6489	0.6621
0.7462	1.84	680	0.5106	0.6009	0.7035	0.8458	0.9255	0.7246	0.8720	0.0	0.9117	0.7932	0.6975	0.8210	0.6033	0.6703	0.0	0.7621	0.6712	0.6782
0.5394	1.89	700	0.5511	0.6024	0.7181	0.8431	0.8944	0.7458	0.8676	0.0002	0.8938	0.8785	0.7462	0.8143	0.6177	0.6510	0.0002	0.7569	0.6770	0.7000
0.687	1.95	720	0.5729	0.5931	0.7128	0.8334	0.8541	0.7522	0.8466	0.0	0.8989	0.8057	0.8324	0.7866	0.6072	0.6188	0.0	0.7447	0.6640	0.7302
1.8817	2.0	740	0.5696	0.5922	0.7055	0.8409	0.9274	0.7567	0.7970	0.0004	0.8907	0.8681	0.6980	0.8139	0.5882	0.6528	0.0004	0.7629	0.6662	0.6612
0.3863	2.05	760	0.5317	0.5858	0.6944	0.8390	0.9085	0.7019	0.8568	0.0004	0.9237	0.7845	0.6850	0.8275	0.5633	0.6667	0.0004	0.7480	0.6380	0.6568
0.4857	2.11	780	0.5299	0.5867	0.7092	0.8366	0.8941	0.7602	0.8367	0.0113	0.9016	0.8441	0.7162	0.8195	0.5735	0.6947	0.0113	0.7573	0.6176	0.6331
0.4574	2.16	800	0.4897	0.6125	0.7202	0.8538	0.9369	0.7566	0.8603	0.0110	0.8903	0.8365	0.7495	0.8322	0.5830	0.7061	0.0110	0.7690	0.6780	0.7082
1.2893	2.22	820	0.4904	0.6083	0.7060	0.8501	0.9106	0.7215	0.7903	0.0066	0.9298	0.7943	0.7891	0.8376	0.5719	0.7046	0.0066	0.7425	0.6604	0.7342
0.3318	2.27	840	0.5034	0.6084	0.7443	0.8465	0.9073	0.8481	0.9087	0.0175	0.8324	0.8653	0.8304	0.8301	0.6099	0.6466	0.0175	0.7525	0.6664	0.7359
0.7274	2.32	860	0.5037	0.6095	0.7283	0.8495	0.9094	0.7908	0.8544	0.0246	0.8896	0.8579	0.7715	0.8239	0.6145	0.6409	0.0246	0.7778	0.6544	0.7302
0.2701	2.38	880	0.4549	0.6217	0.7399	0.8567	0.9149	0.8438	0.8606	0.0327	0.8966	0.8430	0.7875	0.8370	0.6066	0.6989	0.0327	0.7736	0.6696	0.7338
0.7689	2.43	900	0.4638	0.6372	0.7440	0.8630	0.9084	0.8053	0.8739	0.0723	0.9211	0.8214	0.8054	0.8440	0.6305	0.6970	0.0723	0.7779	0.6641	0.7749
0.9057	2.49	920	0.4861	0.6244	0.7361	0.8576	0.9113	0.7860	0.8618	0.0268	0.8999	0.8763	0.7906	0.8372	0.6200	0.6959	0.0268	0.7706	0.6673	0.7534
0.4402	2.54	940	0.4684	0.6285	0.7347	0.8587	0.9232	0.8211	0.8214	0.0369	0.8997	0.8182	0.8225	0.8471	0.6360	0.7181	0.0369	0.7598	0.6635	0.7384
0.5323	2.59	960	0.5211	0.6238	0.7290	0.8542	0.9292	0.7797	0.8183	0.0548	0.8885	0.8458	0.7864	0.8261	0.6093	0.6929	0.0548	0.7610	0.6825	0.7401
0.3023	2.65	980	0.5354	0.6030	0.7154	0.8478	0.9187	0.7808	0.8493	0.0235	0.9198	0.8300	0.6854	0.8381	0.5942	0.6901	0.0235	0.7623	0.6448	0.6679
0.4543	2.7	1000	0.5198	0.6117	0.7449	0.8484	0.9163	0.8640	0.8625	0.0540	0.8592	0.9093	0.7492	0.8439	0.6254	0.6749	0.0539	0.7631	0.6250	0.6962
0.3895	2.76	1020	0.5174	0.6274	0.7447	0.8562	0.9323	0.8145	0.8672	0.0671	0.8619	0.8897	0.7806	0.8467	0.6486	0.6881	0.0670	0.7666	0.6495	0.7251
0.2782	2.81	1040	0.4946	0.6339	0.7520	0.8574	0.9124	0.8106	0.8587	0.0948	0.8764	0.9153	0.7958	0.8325	0.6386	0.6997	0.0946	0.7773	0.6642	0.7307
0.4942	2.86	1060	0.5120	0.6234	0.7283	0.8505	0.9292	0.8251	0.8523	0.0801	0.9149	0.8401	0.6565	0.8105	0.6503	0.7118	0.0797	0.7799	0.6880	0.6436
0.4381	2.92	1080	0.4983	0.6212	0.7341	0.8497	0.9364	0.8388	0.8506	0.1094	0.8976	0.8516	0.6543	0.8150	0.6122	0.7030	0.1088	0.7781	0.6929	0.6383
0.3068	2.97	1100	0.4810	0.6381	0.7514	0.8591	0.9265	0.8078	0.9013	0.0818	0.8630	0.8842	0.7953	0.8313	0.6523	0.7002	0.0815	0.7721	0.6849	0.7446
0.359	3.03	1120	0.4442	0.6598	0.7630	0.8697	0.9335	0.8282	0.8824	0.1721	0.9068	0.8465	0.7713	0.8409	0.6478	0.7214	0.1701	0.7973	0.6896	0.7517
0.9712	3.08	1140	0.4595	0.6490	0.7589	0.8595	0.9024	0.7823	0.8386	0.1947	0.8985	0.8891	0.8066	0.8274	0.6393	0.6980	0.1919	0.7811	0.6527	0.7527
0.9749	3.14	1160	0.4557	0.6531	0.7585	0.8647	0.9180	0.8494	0.8345	0.1702	0.9225	0.8509	0.7639	0.8341	0.6295	0.7190	0.1675	0.7838	0.6935	0.7446
0.2994	3.19	1180	0.4756	0.6362	0.7491	0.8622	0.9186	0.8165	0.8692	0.0591	0.8875	0.8784	0.8145	0.8459	0.6472	0.6854	0.0587	0.7768	0.6755	0.7638
0.2181	3.24	1200	0.4904	0.6266	0.7280	0.8585	0.9324	0.7221	0.8585	0.0592	0.9003	0.8704	0.7530	0.8398	0.6149	0.6996	0.0563	0.7772	0.6744	0.7238
0.5907	3.3	1220	0.5001	0.6422	0.7463	0.8642	0.9217	0.7183	0.8707	0.1054	0.8825	0.8751	0.8503	0.8427	0.6143	0.7039	0.1013	0.7779	0.6731	0.7825
0.3174	3.35	1240	0.4629	0.6486	0.7537	0.8596	0.9221	0.8126	0.8176	0.2011	0.9011	0.8308	0.7909	0.8320	0.6382	0.6930	0.1973	0.7762	0.6748	0.7287
0.9913	3.41	1260	0.5059	0.6454	0.7423	0.8616	0.9192	0.7211	0.8417	0.1734	0.9158	0.8354	0.7898	0.8376	0.6134	0.6851	0.1673	0.7757	0.6847	0.7541
0.594	3.46	1280	0.4978	0.6499	0.7564	0.8641	0.9234	0.7176	0.8996	0.1993	0.8755	0.8285	0.8510	0.8385	0.5961	0.6907	0.1834	0.7839	0.6827	0.7742
0.3606	3.51	1300	0.4553	0.6745	0.7827	0.8730	0.9278	0.8154	0.8644	0.2862	0.8900	0.8579	0.8372	0.8536	0.6281	0.7173	0.2693	0.7924	0.6784	0.7821
0.2496	3.57	1320	0.4779	0.6537	0.7524	0.8650	0.9381	0.7943	0.8497	0.2063	0.9145	0.8173	0.7467	0.8372	0.6416	0.7134	0.2002	0.7955	0.6703	0.7176
0.4585	3.62	1340	0.4831	0.6602	0.7539	0.8677	0.9365	0.7896	0.8694	0.2350	0.9203	0.7235	0.8029	0.8464	0.6458	0.7212	0.2264	0.7868	0.6337	0.7611
0.3049	3.68	1360	0.4651	0.6745	0.7803	0.8699	0.9383	0.8015	0.8047	0.3400	0.8881	0.8867	0.8027	0.8571	0.6454	0.7250	0.3120	0.7901	0.6405	0.7512
0.8292	3.73	1380	0.4662	0.6804	0.7807	0.8739	0.9435	0.7807	0.8659	0.3394	0.8889	0.8257	0.8207	0.8536	0.6421	0.7443	0.3049	0.7961	0.6561	0.7661
0.3299	3.78	1400	0.4314	0.6869	0.7926	0.8747	0.9229	0.7418	0.8517	0.4578	0.9058	0.8336	0.8349	0.8604	0.6217	0.7513	0.3634	0.7984	0.6544	0.7589
0.2797	3.84	1420	0.4894	0.6547	0.7635	0.8597	0.9276	0.7365	0.8303	0.3512	0.9020	0.8735	0.7233	0.8455	0.6126	0.7413	0.2852	0.7865	0.6307	0.6810
0.4773	3.89	1440	0.4983	0.6631	0.7652	0.8687	0.9388	0.8061	0.8921	0.2478	0.9071	0.8083	0.7560	0.8528	0.6477	0.7304	0.2323	0.7924	0.6646	0.7211
1.1257	3.95	1460	0.4759	0.6409	0.7308	0.8658	0.9443	0.7182	0.8320	0.1004	0.9206	0.8346	0.7656	0.8452	0.6081	0.7408	0.0951	0.7865	0.6783	0.7324
0.4146	4.0	1480	0.4447	0.6743	0.7708	0.8730	0.9185	0.7105	0.8995	0.3146	0.9137	0.7890	0.8495	0.8499	0.6032	0.7433	0.2770	0.7908	0.6761	0.7800
0.247	4.05	1500	0.4617	0.6677	0.7749	0.8645	0.9282	0.7519	0.8744	0.3599	0.8824	0.8310	0.7966	0.8370	0.6169	0.7111	0.3129	0.7859	0.6736	0.7364
0.2868	4.11	1520	0.4976	0.6640	0.7671	0.8623	0.9411	0.7546	0.8310	0.3615	0.8860	0.8316	0.7639	0.8324	0.6275	0.7132	0.3215	0.7919	0.6548	0.7071
0.4645	4.16	1540	0.4701	0.6657	0.7674	0.8686	0.9253	0.7647	0.8576	0.2678	0.9047	0.8506	0.8010	0.8455	0.6336	0.7184	0.2481	0.7931	0.6830	0.7384
0.3623	4.22	1560	0.4887	0.6773	0.7871	0.8734	0.9318	0.8109	0.8683	0.3052	0.8794	0.8817	0.8324	0.8523	0.6352	0.7358	0.2812	0.7979	0.6737	0.7650
0.8344	4.27	1580	0.4911	0.6732	0.7857	0.8728	0.9205	0.8140	0.8770	0.2531	0.8766	0.9037	0.8552	0.8564	0.6502	0.7171	0.2384	0.7906	0.6723	0.7875
0.1409	4.32	1600	0.4735	0.6764	0.7763	0.8757	0.9316	0.8224	0.8617	0.2534	0.9103	0.8249	0.8299	0.8535	0.6488	0.7286	0.2430	0.8013	0.6948	0.7645
0.4398	4.38	1620	0.4830	0.6820	0.7941	0.8709	0.9065	0.7114	0.8315	0.5040	0.9072	0.8489	0.8494	0.8530	0.5943	0.7336	0.3566	0.7883	0.6695	0.7789
0.3379	4.43	1640	0.4664	0.6838	0.7842	0.8749	0.9217	0.6983	0.8737	0.4312	0.9116	0.8084	0.8444	0.8576	0.5941	0.7437	0.3459	0.7933	0.6760	0.7760
0.2342	4.49	1660	0.4703	0.6771	0.7869	0.8721	0.9355	0.7352	0.8944	0.4283	0.8918	0.8368	0.7864	0.8629	0.5971	0.7208	0.3525	0.7961	0.6644	0.7461
0.148	4.54	1680	0.5671	0.6553	0.7752	0.8594	0.9377	0.7633	0.8931	0.3852	0.8725	0.8710	0.7036	0.8569	0.6201	0.7142	0.3288	0.7899	0.6168	0.6603
0.202	4.59	1700	0.5108	0.6819	0.7964	0.8695	0.9365	0.7900	0.8888	0.4566	0.8726	0.8431	0.7876	0.8467	0.6424	0.7405	0.3440	0.7963	0.6810	0.7222
0.2107	4.65	1720	0.4934	0.6838	0.7900	0.8730	0.9253	0.7301	0.8546	0.4374	0.8957	0.8634	0.8239	0.8512	0.5960	0.7502	0.3568	0.7942	0.6805	0.7574
0.5085	4.7	1740	0.5234	0.6806	0.7843	0.8705	0.9371	0.7440	0.8956	0.3814	0.8739	0.8448	0.8133	0.8413	0.6311	0.7240	0.3318	0.7942	0.6990	0.7432
0.3162	4.76	1760	0.5976	0.6440	0.7734	0.8483	0.9272	0.7952	0.9161	0.3980	0.8581	0.8645	0.6544	0.8406	0.6433	0.7053	0.3131	0.7712	0.6232	0.6116
0.4468	4.81	1780	0.5528	0.6616	0.7922	0.8563	0.9287	0.7599	0.8737	0.5399	0.8717	0.9086	0.6627	0.8518	0.6196	0.7356	0.3876	0.7842	0.6112	0.6411
0.2914	4.86	1800	0.4448	0.6855	0.8009	0.8731	0.9382	0.7935	0.8643	0.4820	0.8858	0.8662	0.7763	0.8616	0.6218	0.7468	0.3700	0.7976	0.6694	0.7314
0.3376	4.92	1820	0.4391	0.6927	0.7955	0.8774	0.9252	0.7407	0.8542	0.4768	0.9156	0.8381	0.8182	0.8606	0.6084	0.7608	0.3708	0.7959	0.6706	0.7822
0.3751	4.97	1840	0.4395	0.7040	0.8084	0.8803	0.9272	0.7596	0.8446	0.4874	0.8938	0.9010	0.8449	0.8613	0.6312	0.7617	0.3956	0.7935	0.6819	0.8028
0.178	5.03	1860	0.4407	0.6937	0.8031	0.8773	0.9406	0.7685	0.8876	0.4798	0.8827	0.8525	0.8103	0.8658	0.6382	0.7346	0.3686	0.7968	0.6835	0.7681
0.3075	5.08	1880	0.4485	0.6878	0.7883	0.8770	0.9411	0.6814	0.8326	0.5002	0.9071	0.8429	0.8130	0.8644	0.5854	0.7454	0.3662	0.7967	0.6784	0.7783
0.3155	5.14	1900	0.4399	0.6962	0.8050	0.8761	0.9352	0.8200	0.8642	0.4813	0.8897	0.8217	0.8226	0.8543	0.6421	0.7495	0.3825	0.7953	0.6951	0.7549
0.2081	5.19	1920	0.4378	0.7054	0.8064	0.8827	0.9331	0.8320	0.8833	0.4178	0.9041	0.8469	0.8278	0.8627	0.6702	0.7516	0.3508	0.7990	0.7127	0.7910
0.4906	5.24	1940	0.4397	0.7017	0.8146	0.8772	0.9188	0.8495	0.8683	0.4437	0.8827	0.8972	0.8419	0.8578	0.6533	0.7541	0.3838	0.7843	0.7012	0.7773
0.1855	5.3	1960	0.4616	0.6914	0.8004	0.8745	0.9245	0.7732	0.8977	0.4276	0.8822	0.8784	0.8191	0.8531	0.6409	0.7521	0.3624	0.7931	0.6883	0.7500
0.3019	5.35	1980	0.4658	0.6902	0.7901	0.8740	0.9221	0.7511	0.8538	0.4708	0.9197	0.7969	0.8167	0.8518	0.6226	0.7643	0.3793	0.7932	0.6694	0.7510
0.2349	5.41	2000	0.4969	0.6752	0.7835	0.8682	0.9260	0.7555	0.8678	0.4031	0.8963	0.8608	0.7746	0.8603	0.6412	0.7587	0.3488	0.7958	0.6117	0.7098
0.6845	5.46	2020	0.4809	0.6869	0.8029	0.8713	0.9326	0.8102	0.8850	0.4438	0.8600	0.8531	0.8357	0.8624	0.6586	0.7590	0.3593	0.7824	0.6246	0.7619
0.1687	5.51	2040	0.4282	0.7010	0.8068	0.8790	0.9320	0.8177	0.8642	0.4669	0.9015	0.8591	0.8059	0.8592	0.6517	0.7646	0.3818	0.7980	0.6817	0.7702
0.3555	5.57	2060	0.4627	0.6923	0.7981	0.8755	0.9458	0.7103	0.8504	0.5134	0.8782	0.8827	0.8058	0.8554	0.6083	0.7531	0.3919	0.7967	0.6811	0.7593
0.3006	5.62	2080	0.4758	0.6888	0.8039	0.8736	0.9239	0.7116	0.8500	0.5832	0.8970	0.8409	0.8206	0.8595	0.5948	0.7377	0.3947	0.7952	0.6844	0.7553
0.1909	5.68	2100	0.5164	0.6708	0.7887	0.8634	0.9366	0.7535	0.8412	0.5040	0.8853	0.8875	0.7126	0.8649	0.6044	0.7471	0.3775	0.7730	0.6505	0.6781
0.1298	5.73	2120	0.4719	0.6907	0.8048	0.8754	0.9197	0.7386	0.8630	0.5636	0.9034	0.7945	0.8508	0.8587	0.5945	0.7715	0.3663	0.7952	0.6657	0.7833
0.4167	5.78	2140	0.4801	0.6937	0.8060	0.8764	0.9225	0.7367	0.8686	0.5372	0.8945	0.8355	0.8471	0.8622	0.6013	0.7672	0.3903	0.7943	0.6654	0.7749
0.1717	5.84	2160	0.5276	0.6703	0.7827	0.8624	0.9348	0.7363	0.8846	0.4353	0.8702	0.8796	0.7382	0.8528	0.6274	0.7190	0.3811	0.7778	0.6236	0.7102
0.2303	5.89	2180	0.4999	0.6868	0.7950	0.8726	0.9112	0.7915	0.8782	0.4238	0.9146	0.8532	0.7925	0.8551	0.6426	0.7221	0.3567	0.7900	0.6791	0.7622
0.3475	5.95	2200	0.4783	0.6961	0.8122	0.8730	0.9255	0.8479	0.8630	0.5174	0.8952	0.8707	0.7654	0.8586	0.6580	0.7578	0.3956	0.7845	0.6948	0.7237
0.3662	6.0	2220	0.5238	0.6894	0.7961	0.8685	0.9335	0.8246	0.8653	0.4771	0.8993	0.8467	0.7261	0.8543	0.6671	0.7621	0.3943	0.7742	0.6805	0.6932
0.318	6.05	2240	0.4639	0.7007	0.8073	0.8766	0.9228	0.8070	0.8638	0.4879	0.9013	0.8522	0.8162	0.8630	0.6605	0.7610	0.3921	0.7846	0.6852	0.7586
0.2406	6.11	2260	0.4532	0.7060	0.8107	0.8807	0.9294	0.8086	0.8812	0.4703	0.8904	0.8375	0.8575	0.8600	0.6627	0.7584	0.3876	0.7963	0.6931	0.7843
0.2521	6.16	2280	0.5303	0.6836	0.8013	0.8649	0.9314	0.7973	0.8723	0.5140	0.8745	0.8990	0.7206	0.8617	0.6634	0.7422	0.3974	0.7653	0.6672	0.6877
0.3682	6.22	2300	0.4872	0.6991	0.8096	0.8769	0.9385	0.8007	0.8556	0.5189	0.8812	0.8445	0.8276	0.8604	0.6454	0.7445	0.3880	0.7897	0.6958	0.7700
0.2375	6.27	2320	0.5122	0.7005	0.8031	0.8764	0.9361	0.7812	0.8391	0.5068	0.8956	0.8495	0.8133	0.8528	0.6484	0.7545	0.4079	0.7950	0.6965	0.7482
0.2016	6.32	2340	0.5179	0.6681	0.7813	0.8652	0.9287	0.8025	0.9013	0.3811	0.9038	0.8525	0.6991	0.8573	0.6532	0.7251	0.3362	0.7960	0.6402	0.6690
0.3004	6.38	2360	0.5304	0.6753	0.7917	0.8656	0.9263	0.8587	0.8450	0.4287	0.9053	0.8642	0.7137	0.8554	0.6586	0.7352	0.3698	0.7921	0.6325	0.6834
0.2964	6.43	2380	0.4926	0.7003	0.8086	0.8749	0.9319	0.8082	0.8491	0.5135	0.8856	0.8568	0.8154	0.8478	0.6560	0.7508	0.4095	0.7935	0.6932	0.7513
0.3581	6.49	2400	0.4978	0.7056	0.8147	0.8789	0.9219	0.8106	0.8758	0.4859	0.8868	0.8750	0.8467	0.8554	0.6623	0.7478	0.4092	0.7976	0.6903	0.7767
0.2314	6.54	2420	0.5135	0.7069	0.8124	0.8806	0.9216	0.8201	0.8698	0.4748	0.8957	0.8311	0.8739	0.8529	0.6531	0.7548	0.3895	0.7970	0.7054	0.7959
0.2579	6.59	2440	0.5198	0.7065	0.8177	0.8774	0.9268	0.8008	0.8579	0.5449	0.8749	0.8501	0.8685	0.8587	0.6586	0.7613	0.4115	0.7841	0.7070	0.7645
0.2868	6.65	2460	0.4945	0.7088	0.8165	0.8816	0.9211	0.7457	0.8820	0.5451	0.8926	0.8669	0.8625	0.8590	0.6359	0.7593	0.4065	0.7987	0.7092	0.7932
0.1662	6.7	2480	0.5108	0.6747	0.7882	0.8665	0.9180	0.7134	0.8785	0.4941	0.8982	0.8366	0.7787	0.8438	0.5949	0.7428	0.3568	0.7933	0.6736	0.7176
0.4887	6.76	2500	0.5402	0.6787	0.7846	0.8676	0.9325	0.7387	0.8802	0.4523	0.8937	0.8354	0.7598	0.8441	0.6263	0.7582	0.3668	0.7947	0.6628	0.6979
0.2958	6.81	2520	0.5463	0.6879	0.8021	0.8693	0.9166	0.7788	0.8735	0.4952	0.8866	0.8606	0.8033	0.8506	0.6427	0.7519	0.3907	0.7843	0.6571	0.7384
0.1797	6.86	2540	0.5422	0.6755	0.7921	0.8630	0.9257	0.8059	0.8971	0.4600	0.8825	0.8415	0.7323	0.8440	0.6593	0.7343	0.3841	0.7896	0.6389	0.6784
0.3753	6.92	2560	0.5063	0.6908	0.8078	0.8715	0.9315	0.8338	0.8600	0.5039	0.8815	0.8582	0.7853	0.8502	0.6637	0.7301	0.3682	0.7913	0.6859	0.7463
0.2522	6.97	2580	0.5076	0.7051	0.8176	0.8795	0.9245	0.8097	0.8640	0.5244	0.8831	0.8414	0.8761	0.8574	0.6570	0.7438	0.3786	0.7951	0.7094	0.7947
0.1963	7.03	2600	0.5412	0.6953	0.8033	0.8755	0.9257	0.8008	0.8806	0.4512	0.8876	0.8389	0.8382	0.8524	0.6578	0.7383	0.3740	0.7959	0.6813	0.7676
0.2533	7.08	2620	0.5306	0.6941	0.8020	0.8749	0.9250	0.8002	0.8596	0.4599	0.8929	0.8457	0.8310	0.8526	0.6567	0.7543	0.3649	0.7948	0.6773	0.7584
0.5541	7.14	2640	0.4998	0.6890	0.8018	0.8720	0.9232	0.7654	0.8556	0.5372	0.8919	0.7927	0.8463	0.8573	0.6352	0.7635	0.3538	0.7833	0.6576	0.7724
0.0754	7.19	2660	0.5106	0.6958	0.8093	0.8759	0.9283	0.8220	0.8579	0.4752	0.8801	0.8556	0.8459	0.8570	0.6494	0.7530	0.3634	0.7918	0.6893	0.7669
0.2814	7.24	2680	0.4975	0.6984	0.8098	0.8768	0.9245	0.8033	0.8694	0.4664	0.8791	0.8741	0.8522	0.8568	0.6600	0.7555	0.3510	0.7891	0.6977	0.7788
0.2554	7.3	2700	0.5054	0.7003	0.8036	0.8779	0.9225	0.8051	0.8610	0.4625	0.9101	0.8438	0.8204	0.8561	0.6545	0.7509	0.3953	0.7986	0.6869	0.7602
0.3146	7.35	2720	0.5127	0.6946	0.7991	0.8764	0.9263	0.7836	0.8618	0.4574	0.9023	0.8321	0.8299	0.8564	0.6548	0.7525	0.3664	0.7994	0.6725	0.7600
0.2087	7.41	2740	0.5040	0.6965	0.8015	0.8755	0.9326	0.7905	0.8362	0.4804	0.8916	0.8476	0.8315	0.8541	0.6544	0.7533	0.3868	0.7943	0.6721	0.7607
0.1496	7.46	2760	0.5244	0.6893	0.7867	0.8743	0.9272	0.7775	0.8650	0.4209	0.9172	0.7854	0.8139	0.8556	0.6555	0.7573	0.3754	0.7983	0.6397	0.7434
0.3823	7.51	2780	0.5747	0.6768	0.7897	0.8643	0.9148	0.7911	0.8751	0.4695	0.9054	0.8193	0.7525	0.8540	0.6638	0.7402	0.3878	0.7889	0.6162	0.6866
0.2446	7.57	2800	0.6275	0.6678	0.7875	0.8619	0.9218	0.7070	0.8815	0.5210	0.8876	0.8579	0.7355	0.8564	0.6162	0.7259	0.3794	0.7888	0.6316	0.6763
0.2835	7.62	2820	0.5051	0.6959	0.8041	0.8762	0.9263	0.8025	0.8453	0.5165	0.9079	0.7984	0.8319	0.8567	0.6381	0.7513	0.3942	0.7988	0.6717	0.7606
0.2461	7.68	2840	0.4727	0.7052	0.8061	0.8823	0.9331	0.7872	0.8752	0.4974	0.9138	0.8080	0.8281	0.8625	0.6577	0.7555	0.3805	0.8062	0.6868	0.7876
1.5004	7.73	2860	0.4791	0.7056	0.8100	0.8830	0.9410	0.8027	0.8831	0.4808	0.8950	0.8375	0.8298	0.8652	0.6591	0.7512	0.3775	0.8080	0.6986	0.7794
0.1986	7.78	2880	0.5078	0.6965	0.7987	0.8790	0.9429	0.7843	0.8732	0.4093	0.8797	0.8623	0.8391	0.8571	0.6569	0.7405	0.3438	0.7997	0.6984	0.7788
0.2339	7.84	2900	0.5000	0.7044	0.8077	0.8810	0.9319	0.7377	0.8550	0.5302	0.9025	0.8697	0.8269	0.8614	0.6325	0.7542	0.4047	0.8033	0.6984	0.7766
0.0837	7.89	2920	0.5007	0.6982	0.8144	0.8763	0.9253	0.7582	0.8479	0.6030	0.8950	0.8469	0.8248	0.8550	0.6169	0.7484	0.4139	0.8027	0.6928	0.7577
1.3492	7.95	2940	0.5037	0.7013	0.8103	0.8780	0.9140	0.7773	0.8419	0.5456	0.9124	0.8252	0.8556	0.8571	0.6288	0.7564	0.4051	0.7975	0.6892	0.7750
0.1609	8.0	2960	0.5388	0.6951	0.8070	0.8771	0.9309	0.7180	0.8600	0.5458	0.8846	0.8751	0.8346	0.8616	0.6048	0.7611	0.3913	0.7982	0.6846	0.7640
0.1974	8.05	2980	0.5616	0.6876	0.7942	0.8735	0.9369	0.7196	0.8774	0.4704	0.8778	0.8559	0.8217	0.8551	0.6205	0.7453	0.3603	0.7912	0.6828	0.7575
0.3758	8.11	3000	0.5371	0.6905	0.7959	0.8751	0.9300	0.7476	0.8519	0.4906	0.9060	0.8422	0.8033	0.8609	0.6354	0.7528	0.3878	0.8035	0.6576	0.7357
0.3258	8.16	3020	0.5377	0.7041	0.8142	0.8800	0.9247	0.8074	0.8684	0.4980	0.8955	0.8712	0.8341	0.8620	0.6547	0.7613	0.4021	0.8047	0.6799	0.7639
0.6562	8.22	3040	0.5174	0.6983	0.8014	0.8770	0.9314	0.7726	0.8735	0.5109	0.9061	0.7972	0.8180	0.8600	0.6557	0.7687	0.3960	0.7985	0.6545	0.7546
0.1986	8.27	3060	0.4938	0.6974	0.8105	0.8764	0.9298	0.8153	0.8806	0.5178	0.8897	0.8100	0.8299	0.8614	0.6635	0.7664	0.3697	0.7956	0.6648	0.7607
0.2218	8.32	3080	0.4929	0.6988	0.8076	0.8781	0.9372	0.8038	0.8684	0.4851	0.8902	0.8650	0.8035	0.8626	0.6487	0.7563	0.4011	0.8030	0.6678	0.7521
0.181	8.38	3100	0.4854	0.7063	0.8118	0.8812	0.9257	0.7996	0.8745	0.5019	0.8993	0.8189	0.8630	0.8637	0.6552	0.7577	0.4015	0.7980	0.6787	0.7892
0.204	8.43	3120	0.4932	0.7113	0.8182	0.8835	0.9217	0.7920	0.8898	0.5004	0.8925	0.8545	0.8763	0.8663	0.6615	0.7517	0.3951	0.7976	0.7067	0.8001
0.5453	8.49	3140	0.4829	0.7143	0.8229	0.8869	0.9246	0.8194	0.8835	0.5282	0.9107	0.8404	0.8534	0.8713	0.6598	0.7619	0.3889	0.8103	0.6973	0.8106
0.2292	8.54	3160	0.5237	0.7038	0.8241	0.8793	0.9210	0.8151	0.8620	0.5617	0.8857	0.8758	0.8471	0.8655	0.6544	0.7576	0.3918	0.8016	0.6845	0.7710
0.1385	8.59	3180	0.5481	0.6862	0.8014	0.8701	0.9265	0.7939	0.8747	0.5152	0.8964	0.8391	0.7637	0.8588	0.6542	0.7545	0.3946	0.7982	0.6452	0.6975
0.1635	8.65	3200	0.5343	0.6881	0.7996	0.8714	0.9318	0.8101	0.8753	0.4698	0.8906	0.8485	0.7714	0.8524	0.6505	0.7575	0.3919	0.7995	0.6584	0.7066
0.4739	8.7	3220	0.5714	0.6824	0.7937	0.8679	0.9211	0.7951	0.8765	0.4737	0.9050	0.8307	0.7536	0.8483	0.6485	0.7458	0.3918	0.7968	0.6535	0.6920
0.0793	8.76	3240	0.5943	0.6928	0.8056	0.8730	0.9282	0.8230	0.8639	0.4809	0.8898	0.8667	0.7871	0.8574	0.6578	0.7553	0.4043	0.7971	0.6536	0.7243
0.457	8.81	3260	0.5463	0.6962	0.8103	0.8747	0.9296	0.8083	0.8663	0.5222	0.8885	0.8611	0.7962	0.8615	0.6589	0.7576	0.4144	0.8003	0.6528	0.7283
0.1746	8.86	3280	0.5066	0.7015	0.8137	0.8776	0.9288	0.8112	0.8883	0.5120	0.8900	0.8623	0.8032	0.8597	0.6556	0.7580	0.4177	0.8038	0.6769	0.7386
0.1672	8.92	3300	0.4937	0.7096	0.8195	0.8820	0.9303	0.8124	0.8993	0.5266	0.8841	0.8154	0.8682	0.8624	0.6627	0.7619	0.3900	0.7968	0.6986	0.7950
0.2551	8.97	3320	0.4960	0.7167	0.8159	0.8871	0.9345	0.7941	0.8738	0.4865	0.8973	0.8495	0.8758	0.8699	0.6624	0.7631	0.4167	0.8062	0.7013	0.7974
0.2257	9.03	3340	0.4759	0.7055	0.8053	0.8823	0.9389	0.7972	0.8856	0.4653	0.9050	0.8305	0.8146	0.8699	0.6631	0.7645	0.4127	0.8071	0.6584	0.7628
0.1426	9.08	3360	0.5225	0.7002	0.8077	0.8786	0.9387	0.8276	0.8668	0.4760	0.9021	0.8812	0.7617	0.8689	0.6713	0.7618	0.4178	0.8108	0.6443	0.7265
0.3053	9.14	3380	0.5660	0.6966	0.8077	0.8762	0.9376	0.8388	0.8694	0.5149	0.9038	0.8209	0.7682	0.8671	0.6636	0.7515	0.4205	0.8039	0.6474	0.7219
0.1548	9.19	3400	0.5813	0.6893	0.8127	0.8702	0.9234	0.8438	0.8660	0.5554	0.8943	0.8522	0.7538	0.8627	0.6629	0.7515	0.4097	0.7951	0.6362	0.7066
0.1211	9.24	3420	0.5769	0.6932	0.8118	0.8727	0.9283	0.8104	0.8924	0.5413	0.8906	0.8706	0.7492	0.8634	0.6655	0.7570	0.4123	0.7995	0.6412	0.7131
0.3147	9.3	3440	0.5796	0.6837	0.7944	0.8694	0.9430	0.8004	0.8910	0.4942	0.8914	0.7999	0.7407	0.8596	0.6598	0.7527	0.3965	0.7944	0.6143	0.7083
0.1144	9.35	3460	0.5141	0.7011	0.8072	0.8787	0.9328	0.8200	0.8415	0.5128	0.9064	0.8054	0.8311	0.8622	0.6524	0.7557	0.4135	0.8022	0.6547	0.7668
0.1403	9.41	3480	0.5173	0.6984	0.8031	0.8770	0.9355	0.7785	0.8427	0.5184	0.8989	0.8227	0.8251	0.8596	0.6557	0.7544	0.3990	0.7994	0.6599	0.7611
0.203	9.46	3500	0.5448	0.6956	0.8058	0.8747	0.9276	0.8036	0.8666	0.5026	0.8981	0.8497	0.7924	0.8585	0.6576	0.7538	0.4119	0.8012	0.6598	0.7268
0.1282	9.51	3520	0.5381	0.6883	0.7928	0.8737	0.9430	0.7925	0.8682	0.4397	0.8971	0.8504	0.7585	0.8612	0.6569	0.7461	0.3839	0.8005	0.6522	0.7175
0.432	9.57	3540	0.5318	0.6937	0.8023	0.8754	0.9268	0.8147	0.8637	0.4540	0.8954	0.8362	0.8253	0.8571	0.6500	0.7432	0.3879	0.7980	0.6640	0.7557
0.2516	9.62	3560	0.5506	0.6840	0.7978	0.8681	0.9232	0.8109	0.8477	0.5013	0.8985	0.8223	0.7809	0.8549	0.6578	0.7348	0.3866	0.7868	0.6453	0.7217
0.4764	9.68	3580	0.5261	0.7026	0.8114	0.8799	0.9304	0.8107	0.8580	0.5347	0.9048	0.7993	0.8418	0.8653	0.6570	0.7500	0.3826	0.7991	0.6800	0.7842
0.2307	9.73	3600	0.5296	0.7008	0.8118	0.8791	0.9377	0.8005	0.8662	0.5038	0.8850	0.8763	0.8130	0.8678	0.6570	0.7503	0.4018	0.8025	0.6632	0.7633
0.1737	9.78	3620	0.5454	0.7018	0.8109	0.8783	0.9224	0.7941	0.8902	0.4868	0.8924	0.8574	0.8328	0.8626	0.6616	0.7485	0.4094	0.8002	0.6707	0.7595
0.1987	9.84	3640	0.5651	0.6953	0.7997	0.8760	0.9312	0.7764	0.8770	0.4707	0.9034	0.8563	0.7825	0.8672	0.6606	0.7450	0.4049	0.7976	0.6536	0.7379
0.2626	9.89	3660	0.5389	0.7021	0.8095	0.8786	0.9281	0.8088	0.8662	0.4890	0.8949	0.8447	0.8350	0.8625	0.6628	0.7507	0.4134	0.8023	0.6652	0.7577
0.228	9.95	3680	0.4990	0.7072	0.8153	0.8809	0.9265	0.8167	0.8577	0.5368	0.9022	0.8071	0.8602	0.8640	0.6599	0.7581	0.4045	0.7984	0.6771	0.7882
0.202	10.0	3700	0.5157	0.7034	0.8153	0.8797	0.9390	0.8201	0.8618	0.5079	0.8794	0.8709	0.8278	0.8647	0.6624	0.7616	0.3828	0.7975	0.6802	0.7747
0.1267	10.05	3720	0.6238	0.6908	0.7911	0.8720	0.9357	0.7617	0.8816	0.4644	0.9074	0.8577	0.7292	0.8644	0.6666	0.7559	0.3939	0.7830	0.6742	0.6974
0.201	10.11	3740	0.5198	0.7118	0.8110	0.8851	0.9465	0.7879	0.8955	0.4572	0.8783	0.8490	0.8626	0.8647	0.6697	0.7411	0.3811	0.8006	0.7150	0.8104
0.1652	10.16	3760	0.4975	0.7185	0.8179	0.8882	0.9393	0.8016	0.8422	0.5026	0.9001	0.8738	0.8657	0.8708	0.6646	0.7568	0.4102	0.8077	0.7127	0.8068
0.2556	10.22	3780	0.5185	0.7079	0.8096	0.8823	0.9310	0.7939	0.8767	0.4982	0.9101	0.8376	0.8200	0.8702	0.6698	0.7605	0.4202	0.8064	0.6650	0.7630
0.1816	10.27	3800	0.5099	0.7049	0.8087	0.8808	0.9357	0.8126	0.8794	0.5079	0.9117	0.8190	0.7943	0.8725	0.6798	0.7567	0.4192	0.8061	0.6405	0.7595
0.1798	10.32	3820	0.5190	0.6953	0.7978	0.8763	0.9429	0.7971	0.8612	0.4771	0.9003	0.8153	0.7909	0.8689	0.6755	0.7517	0.3761	0.7908	0.6493	0.7546
0.2387	10.38	3840	0.5195	0.7007	0.8070	0.8796	0.9452	0.8050	0.8572	0.5082	0.8902	0.8114	0.8315	0.8690	0.6623	0.7578	0.3843	0.7979	0.6553	0.7786
0.1978	10.43	3860	0.5542	0.6970	0.8079	0.8778	0.9321	0.8004	0.8992	0.4805	0.8880	0.8324	0.8223	0.8678	0.6601	0.7516	0.3669	0.7947	0.6669	0.7709
1.1434	10.49	3880	0.5309	0.6989	0.8092	0.8791	0.9322	0.8335	0.8746	0.4651	0.8949	0.8429	0.8215	0.8673	0.6571	0.7474	0.3863	0.8007	0.6581	0.7754
0.1303	10.54	3900	0.5046	0.7093	0.8109	0.8836	0.9322	0.8073	0.8619	0.4903	0.9087	0.8338	0.8418	0.8694	0.6775	0.7593	0.3962	0.8053	0.6635	0.7943
0.1852	10.59	3920	0.5232	0.7062	0.8088	0.8817	0.9322	0.8051	0.8746	0.4951	0.9094	0.8222	0.8227	0.8691	0.6798	0.7631	0.3979	0.8042	0.6553	0.7743
0.163	10.65	3940	0.5616	0.6985	0.8148	0.8759	0.9250	0.8139	0.8405	0.5471	0.8947	0.8755	0.8069	0.8628	0.6576	0.7535	0.4040	0.7985	0.6562	0.7571
0.1246	10.7	3960	0.5562	0.6947	0.8048	0.8743	0.9323	0.8112	0.8646	0.5051	0.9011	0.8549	0.7646	0.8614	0.6642	0.7561	0.4115	0.8013	0.6496	0.7191
0.1551	10.76	3980	0.5385	0.7000	0.8061	0.8782	0.9366	0.8124	0.8729	0.4912	0.8993	0.8277	0.8029	0.8658	0.6646	0.7624	0.4025	0.8009	0.6574	0.7464
0.1331	10.81	4000	0.5253	0.6981	0.8251	0.8747	0.9290	0.8215	0.8772	0.6042	0.8728	0.8741	0.7972	0.8673	0.6590	0.7676	0.3934	0.7926	0.6708	0.7360
0.164	10.86	4020	0.5408	0.6896	0.7965	0.8722	0.9387	0.8077	0.8678	0.4792	0.9052	0.8495	0.7271	0.8630	0.6566	0.7652	0.3907	0.7904	0.6769	0.6844
0.2992	10.92	4040	0.4891	0.7085	0.8211	0.8822	0.9322	0.8341	0.8662	0.5303	0.8922	0.8592	0.8337	0.8665	0.6560	0.7673	0.3975	0.8026	0.6946	0.7751
0.5583	10.97	4060	0.5178	0.7032	0.8113	0.8791	0.9242	0.8140	0.8637	0.5165	0.9088	0.8310	0.8207	0.8600	0.6629	0.7628	0.3986	0.8043	0.6801	0.7539
0.2979	11.03	4080	0.5387	0.7078	0.8218	0.8806	0.9227	0.8195	0.8675	0.5477	0.8942	0.8591	0.8423	0.8631	0.6687	0.7587	0.3998	0.8031	0.6887	0.7723
0.1316	11.08	4100	0.5345	0.7043	0.8156	0.8810	0.9374	0.8271	0.8597	0.5116	0.8893	0.8535	0.8303	0.8655	0.6618	0.7547	0.3989	0.8088	0.6779	0.7628
0.0826	11.14	4120	0.5548	0.7032	0.8100	0.8807	0.9285	0.8053	0.8655	0.4684	0.8945	0.8613	0.8462	0.8631	0.6734	0.7537	0.3760	0.8062	0.6754	0.7744
0.2202	11.19	4140	0.5560	0.6969	0.8014	0.8780	0.9305	0.7836	0.8645	0.4524	0.8979	0.8550	0.8258	0.8633	0.6689	0.7484	0.3774	0.8052	0.6585	0.7567
0.1173	11.24	4160	0.5449	0.6980	0.8126	0.8764	0.9357	0.7982	0.8568	0.5453	0.8808	0.8448	0.8266	0.8590	0.6650	0.7564	0.3648	0.8001	0.6832	0.7575
0.2042	11.3	4180	0.5187	0.7145	0.8163	0.8859	0.9255	0.7955	0.8716	0.4897	0.9028	0.8533	0.8760	0.8640	0.6608	0.7610	0.3982	0.8069	0.7113	0.7992
0.3217	11.35	4200	0.5622	0.7025	0.8106	0.8797	0.9297	0.7967	0.8600	0.5008	0.8966	0.8600	0.8306	0.8646	0.6606	0.7551	0.3964	0.8045	0.6758	0.7605
0.1931	11.41	4220	0.5558	0.7066	0.8141	0.8818	0.9319	0.8162	0.8842	0.4977	0.8970	0.8410	0.8305	0.8651	0.6655	0.7627	0.4046	0.8084	0.6798	0.7601
0.223	11.46	4240	0.5849	0.6760	0.7929	0.8630	0.9468	0.8051	0.8890	0.5197	0.8878	0.8614	0.6407	0.8646	0.6706	0.7622	0.4149	0.7891	0.6286	0.6018
0.3508	11.51	4260	0.5701	0.6909	0.8025	0.8698	0.9422	0.8224	0.8727	0.4983	0.8817	0.8765	0.7240	0.8629	0.6726	0.7613	0.4103	0.7803	0.6710	0.6782
0.1145	11.57	4280	0.5226	0.7036	0.8121	0.8782	0.9378	0.7925	0.8828	0.5170	0.8844	0.8744	0.7958	0.8613	0.6645	0.7536	0.3927	0.7948	0.7167	0.7411
0.3087	11.62	4300	0.5339	0.7019	0.8148	0.8772	0.9450	0.8022	0.8851	0.5208	0.8639	0.8785	0.8079	0.8580	0.6705	0.7572	0.3803	0.7963	0.7067	0.7441
0.1138	11.68	4320	0.5449	0.6969	0.8052	0.8741	0.9323	0.7961	0.8831	0.4897	0.8868	0.8640	0.7846	0.8520	0.6703	0.7525	0.3768	0.7932	0.7094	0.7238
0.1641	11.73	4340	0.5402	0.6999	0.8097	0.8747	0.9219	0.8045	0.8844	0.5193	0.8954	0.8346	0.8082	0.8543	0.6716	0.7546	0.3918	0.7904	0.6985	0.7380
0.2034	11.78	4360	0.5265	0.7109	0.8187	0.8813	0.9356	0.8192	0.8710	0.5384	0.8934	0.8642	0.8093	0.8606	0.6745	0.7612	0.4153	0.8029	0.7009	0.7611
0.1204	11.84	4380	0.5285	0.7083	0.8137	0.8804	0.9312	0.8182	0.8727	0.5095	0.9028	0.8634	0.7984	0.8569	0.6800	0.7551	0.4044	0.8060	0.7009	0.7549
0.2684	11.89	4400	0.5641	0.7045	0.8047	0.8788	0.9394	0.8446	0.8709	0.4669	0.9120	0.8363	0.7625	0.8480	0.6745	0.7552	0.4116	0.8117	0.6998	0.7306
0.1795	11.95	4420	0.5086	0.7092	0.8107	0.8820	0.9428	0.8323	0.8628	0.4895	0.9014	0.8426	0.8037	0.8559	0.6713	0.7506	0.4089	0.8097	0.7006	0.7676
0.1273	12.0	4440	0.5752	0.6985	0.8105	0.8744	0.9416	0.8068	0.8657	0.5308	0.8750	0.8667	0.7870	0.8485	0.6587	0.7526	0.3897	0.7958	0.7133	0.7308
0.2277	12.05	4460	0.5786	0.7005	0.8037	0.8758	0.9380	0.7862	0.8540	0.5036	0.8940	0.8676	0.7829	0.8503	0.6653	0.7464	0.3983	0.7974	0.7158	0.7299
0.2065	12.11	4480	0.5759	0.7021	0.8088	0.8768	0.9290	0.8154	0.8812	0.5009	0.9027	0.8534	0.7787	0.8523	0.6619	0.7602	0.4053	0.8003	0.7089	0.7255
0.2858	12.16	4500	0.5469	0.7040	0.8112	0.8769	0.9366	0.8173	0.8560	0.5284	0.8907	0.8453	0.8040	0.8505	0.6637	0.7556	0.4078	0.7983	0.7124	0.7399
0.1869	12.22	4520	0.5156	0.7109	0.8204	0.8819	0.9231	0.7980	0.8745	0.5247	0.8903	0.8808	0.8513	0.8637	0.6648	0.7594	0.4164	0.8009	0.6947	0.7764
0.2882	12.27	4540	0.5421	0.7132	0.8164	0.8840	0.9265	0.7913	0.8751	0.5107	0.8990	0.8471	0.8647	0.8649	0.6703	0.7584	0.4149	0.8046	0.6920	0.7875
0.1855	12.32	4560	0.5286	0.7110	0.8187	0.8825	0.9296	0.8065	0.8719	0.5405	0.8963	0.8363	0.8496	0.8648	0.6624	0.7625	0.4237	0.8042	0.6811	0.7779
0.0765	12.38	4580	0.5463	0.7092	0.8190	0.8808	0.9320	0.8074	0.8703	0.5498	0.8895	0.8471	0.8371	0.8629	0.6658	0.7656	0.4163	0.8007	0.6839	0.7691
0.1501	12.43	4600	0.5543	0.7090	0.8188	0.8810	0.9258	0.8169	0.8863	0.5025	0.8877	0.8735	0.8390	0.8625	0.6698	0.7602	0.4107	0.8006	0.6909	0.7683
0.2011	12.49	4620	0.5402	0.7070	0.8079	0.8805	0.9348	0.8114	0.8769	0.4842	0.9007	0.8217	0.8256	0.8575	0.6747	0.7604	0.4062	0.8045	0.6908	0.7547
0.2811	12.54	4640	0.5623	0.7109	0.8198	0.8818	0.9324	0.8165	0.8614	0.5483	0.8918	0.8414	0.8468	0.8635	0.6722	0.7605	0.4088	0.8010	0.6916	0.7786
0.1678	12.59	4660	0.5521	0.7139	0.8219	0.8838	0.9264	0.8094	0.8663	0.5321	0.8902	0.8496	0.8796	0.8646	0.6716	0.7621	0.3920	0.7980	0.7056	0.8031
0.4329	12.65	4680	0.5468	0.7142	0.8160	0.8847	0.9335	0.8008	0.8607	0.5045	0.8952	0.8510	0.8665	0.8646	0.6709	0.7608	0.4045	0.8032	0.7002	0.7948
0.1534	12.7	4700	0.5267	0.7164	0.8163	0.8861	0.9338	0.7933	0.8596	0.5049	0.8984	0.8540	0.8706	0.8655	0.6674	0.7596	0.4144	0.8073	0.7055	0.7948
0.2642	12.76	4720	0.5106	0.7123	0.8187	0.8840	0.9309	0.7976	0.8623	0.5285	0.8956	0.8617	0.8544	0.8660	0.6639	0.7622	0.4075	0.8060	0.6961	0.7842
0.1096	12.81	4740	0.5154	0.7123	0.8249	0.8833	0.9280	0.8116	0.8661	0.5616	0.8884	0.8482	0.8702	0.8654	0.6624	0.7613	0.3998	0.8021	0.6971	0.7983
0.1454	12.86	4760	0.5147	0.7008	0.8098	0.8793	0.9414	0.7752	0.8858	0.5114	0.8818	0.8572	0.8157	0.8708	0.6553	0.7575	0.4072	0.8022	0.6539	0.7587
0.2267	12.92	4780	0.5824	0.6934	0.8007	0.8725	0.9436	0.8237	0.8761	0.4947	0.8987	0.8511	0.7170	0.8607	0.6729	0.7670	0.4157	0.7944	0.6573	0.6861
0.1403	12.97	4800	0.5346	0.6917	0.8006	0.8732	0.9364	0.8246	0.8715	0.4715	0.9050	0.8746	0.7207	0.8641	0.6758	0.7634	0.4065	0.8034	0.6448	0.6841
0.1457	13.03	4820	0.5468	0.6870	0.7989	0.8712	0.9394	0.8268	0.8813	0.4657	0.8959	0.8684	0.7148	0.8580	0.6738	0.7553	0.3897	0.8040	0.6482	0.6803
0.1959	13.08	4840	0.5889	0.6759	0.7947	0.8621	0.9351	0.8170	0.8737	0.5248	0.8975	0.8713	0.6434	0.8585	0.6715	0.7555	0.4070	0.7859	0.6381	0.6145
0.1888	13.14	4860	0.5391	0.6928	0.8006	0.8722	0.9397	0.8170	0.8741	0.4950	0.8998	0.8562	0.7222	0.8578	0.6780	0.7546	0.4108	0.7973	0.6634	0.6878
0.1244	13.19	4880	0.5000	0.7118	0.8144	0.8825	0.9449	0.8240	0.8686	0.5138	0.8952	0.8501	0.8041	0.8595	0.6834	0.7673	0.4042	0.8061	0.6907	0.7714
0.3245	13.24	4900	0.5033	0.7139	0.8223	0.8849	0.9299	0.8268	0.8769	0.5158	0.8960	0.8649	0.8461	0.8697	0.6746	0.7589	0.4030	0.8043	0.6851	0.8016
0.0893	13.3	4920	0.4766	0.7166	0.8242	0.8851	0.9350	0.7987	0.8822	0.5494	0.8856	0.8620	0.8563	0.8683	0.6626	0.7724	0.4184	0.8008	0.7026	0.7915
0.2461	13.35	4940	0.5196	0.6961	0.8123	0.8744	0.9329	0.8239	0.8973	0.5374	0.8951	0.8583	0.7414	0.8647	0.6666	0.7676	0.4128	0.7991	0.6568	0.7053
0.3947	13.41	4960	0.5974	0.6791	0.7939	0.8654	0.9323	0.8005	0.8964	0.4953	0.9010	0.8603	0.6714	0.8626	0.6691	0.7586	0.3970	0.7883	0.6390	0.6388
0.1945	13.46	4980	0.4965	0.7104	0.8219	0.8826	0.9362	0.8034	0.8888	0.5460	0.8855	0.8719	0.8215	0.8665	0.6693	0.7727	0.3846	0.8019	0.7001	0.7779
0.8697	13.51	5000	0.4927	0.7097	0.8193	0.8825	0.9399	0.8246	0.8839	0.5265	0.8868	0.8474	0.8256	0.8650	0.6742	0.7690	0.3734	0.8006	0.7016	0.7839
0.0942	13.57	5020	0.5281	0.7076	0.8089	0.8813	0.9373	0.8192	0.8604	0.4780	0.9039	0.8605	0.8031	0.8639	0.6776	0.7577	0.3921	0.7985	0.6956	0.7679
0.1212	13.62	5040	0.5164	0.7183	0.8175	0.8877	0.9287	0.8103	0.8648	0.4851	0.9055	0.8453	0.8827	0.8680	0.6716	0.7601	0.3956	0.8045	0.7173	0.8110
0.3011	13.68	5060	0.5389	0.7126	0.8143	0.8840	0.9352	0.7830	0.8725	0.4934	0.8849	0.8541	0.8770	0.8611	0.6721	0.7540	0.3804	0.7997	0.7164	0.8049
0.2132	13.73	5080	0.5279	0.7108	0.8182	0.8830	0.9269	0.7763	0.8784	0.5231	0.8880	0.8677	0.8672	0.8637	0.6580	0.7550	0.3864	0.7984	0.7173	0.7966
0.2289	13.78	5100	0.5667	0.7119	0.8215	0.8828	0.9288	0.7987	0.8858	0.5180	0.8767	0.8629	0.8797	0.8621	0.6699	0.7561	0.3804	0.7964	0.7181	0.8002
0.1043	13.84	5120	0.5473	0.7141	0.8230	0.8839	0.9303	0.8010	0.8678	0.5227	0.8784	0.8807	0.8801	0.8649	0.6716	0.7646	0.3833	0.7966	0.7173	0.8007
0.2199	13.89	5140	0.5189	0.7166	0.8209	0.8856	0.9313	0.7987	0.8622	0.5373	0.8949	0.8429	0.8790	0.8648	0.6692	0.7645	0.3953	0.8028	0.7168	0.8031
0.0932	13.95	5160	0.5387	0.7148	0.8209	0.8848	0.9297	0.8056	0.8698	0.5252	0.8906	0.8443	0.8809	0.8653	0.6700	0.7620	0.3899	0.7998	0.7128	0.8036
0.1623	14.0	5180	0.5524	0.7165	0.8219	0.8856	0.9333	0.8106	0.8697	0.5145	0.8853	0.8578	0.8819	0.8653	0.6740	0.7647	0.3905	0.8010	0.7178	0.8020
0.0626	14.05	5200	0.5311	0.7172	0.8227	0.8859	0.9294	0.8223	0.8721	0.5080	0.8927	0.8637	0.8706	0.8666	0.6749	0.7642	0.3996	0.8023	0.7128	0.7999
1.7311	14.11	5220	0.5445	0.7139	0.8295	0.8830	0.9237	0.8192	0.8860	0.5533	0.8765	0.8684	0.8794	0.8651	0.6716	0.7664	0.3903	0.7962	0.7103	0.7972
0.1861	14.16	5240	0.5975	0.6976	0.8143	0.8760	0.9291	0.7984	0.8981	0.5213	0.8766	0.8598	0.8166	0.8654	0.6672	0.7612	0.3828	0.7952	0.6638	0.7477
0.2007	14.22	5260	0.5331	0.7162	0.8156	0.8866	0.9317	0.8013	0.8842	0.4812	0.8993	0.8364	0.8754	0.8666	0.6722	0.7657	0.3968	0.8055	0.7088	0.7978
0.1575	14.27	5280	0.5513	0.7118	0.8166	0.8838	0.9339	0.8226	0.8685	0.4718	0.8880	0.8788	0.8525	0.8655	0.6706	0.7593	0.3990	0.8010	0.7020	0.7853
0.1569	14.32	5300	0.5492	0.7172	0.8262	0.8861	0.9245	0.8175	0.8864	0.5106	0.8877	0.8790	0.8779	0.8671	0.6691	0.7647	0.3992	0.8027	0.7159	0.8019
0.2031	14.38	5320	0.5493	0.7185	0.8141	0.8883	0.9315	0.7878	0.8691	0.4781	0.9072	0.8440	0.8806	0.8674	0.6735	0.7644	0.3924	0.8078	0.7183	0.8057
0.103	14.43	5340	0.5587	0.7156	0.8207	0.8856	0.9318	0.7886	0.8804	0.5193	0.8899	0.8720	0.8627	0.8662	0.6653	0.7655	0.4027	0.8051	0.7102	0.7938
0.2542	14.49	5360	0.5641	0.7139	0.8220	0.8840	0.9326	0.7971	0.8976	0.5245	0.8824	0.8672	0.8529	0.8645	0.6695	0.7665	0.3989	0.8021	0.7136	0.7825
0.1785	14.54	5380	0.5444	0.7116	0.8231	0.8824	0.9338	0.8160	0.8885	0.5364	0.8805	0.8647	0.8420	0.8638	0.6712	0.7654	0.3904	0.7995	0.7144	0.7768
0.1191	14.59	5400	0.5167	0.7168	0.8189	0.8874	0.9391	0.7911	0.8697	0.5050	0.8919	0.8745	0.8608	0.8727	0.6679	0.7601	0.3963	0.8043	0.7122	0.8041
0.147	14.65	5420	0.5700	0.7025	0.8119	0.8802	0.9345	0.8138	0.8727	0.4860	0.8877	0.8510	0.8373	0.8656	0.6679	0.7542	0.3762	0.8026	0.6853	0.7656
0.3545	14.7	5440	0.5473	0.7036	0.8157	0.8802	0.9316	0.8189	0.8559	0.5025	0.8869	0.8748	0.8389	0.8662	0.6664	0.7580	0.3780	0.8012	0.6869	0.7685
0.1947	14.76	5460	0.5036	0.7158	0.8139	0.8886	0.9412	0.8081	0.8616	0.4515	0.8973	0.8696	0.8683	0.8740	0.6681	0.7505	0.3915	0.8079	0.7101	0.8085
0.1545	14.81	5480	0.5430	0.7140	0.8196	0.8850	0.9300	0.8214	0.8490	0.4726	0.8855	0.8980	0.8804	0.8668	0.6682	0.7467	0.4002	0.8001	0.7119	0.8043
0.1854	14.86	5500	0.5379	0.7159	0.8230	0.8858	0.9298	0.8248	0.8609	0.5100	0.8904	0.8643	0.8807	0.8649	0.6702	0.7501	0.3928	0.8047	0.7253	0.8033
0.7851	14.92	5520	0.5318	0.7118	0.8193	0.8842	0.9328	0.8164	0.8700	0.5075	0.8907	0.8591	0.8584	0.8675	0.6700	0.7544	0.3964	0.8049	0.7030	0.7867
0.1866	14.97	5540	0.5382	0.7025	0.8114	0.8797	0.9390	0.7935	0.8645	0.5080	0.8879	0.8801	0.8070	0.8687	0.6702	0.7570	0.4004	0.8060	0.6687	0.7467
0.2979	15.03	5560	0.5545	0.7107	0.8179	0.8830	0.9320	0.7922	0.8796	0.5252	0.8922	0.8641	0.8397	0.8642	0.6717	0.7624	0.3955	0.8067	0.7031	0.7715
0.1962	15.08	5580	0.5273	0.7225	0.8270	0.8900	0.9313	0.7884	0.8483	0.5552	0.8960	0.8643	0.9056	0.8730	0.6749	0.7600	0.3920	0.8094	0.7187	0.8298
0.1601	15.14	5600	0.5257	0.7258	0.8288	0.8917	0.9288	0.8094	0.8736	0.5365	0.8994	0.8363	0.9176	0.8714	0.6785	0.7648	0.3888	0.8113	0.7269	0.8391
0.1676	15.19	5620	0.5463	0.7204	0.8266	0.8886	0.9257	0.7966	0.8770	0.5368	0.8944	0.8520	0.9036	0.8701	0.6790	0.7626	0.3802	0.8070	0.7154	0.8284
0.0922	15.24	5640	0.5255	0.7156	0.8236	0.8861	0.9295	0.8067	0.8726	0.5232	0.8891	0.8609	0.8831	0.8684	0.6777	0.7625	0.3750	0.8051	0.7093	0.8110
0.2047	15.3	5660	0.5494	0.7112	0.8137	0.8840	0.9341	0.7945	0.8725	0.4989	0.8963	0.8446	0.8551	0.8640	0.6778	0.7621	0.3802	0.8056	0.7018	0.7872
0.111	15.35	5680	0.5560	0.7114	0.8163	0.8836	0.9316	0.7924	0.8645	0.5130	0.8935	0.8603	0.8587	0.8660	0.6701	0.7613	0.3943	0.8031	0.6969	0.7882
0.1209	15.41	5700	0.5347	0.7110	0.8180	0.8833	0.9330	0.8130	0.8500	0.5268	0.8949	0.8525	0.8558	0.8657	0.6675	0.7604	0.3979	0.8035	0.6961	0.7855
0.2232	15.46	5720	0.5374	0.7129	0.8212	0.8845	0.9311	0.8104	0.8556	0.5364	0.8941	0.8541	0.8664	0.8668	0.6703	0.7612	0.3832	0.8043	0.7098	0.7945
0.107	15.51	5740	0.5326	0.7150	0.8181	0.8858	0.9378	0.8054	0.8587	0.5058	0.8927	0.8687	0.8577	0.8662	0.6705	0.7613	0.4002	0.8081	0.7074	0.7910
0.1721	15.57	5760	0.5521	0.7180	0.8209	0.8867	0.9280	0.8192	0.8672	0.5088	0.9022	0.8469	0.8739	0.8654	0.6727	0.7622	0.4117	0.8085	0.7097	0.7957
0.07	15.62	5780	0.5626	0.7155	0.8151	0.8858	0.9318	0.7941	0.8799	0.4922	0.9019	0.8496	0.8564	0.8645	0.6715	0.7626	0.4140	0.8103	0.7028	0.7831
0.1276	15.68	5800	0.5635	0.7130	0.8164	0.8843	0.9299	0.7855	0.8918	0.4966	0.8929	0.8661	0.8522	0.8644	0.6693	0.7593	0.4055	0.8062	0.7064	0.7799
0.1052	15.73	5820	0.5672	0.7146	0.8165	0.8849	0.9305	0.8068	0.8792	0.4870	0.8979	0.8617	0.8522	0.8616	0.6754	0.7642	0.4041	0.8091	0.7085	0.7796
0.1162	15.78	5840	0.5444	0.7236	0.8235	0.8894	0.9312	0.8066	0.8719	0.5166	0.9017	0.8552	0.8810	0.8663	0.6741	0.7667	0.4209	0.8130	0.7225	0.8020
0.1426	15.84	5860	0.5171	0.7213	0.8194	0.8883	0.9372	0.7994	0.8742	0.5217	0.9028	0.8361	0.8643	0.8645	0.6745	0.7669	0.4170	0.8128	0.7183	0.7952
0.1844	15.89	5880	0.5518	0.7200	0.8189	0.8878	0.9326	0.8036	0.8469	0.5145	0.9060	0.8580	0.8709	0.8658	0.6754	0.7581	0.4150	0.8109	0.7170	0.7978
0.2945	15.95	5900	0.5565	0.7206	0.8200	0.8878	0.9276	0.7941	0.8755	0.5107	0.9054	0.8554	0.8714	0.8668	0.6768	0.7584	0.4143	0.8087	0.7191	0.8003
0.145	16.0	5920	0.5249	0.7216	0.8128	0.8894	0.9296	0.7719	0.8671	0.4800	0.9160	0.8482	0.8765	0.8674	0.6718	0.7571	0.4172	0.8110	0.7219	0.8047
0.1149	16.05	5940	0.5109	0.7248	0.8192	0.8917	0.9357	0.7882	0.8875	0.4793	0.9042	0.8622	0.8774	0.8719	0.6709	0.7587	0.4165	0.8130	0.7274	0.8153
0.2172	16.11	5960	0.5528	0.7198	0.8167	0.8887	0.9409	0.7893	0.8765	0.4869	0.8986	0.8756	0.8493	0.8699	0.6693	0.7596	0.4152	0.8100	0.7168	0.7982
0.1285	16.16	5980	0.5572	0.7186	0.8251	0.8873	0.9344	0.8110	0.8495	0.5442	0.8940	0.8703	0.8722	0.8704	0.6669	0.7590	0.4014	0.8054	0.7181	0.8086
0.5695	16.22	6000	0.5555	0.7170	0.8217	0.8864	0.9343	0.7986	0.8786	0.5190	0.8893	0.8661	0.8662	0.8676	0.6697	0.7586	0.3989	0.8037	0.7181	0.8027
0.1586	16.27	6020	0.5338	0.7082	0.8202	0.8818	0.9302	0.8060	0.8668	0.5346	0.8891	0.8778	0.8368	0.8673	0.6684	0.7633	0.4013	0.8058	0.6830	0.7686
0.0858	16.32	6040	0.5418	0.7179	0.8201	0.8874	0.9287	0.7893	0.8787	0.5203	0.9025	0.8470	0.8741	0.8666	0.6710	0.7677	0.3967	0.8107	0.7141	0.7987
0.0694	16.38	6060	0.6288	0.6944	0.8039	0.8737	0.9360	0.7864	0.8595	0.5333	0.8966	0.8448	0.7708	0.8571	0.6652	0.7609	0.3960	0.8011	0.6690	0.7116
0.1827	16.43	6080	0.5731	0.7078	0.8186	0.8819	0.9333	0.7980	0.8807	0.5254	0.8835	0.8632	0.8459	0.8653	0.6728	0.7609	0.3815	0.8048	0.6939	0.7753
0.2024	16.49	6100	0.5922	0.7009	0.8011	0.8790	0.9363	0.7873	0.8584	0.4856	0.9086	0.8194	0.8118	0.8614	0.6736	0.7591	0.3908	0.8061	0.6679	0.7474
0.0942	16.54	6120	0.6118	0.6925	0.7965	0.8734	0.9301	0.7877	0.8613	0.4843	0.9110	0.8342	0.7667	0.8607	0.6680	0.7506	0.3992	0.7971	0.6670	0.7049
0.7384	16.59	6140	0.5846	0.6992	0.8076	0.8771	0.9340	0.8140	0.8651	0.4822	0.8928	0.8693	0.7958	0.8603	0.6683	0.7503	0.4057	0.8055	0.6736	0.7303
0.1003	16.65	6160	0.5793	0.6939	0.8053	0.8734	0.9294	0.8115	0.8627	0.5136	0.9012	0.8538	0.7648	0.8618	0.6648	0.7553	0.4015	0.7961	0.6773	0.7009
0.0913	16.7	6180	0.5787	0.6959	0.8056	0.8741	0.9301	0.8184	0.8740	0.5007	0.9024	0.8561	0.7577	0.8667	0.6704	0.7628	0.4020	0.7908	0.6815	0.6972
0.2068	16.76	6200	0.5772	0.7098	0.8132	0.8812	0.9262	0.7967	0.8868	0.5004	0.9024	0.8626	0.8175	0.8672	0.6705	0.7588	0.4099	0.7945	0.7189	0.7485
0.2168	16.81	6220	0.5423	0.7131	0.8174	0.8835	0.9271	0.8112	0.8737	0.5133	0.9047	0.8578	0.8342	0.8654	0.6691	0.7563	0.4170	0.8039	0.7128	0.7674
2.61	16.86	6240	0.5607	0.7120	0.8119	0.8848	0.9325	0.8034	0.8904	0.4739	0.9058	0.8401	0.8370	0.8660	0.6706	0.7606	0.4059	0.8095	0.7006	0.7711
0.0699	16.92	6260	0.5302	0.7170	0.8227	0.8856	0.9317	0.8285	0.8699	0.5276	0.9004	0.8582	0.8428	0.8639	0.6700	0.7642	0.4255	0.8123	0.7100	0.7728
0.1728	16.97	6280	0.5543	0.7149	0.8196	0.8841	0.9306	0.8019	0.8793	0.5493	0.9028	0.8313	0.8419	0.8643	0.6714	0.7624	0.4212	0.8069	0.7044	0.7737
0.0756	17.03	6300	0.5593	0.7152	0.8238	0.8845	0.9300	0.8031	0.8610	0.5741	0.9001	0.8487	0.8493	0.8665	0.6692	0.7661	0.4136	0.8078	0.7034	0.7798
0.1633	17.08	6320	0.5958	0.7161	0.8222	0.8845	0.9316	0.7930	0.8729	0.5574	0.8959	0.8599	0.8446	0.8650	0.6699	0.7637	0.4271	0.8080	0.7070	0.7721
0.1015	17.14	6340	0.6030	0.7137	0.8161	0.8825	0.9302	0.8032	0.8629	0.5468	0.9068	0.8275	0.8353	0.8626	0.6709	0.7570	0.4303	0.8015	0.7070	0.7666
0.2928	17.19	6360	0.5675	0.7120	0.8159	0.8815	0.9330	0.7991	0.8788	0.5261	0.8977	0.8680	0.8083	0.8564	0.6667	0.7601	0.4344	0.8090	0.7142	0.7429
0.9543	17.24	6380	0.6129	0.7033	0.8100	0.8784	0.9339	0.7862	0.8748	0.5222	0.8977	0.8671	0.7883	0.8650	0.6657	0.7507	0.4321	0.8055	0.6784	0.7259
0.1715	17.3	6400	0.6306	0.7011	0.8094	0.8775	0.9307	0.7823	0.8702	0.5349	0.9003	0.8522	0.7950	0.8653	0.6656	0.7501	0.4185	0.8027	0.6771	0.7282
0.089	17.35	6420	0.6377	0.7018	0.8100	0.8777	0.9312	0.8045	0.8458	0.5439	0.9063	0.8376	0.8008	0.8650	0.6677	0.7543	0.4192	0.8031	0.6721	0.7314
0.1369	17.41	6440	0.6227	0.7024	0.8119	0.8780	0.9306	0.8143	0.8489	0.5448	0.9054	0.8375	0.8021	0.8644	0.6668	0.7544	0.4227	0.8049	0.6707	0.7328
0.2959	17.46	6460	0.5957	0.7049	0.8095	0.8788	0.9301	0.7926	0.8749	0.5265	0.9059	0.8350	0.8015	0.8633	0.6696	0.7549	0.4315	0.8039	0.6765	0.7347
0.0673	17.51	6480	0.5617	0.7096	0.8129	0.8818	0.9328	0.7848	0.8726	0.5238	0.9020	0.8588	0.8152	0.8663	0.6678	0.7582	0.4309	0.8056	0.6866	0.7519
0.1281	17.57	6500	0.5787	0.7047	0.8158	0.8775	0.9287	0.7978	0.8652	0.5508	0.8919	0.8742	0.8023	0.8567	0.6662	0.7588	0.4207	0.8024	0.6924	0.7359
0.6911	17.62	6520	0.5914	0.7092	0.8187	0.8813	0.9280	0.7934	0.8578	0.5551	0.8957	0.8608	0.8399	0.8628	0.6644	0.7599	0.3992	0.8019	0.7084	0.7679
0.1595	17.68	6540	0.5951	0.7027	0.8148	0.8784	0.9254	0.8011	0.8575	0.5508	0.9020	0.8535	0.8134	0.8633	0.6660	0.7572	0.4000	0.8046	0.6849	0.7426
0.1599	17.73	6560	0.5909	0.7014	0.8164	0.8778	0.9282	0.8115	0.8872	0.5408	0.8927	0.8541	0.8002	0.8629	0.6664	0.7665	0.4051	0.8072	0.6693	0.7324
0.1609	17.78	6580	0.5970	0.7023	0.8116	0.8792	0.9278	0.8104	0.8748	0.4994	0.9016	0.8631	0.8040	0.8643	0.6685	0.7621	0.4073	0.8103	0.6680	0.7354
0.2268	17.84	6600	0.5891	0.7019	0.8071	0.8790	0.9338	0.7934	0.8844	0.4920	0.9004	0.8478	0.7981	0.8637	0.6727	0.7583	0.4075	0.8092	0.6684	0.7338
0.3312	17.89	6620	0.6018	0.7021	0.8152	0.8781	0.9277	0.8099	0.8892	0.5217	0.8928	0.8652	0.7999	0.8640	0.6716	0.7630	0.4066	0.8064	0.6695	0.7338
0.2164	17.95	6640	0.5721	0.7131	0.8196	0.8843	0.9272	0.8000	0.8862	0.5169	0.8985	0.8654	0.8430	0.8673	0.6684	0.7671	0.4175	0.8098	0.6918	0.7695
0.2132	18.0	6660	0.5972	0.7115	0.8158	0.8836	0.9412	0.7924	0.8815	0.5187	0.8921	0.8696	0.8154	0.8624	0.6670	0.7689	0.4141	0.8147	0.7044	0.7492
0.1357	18.05	6680	0.5733	0.7108	0.8082	0.8849	0.9360	0.7686	0.8793	0.4753	0.9030	0.8510	0.8440	0.8637	0.6611	0.7649	0.3977	0.8113	0.7041	0.7730
0.1595	18.11	6700	0.5729	0.7153	0.8200	0.8859	0.9330	0.7988	0.8632	0.5240	0.8974	0.8688	0.8551	0.8666	0.6606	0.7684	0.4131	0.8104	0.7052	0.7831
0.3169	18.16	6720	0.5930	0.7149	0.8162	0.8862	0.9301	0.7785	0.8761	0.5033	0.9015	0.8655	0.8586	0.8670	0.6611	0.7626	0.4076	0.8094	0.7090	0.7875
0.143	18.22	6740	0.5853	0.7158	0.8170	0.8864	0.9291	0.7698	0.8828	0.5153	0.9000	0.8485	0.8731	0.8663	0.6623	0.7586	0.4031	0.8080	0.7151	0.7974
0.7411	18.27	6760	0.5810	0.7124	0.8171	0.8845	0.9276	0.8054	0.8677	0.5153	0.9056	0.8466	0.8515	0.8666	0.6692	0.7603	0.4065	0.8094	0.6960	0.7790
0.1648	18.32	6780	0.5773	0.7061	0.8120	0.8816	0.9271	0.7893	0.8766	0.5072	0.9058	0.8545	0.8238	0.8679	0.6679	0.7608	0.4047	0.8091	0.6790	0.7531
0.2575	18.38	6800	0.5514	0.7221	0.8238	0.8892	0.9317	0.7913	0.8867	0.5168	0.8949	0.8637	0.8814	0.8683	0.6709	0.7613	0.4087	0.8110	0.7296	0.8045
0.1961	18.43	6820	0.5768	0.7222	0.8244	0.8891	0.9306	0.7966	0.8749	0.5171	0.8953	0.8734	0.8827	0.8679	0.6705	0.7612	0.4152	0.8114	0.7256	0.8035
0.1617	18.49	6840	0.5591	0.7236	0.8224	0.8899	0.9328	0.7914	0.8782	0.5112	0.9008	0.8664	0.8759	0.8680	0.6708	0.7669	0.4179	0.8128	0.7251	0.8040
0.2819	18.54	6860	0.5806	0.7132	0.8183	0.8847	0.9261	0.7942	0.8849	0.5169	0.9034	0.8563	0.8465	0.8683	0.6696	0.7663	0.4157	0.8112	0.6892	0.7720
0.1305	18.59	6880	0.5868	0.7124	0.8181	0.8842	0.9320	0.7913	0.8783	0.5234	0.8966	0.8645	0.8406	0.8682	0.6677	0.7665	0.4158	0.8101	0.6899	0.7687
0.1813	18.65	6900	0.5757	0.7134	0.8165	0.8853	0.9263	0.7889	0.8840	0.5132	0.9095	0.8499	0.8432	0.8690	0.6650	0.7660	0.4176	0.8119	0.6934	0.7712
0.0823	18.7	6920	0.5687	0.7163	0.8202	0.8859	0.9305	0.7884	0.8794	0.5210	0.8960	0.8686	0.8577	0.8687	0.6690	0.7631	0.4220	0.8102	0.7019	0.7789
0.1101	18.76	6940	0.5771	0.7175	0.8233	0.8862	0.9296	0.8044	0.8818	0.5249	0.8942	0.8688	0.8595	0.8683	0.6717	0.7608	0.4202	0.8085	0.7055	0.7871
0.2333	18.81	6960	0.5566	0.7193	0.8222	0.8881	0.9359	0.7946	0.8759	0.5261	0.8964	0.8671	0.8595	0.8719	0.6701	0.7633	0.4214	0.8122	0.7076	0.7886
0.0968	18.86	6980	0.5836	0.7185	0.8233	0.8872	0.9315	0.8056	0.8643	0.5285	0.8966	0.8667	0.8697	0.8694	0.6666	0.7598	0.4158	0.8082	0.7122	0.7976
0.16	18.92	7000	0.5752	0.7158	0.8195	0.8862	0.9326	0.7931	0.8713	0.5191	0.8980	0.8684	0.8538	0.8695	0.6647	0.7645	0.4235	0.8113	0.6968	0.7802
0.1579	18.97	7020	0.6036	0.7103	0.8210	0.8824	0.9313	0.7935	0.8632	0.5605	0.8922	0.8669	0.8393	0.8678	0.6634	0.7607	0.4160	0.8059	0.6876	0.7707
0.1677	19.03	7040	0.5808	0.7113	0.8212	0.8829	0.9289	0.8068	0.8631	0.5528	0.8978	0.8586	0.8404	0.8669	0.6631	0.7616	0.4201	0.8072	0.6886	0.7714
0.1879	19.08	7060	0.5763	0.7170	0.8221	0.8859	0.9326	0.7825	0.8758	0.5463	0.8913	0.8593	0.8672	0.8671	0.6637	0.7588	0.4211	0.8066	0.7085	0.7934
0.1272	19.14	7080	0.5822	0.7121	0.8200	0.8833	0.9302	0.7935	0.8770	0.5450	0.8960	0.8608	0.8378	0.8673	0.6653	0.7628	0.4268	0.8087	0.6860	0.7678
0.188	19.19	7100	0.6020	0.7103	0.8159	0.8828	0.9306	0.8042	0.8661	0.5175	0.9005	0.8577	0.8350	0.8663	0.6672	0.7600	0.4219	0.8086	0.6823	0.7655
0.1206	19.24	7120	0.5927	0.7106	0.8173	0.8827	0.9365	0.8142	0.8713	0.5191	0.8931	0.8589	0.8277	0.8639	0.6675	0.7655	0.4221	0.8103	0.6845	0.7603
0.1531	19.3	7140	0.6357	0.7089	0.8169	0.8820	0.9312	0.8196	0.8886	0.5226	0.9018	0.8407	0.8141	0.8650	0.6661	0.7690	0.4261	0.8122	0.6761	0.7475
0.0871	19.35	7160	0.6291	0.7126	0.8197	0.8837	0.9291	0.8144	0.8843	0.5163	0.8985	0.8630	0.8323	0.8669	0.6698	0.7668	0.4257	0.8107	0.6845	0.7636
0.079	19.41	7180	0.5888	0.7124	0.8137	0.8843	0.9329	0.7816	0.8718	0.5038	0.9018	0.8695	0.8345	0.8683	0.6695	0.7641	0.4233	0.8108	0.6851	0.7654
0.148	19.46	7200	0.6259	0.7126	0.8116	0.8847	0.9339	0.7905	0.8603	0.4939	0.9076	0.8582	0.8370	0.8676	0.6691	0.7635	0.4242	0.8122	0.6853	0.7662
0.1276	19.51	7220	0.6049	0.7123	0.8164	0.8839	0.9373	0.8043	0.8574	0.5181	0.8955	0.8636	0.8388	0.8660	0.6685	0.7649	0.4208	0.8100	0.6876	0.7680
0.0878	19.57	7240	0.5910	0.7150	0.8162	0.8857	0.9336	0.7844	0.8623	0.5235	0.9030	0.8534	0.8531	0.8663	0.6678	0.7644	0.4077	0.8092	0.7061	0.7838
0.2596	19.62	7260	0.5838	0.7179	0.8185	0.8870	0.9337	0.7965	0.8655	0.5124	0.9019	0.8616	0.8580	0.8673	0.6723	0.7672	0.4136	0.8109	0.7066	0.7875
0.0873	19.68	7280	0.5732	0.7253	0.8273	0.8899	0.9265	0.8041	0.8811	0.5270	0.9002	0.8660	0.8859	0.8680	0.6728	0.7687	0.4244	0.8108	0.7248	0.8074
0.2127	19.73	7300	0.5882	0.7235	0.8260	0.8892	0.9249	0.7916	0.8881	0.5309	0.9009	0.8635	0.8822	0.8671	0.6701	0.7647	0.4173	0.8107	0.7289	0.8057
0.1186	19.78	7320	0.5851	0.7234	0.8251	0.8891	0.9316	0.8028	0.8566	0.5462	0.9038	0.8595	0.8751	0.8667	0.6694	0.7657	0.4174	0.8112	0.7291	0.8043
1.8503	19.84	7340	0.6085	0.7138	0.8217	0.8839	0.9318	0.7936	0.8725	0.5484	0.8934	0.8761	0.8364	0.8661	0.6688	0.7681	0.4153	0.8074	0.7009	0.7702
1.9456	19.89	7360	0.6852	0.6999	0.8127	0.8757	0.9372	0.7887	0.8814	0.5482	0.8823	0.8730	0.7784	0.8593	0.6682	0.7665	0.4103	0.8020	0.6740	0.7186
0.0961	19.95	7380	0.6292	0.7030	0.8143	0.8781	0.9328	0.8002	0.8746	0.5323	0.8908	0.8770	0.7924	0.8628	0.6691	0.7645	0.4129	0.8055	0.6791	0.7270
0.2522	20.0	7400	0.6386	0.7016	0.8164	0.8770	0.9316	0.8003	0.8730	0.5499	0.8869	0.8828	0.7901	0.8627	0.6672	0.7661	0.4089	0.8034	0.6767	0.7262
0.1623	20.05	7420	0.6480	0.7035	0.8118	0.8792	0.9333	0.7838	0.8896	0.5216	0.8954	0.8669	0.7921	0.8637	0.6659	0.7665	0.4135	0.8092	0.6790	0.7267
0.1648	20.11	7440	0.6506	0.7023	0.8108	0.8781	0.9338	0.7922	0.8661	0.5337	0.8989	0.8618	0.7888	0.8626	0.6675	0.7630	0.4151	0.8075	0.6755	0.7248
0.1676	20.16	7460	0.6525	0.7020	0.8119	0.8779	0.9305	0.7910	0.8584	0.5395	0.8995	0.8708	0.7938	0.8637	0.6686	0.7612	0.4130	0.8071	0.6746	0.7261
0.1036	20.22	7480	0.6309	0.7013	0.8048	0.8789	0.9343	0.7790	0.8725	0.4928	0.9041	0.8599	0.7909	0.8628	0.6691	0.7629	0.4011	0.8099	0.6773	0.7257
0.0918	20.27	7500	0.6292	0.7024	0.8080	0.8788	0.9338	0.7875	0.8729	0.5081	0.9014	0.8603	0.7917	0.8623	0.6706	0.7616	0.4103	0.8102	0.6754	0.7265
0.2906	20.32	7520	0.6243	0.7052	0.8096	0.8807	0.9384	0.7924	0.8675	0.5085	0.9013	0.8650	0.7937	0.8651	0.6708	0.7639	0.4192	0.8150	0.6747	0.7275
0.184	20.38	7540	0.6176	0.7045	0.8137	0.8796	0.9276	0.8040	0.8813	0.5235	0.9042	0.8587	0.7963	0.8642	0.6698	0.7653	0.4154	0.8106	0.6755	0.7304
0.0804	20.43	7560	0.5853	0.7082	0.8151	0.8819	0.9305	0.8037	0.8768	0.5146	0.9027	0.8695	0.8082	0.8664	0.6690	0.7690	0.4176	0.8119	0.6826	0.7409
0.1249	20.49	7580	0.6032	0.7065	0.8139	0.8823	0.9403	0.7796	0.8905	0.5151	0.8912	0.8813	0.7996	0.8715	0.6676	0.7676	0.4128	0.8153	0.6776	0.7331
0.0544	20.54	7600	0.6024	0.7060	0.8151	0.8819	0.9372	0.8066	0.8847	0.5206	0.8982	0.8606	0.7977	0.8701	0.6694	0.7685	0.4089	0.8148	0.6788	0.7312
0.0863	20.59	7620	0.5935	0.7068	0.8137	0.8821	0.9401	0.7984	0.8703	0.5322	0.9012	0.8576	0.7960	0.8678	0.6710	0.7732	0.4074	0.8165	0.6812	0.7303
0.3792	20.65	7640	0.6329	0.7074	0.8157	0.8814	0.9301	0.8079	0.8703	0.5180	0.9023	0.8766	0.8045	0.8660	0.6709	0.7707	0.4139	0.8127	0.6815	0.7361
1.3909	20.7	7660	0.6040	0.7091	0.8183	0.8822	0.9332	0.7971	0.8748	0.5360	0.8952	0.8784	0.8134	0.8686	0.6701	0.7696	0.4179	0.8115	0.6806	0.7458
0.1323	20.76	7680	0.6181	0.7114	0.8177	0.8834	0.9331	0.7969	0.8679	0.5273	0.8970	0.8704	0.8316	0.8687	0.6708	0.7649	0.4197	0.8099	0.6853	0.7607
0.3078	20.81	7700	0.6129	0.7091	0.8135	0.8828	0.9315	0.7961	0.8618	0.5012	0.9016	0.8754	0.8267	0.8686	0.6687	0.7623	0.4146	0.8088	0.6837	0.7570
0.1756	20.86	7720	0.5944	0.7105	0.8148	0.8834	0.9331	0.7884	0.8776	0.5083	0.8976	0.8696	0.8294	0.8686	0.6702	0.7630	0.4171	0.8099	0.6866	0.7579
0.1629	20.92	7740	0.6044	0.7115	0.8185	0.8833	0.9312	0.8068	0.8659	0.5289	0.8995	0.8656	0.8313	0.8691	0.6721	0.7627	0.4218	0.8090	0.6857	0.7599
0.2369	20.97	7760	0.5983	0.7118	0.8121	0.8846	0.9318	0.7858	0.8817	0.4914	0.9058	0.8487	0.8392	0.8689	0.6706	0.7652	0.4127	0.8103	0.6880	0.7670
0.1395	21.03	7780	0.6233	0.7111	0.8117	0.8843	0.9363	0.7813	0.8855	0.4988	0.9000	0.8407	0.8391	0.8679	0.6704	0.7670	0.4118	0.8106	0.6841	0.7660
0.1381	21.08	7800	0.6096	0.7104	0.8142	0.8833	0.9312	0.7804	0.8797	0.5074	0.8994	0.8715	0.8295	0.8696	0.6709	0.7652	0.4156	0.8089	0.6843	0.7583
0.2	21.14	7820	0.6285	0.7089	0.8189	0.8817	0.9331	0.8010	0.8722	0.5470	0.8953	0.8697	0.8138	0.8692	0.6699	0.7668	0.4205	0.8083	0.6784	0.7489
0.1102	21.19	7840	0.6080	0.7149	0.8199	0.8853	0.9309	0.7885	0.8815	0.5360	0.9009	0.8618	0.8398	0.8702	0.6735	0.7681	0.4225	0.8126	0.6894	0.7681
0.1476	21.24	7860	0.6102	0.7093	0.8163	0.8824	0.9323	0.7863	0.8800	0.5283	0.8970	0.8715	0.8187	0.8690	0.6705	0.7657	0.4184	0.8098	0.6800	0.7518
0.0475	21.3	7880	0.6285	0.7078	0.8160	0.8811	0.9292	0.7978	0.8854	0.5321	0.9005	0.8560	0.8108	0.8682	0.6730	0.7670	0.4194	0.8072	0.6758	0.7439
0.1551	21.35	7900	0.6299	0.7080	0.8168	0.8816	0.9310	0.8004	0.8913	0.5193	0.8943	0.8660	0.8154	0.8688	0.6750	0.7644	0.4144	0.8080	0.6772	0.7482
0.2911	21.41	7920	0.6102	0.7114	0.8188	0.8835	0.9340	0.8066	0.8715	0.5397	0.8986	0.8502	0.8310	0.8685	0.6744	0.7685	0.4109	0.8103	0.6857	0.7611
0.1838	21.46	7940	0.5847	0.7129	0.8095	0.8853	0.9376	0.7645	0.8754	0.5018	0.9060	0.8405	0.8409	0.8675	0.6675	0.7661	0.4112	0.8104	0.6954	0.7721
0.1123	21.51	7960	0.5571	0.7188	0.8210	0.8875	0.9322	0.8042	0.8765	0.5155	0.9021	0.8626	0.8541	0.8688	0.6738	0.7691	0.4197	0.8137	0.7050	0.7815
0.1224	21.57	7980	0.5748	0.7154	0.8187	0.8858	0.9340	0.8043	0.8794	0.5081	0.8982	0.8640	0.8430	0.8683	0.6763	0.7656	0.4144	0.8116	0.6985	0.7733
0.0828	21.62	8000	0.6015	0.7069	0.8133	0.8809	0.9327	0.8017	0.8742	0.5108	0.8995	0.8676	0.8064	0.8677	0.6759	0.7646	0.4124	0.8071	0.6806	0.7400
0.141	21.68	8020	0.5877	0.7097	0.8177	0.8823	0.9341	0.8095	0.8788	0.5266	0.8962	0.8645	0.8142	0.8680	0.6759	0.7701	0.4151	0.8103	0.6850	0.7432
0.1893	21.73	8040	0.5991	0.7073	0.8117	0.8815	0.9321	0.7786	0.8743	0.5240	0.9050	0.8590	0.8086	0.8683	0.6719	0.7683	0.4125	0.8092	0.6828	0.7383
0.2463	21.78	8060	0.5847	0.7071	0.8146	0.8809	0.9335	0.8030	0.8688	0.5378	0.9031	0.8547	0.8014	0.8670	0.6737	0.7701	0.4110	0.8084	0.6848	0.7351
0.072	21.84	8080	0.6718	0.7055	0.8147	0.8801	0.9321	0.7943	0.8692	0.5318	0.8971	0.8763	0.8021	0.8681	0.6727	0.7667	0.4099	0.8069	0.6783	0.7359
0.0983	21.89	8100	0.6329	0.7064	0.8145	0.8809	0.9296	0.8044	0.8810	0.5115	0.8996	0.8656	0.8096	0.8680	0.6746	0.7654	0.4076	0.8073	0.6821	0.7394
0.2275	21.95	8120	0.6321	0.7061	0.8120	0.8811	0.9317	0.7865	0.8864	0.5106	0.9007	0.8606	0.8074	0.8682	0.6722	0.7664	0.4082	0.8085	0.6808	0.7386
0.1424	22.0	8140	0.6322	0.7065	0.8122	0.8815	0.9345	0.7917	0.8777	0.5021	0.8966	0.8682	0.8144	0.8680	0.6755	0.7669	0.4064	0.8106	0.6744	0.7437
0.1075	22.05	8160	0.6205	0.7062	0.8165	0.8809	0.9326	0.7969	0.8742	0.5308	0.8931	0.8755	0.8125	0.8685	0.6725	0.7675	0.4105	0.8101	0.6720	0.7423
0.088	22.11	8180	0.6247	0.7052	0.8112	0.8807	0.9349	0.7730	0.8796	0.5242	0.8976	0.8611	0.8081	0.8681	0.6701	0.7657	0.4104	0.8100	0.6723	0.7398
0.2148	22.16	8200	0.6264	0.7070	0.8140	0.8818	0.9315	0.8007	0.8831	0.5053	0.8995	0.8655	0.8125	0.8689	0.6747	0.7666	0.4100	0.8113	0.6751	0.7421
0.1816	22.22	8220	0.6494	0.7068	0.8132	0.8816	0.9284	0.7953	0.8800	0.5036	0.9019	0.8639	0.8192	0.8682	0.6744	0.7653	0.4074	0.8100	0.6745	0.7476
0.1059	22.27	8240	0.6124	0.7088	0.8150	0.8827	0.9289	0.8077	0.8816	0.5060	0.9042	0.8533	0.8235	0.8684	0.6774	0.7693	0.4074	0.8121	0.6767	0.7503
0.1387	22.32	8260	0.6376	0.7070	0.8149	0.8815	0.9340	0.7960	0.8797	0.5223	0.8968	0.8644	0.8110	0.8691	0.6763	0.7688	0.4060	0.8102	0.6746	0.7436
0.3907	22.38	8280	0.6208	0.7050	0.8143	0.8803	0.9302	0.7992	0.8879	0.5138	0.8979	0.8708	0.8002	0.8683	0.6746	0.7660	0.4076	0.8089	0.6741	0.7356
0.1376	22.43	8300	0.6203	0.7060	0.8132	0.8809	0.9299	0.7943	0.8723	0.5208	0.9032	0.8616	0.8101	0.8686	0.6754	0.7661	0.4084	0.8093	0.6742	0.7401
0.1202	22.49	8320	0.6072	0.7067	0.8132	0.8816	0.9304	0.8010	0.8882	0.5135	0.9045	0.8414	0.8133	0.8684	0.6759	0.7683	0.4057	0.8106	0.6761	0.7418
0.1391	22.54	8340	0.6402	0.7062	0.8132	0.8807	0.9283	0.8123	0.8665	0.5124	0.9065	0.8565	0.8098	0.8681	0.6780	0.7651	0.4054	0.8063	0.6798	0.7407
0.0847	22.59	8360	0.6071	0.7095	0.8180	0.8826	0.9312	0.8173	0.8706	0.5239	0.8995	0.8565	0.8268	0.8679	0.6782	0.7671	0.4064	0.8106	0.6819	0.7541
0.1487	22.65	8380	0.6051	0.7089	0.8160	0.8823	0.9335	0.8133	0.8686	0.5156	0.8993	0.8627	0.8187	0.8687	0.6788	0.7660	0.4086	0.8097	0.6796	0.7509
0.1683	22.7	8400	0.6426	0.7090	0.8136	0.8826	0.9356	0.7975	0.8708	0.5141	0.9002	0.8577	0.8192	0.8680	0.6773	0.7673	0.4095	0.8109	0.6792	0.7509
0.0552	22.76	8420	0.6230	0.7076	0.8156	0.8815	0.9319	0.7963	0.8687	0.5280	0.8982	0.8691	0.8166	0.8690	0.6761	0.7666	0.4095	0.8092	0.6753	0.7475
1.8276	22.81	8440	0.6169	0.7089	0.8159	0.8823	0.9345	0.8091	0.8806	0.5308	0.9019	0.8406	0.8138	0.8680	0.6786	0.7711	0.4098	0.8118	0.6761	0.7468
0.069	22.86	8460	0.6010	0.7101	0.8186	0.8829	0.9330	0.8154	0.8825	0.5262	0.8980	0.8535	0.8215	0.8685	0.6771	0.7699	0.4113	0.8121	0.6799	0.7517
0.2116	22.92	8480	0.6090	0.7095	0.8164	0.8825	0.9331	0.8052	0.8833	0.5195	0.8989	0.8588	0.8157	0.8685	0.6770	0.7690	0.4147	0.8113	0.6792	0.7469
0.2707	22.97	8500	0.6086	0.7098	0.8186	0.8822	0.9338	0.8160	0.8696	0.5288	0.8965	0.8734	0.8124	0.8682	0.6769	0.7711	0.4186	0.8113	0.6787	0.7437
1.9017	23.03	8520	0.6366	0.7075	0.8146	0.8810	0.9340	0.8076	0.8718	0.5253	0.9000	0.8598	0.8040	0.8671	0.6775	0.7683	0.4149	0.8084	0.6767	0.7397
0.5376	23.08	8540	0.6105	0.7078	0.8158	0.8810	0.9323	0.8165	0.8637	0.5240	0.9006	0.8655	0.8077	0.8673	0.6770	0.7679	0.4160	0.8078	0.6767	0.7421
0.1984	23.14	8560	0.6390	0.7063	0.8142	0.8799	0.9299	0.7995	0.8657	0.5335	0.9027	0.8696	0.7981	0.8675	0.6774	0.7673	0.4177	0.8058	0.6743	0.7341
0.1297	23.19	8580	0.6062	0.7109	0.8188	0.8826	0.9327	0.8114	0.8771	0.5381	0.9004	0.8581	0.8136	0.8674	0.6788	0.7736	0.4171	0.8114	0.6828	0.7454
0.1256	23.24	8600	0.6117	0.7098	0.8167	0.8820	0.9329	0.8076	0.8649	0.5336	0.9009	0.8606	0.8161	0.8680	0.6787	0.7690	0.4151	0.8084	0.6819	0.7475
0.2178	23.3	8620	0.6301	0.7063	0.8063	0.8813	0.9354	0.7755	0.8659	0.4904	0.9053	0.8642	0.8075	0.8668	0.6739	0.7661	0.4111	0.8087	0.6767	0.7409
0.12	23.35	8640	0.5954	0.7134	0.8183	0.8845	0.9305	0.8061	0.8892	0.5131	0.9020	0.8594	0.8282	0.8681	0.6795	0.7728	0.4139	0.8125	0.6910	0.7563
1.6866	23.41	8660	0.6285	0.7073	0.8171	0.8808	0.9342	0.8003	0.8867	0.5319	0.8915	0.8707	0.8042	0.8674	0.6780	0.7715	0.4115	0.8086	0.6755	0.7385
0.8764	23.46	8680	0.6196	0.7069	0.8179	0.8805	0.9319	0.8104	0.8803	0.5430	0.8968	0.8597	0.8030	0.8670	0.6774	0.7718	0.4108	0.8087	0.6755	0.7376
0.2846	23.51	8700	0.6429	0.7054	0.8089	0.8801	0.9338	0.7897	0.8778	0.5126	0.9054	0.8470	0.7960	0.8662	0.6773	0.7671	0.4131	0.8070	0.6741	0.7328
0.1733	23.57	8720	0.6716	0.7060	0.8137	0.8801	0.9312	0.7954	0.8775	0.5342	0.9026	0.8564	0.7982	0.8679	0.6766	0.7678	0.4128	0.8065	0.6765	0.7339
0.1889	23.62	8740	0.6285	0.7086	0.8183	0.8816	0.9327	0.8064	0.8815	0.5367	0.8958	0.8666	0.8085	0.8681	0.6788	0.7732	0.4114	0.8103	0.6773	0.7407
0.2335	23.68	8760	0.6187	0.7077	0.8179	0.8812	0.9290	0.8058	0.8765	0.5372	0.8993	0.8645	0.8128	0.8692	0.6764	0.7698	0.4107	0.8081	0.6760	0.7438
0.1434	23.73	8780	0.6220	0.7068	0.8185	0.8804	0.9287	0.8154	0.8699	0.5404	0.8982	0.8675	0.8094	0.8688	0.6771	0.7681	0.4102	0.8063	0.6748	0.7424
0.1091	23.78	8800	0.6053	0.7097	0.8177	0.8824	0.9306	0.7995	0.8773	0.5373	0.9012	0.8613	0.8165	0.8697	0.6777	0.7712	0.4128	0.8101	0.6800	0.7462
0.0441	23.84	8820	0.6099	0.7090	0.8185	0.8819	0.9339	0.8164	0.8647	0.5389	0.8970	0.8614	0.8173	0.8684	0.6783	0.7700	0.4109	0.8097	0.6781	0.7478
0.0642	23.89	8840	0.6071	0.7085	0.8166	0.8815	0.9342	0.8128	0.8618	0.5345	0.8997	0.8641	0.8094	0.8681	0.6780	0.7694	0.4140	0.8089	0.6784	0.7430
0.1659	23.95	8860	0.5899	0.7092	0.8138	0.8825	0.9322	0.8027	0.8705	0.4997	0.9026	0.8791	0.8101	0.8693	0.6781	0.7697	0.4154	0.8109	0.6780	0.7430
0.1801	24.0	8880	0.6425	0.7073	0.8119	0.8814	0.9312	0.7967	0.8706	0.5050	0.9036	0.8643	0.8116	0.8687	0.6768	0.7656	0.4120	0.8072	0.6767	0.7441
1.0472	24.05	8900	0.6368	0.7085	0.8126	0.8822	0.9331	0.8066	0.8658	0.5075	0.9060	0.8547	0.8142	0.8683	0.6777	0.7685	0.4122	0.8102	0.6772	0.7457
0.2152	24.11	8920	0.6309	0.7080	0.8133	0.8818	0.9332	0.8037	0.8715	0.5062	0.9010	0.8646	0.8131	0.8683	0.6775	0.7679	0.4117	0.8097	0.6756	0.7451
0.0434	24.16	8940	0.6352	0.7078	0.8145	0.8816	0.9339	0.7984	0.8811	0.5156	0.8965	0.8632	0.8130	0.8682	0.6770	0.7683	0.4116	0.8089	0.6758	0.7451
0.1156	24.22	8960	0.6161	0.7095	0.8189	0.8825	0.9301	0.8131	0.8746	0.5325	0.9002	0.8620	0.8200	0.8690	0.6765	0.7718	0.4122	0.8118	0.6779	0.7471
0.1483	24.27	8980	0.6298	0.7072	0.8137	0.8813	0.9332	0.8052	0.8798	0.5192	0.9018	0.8486	0.8082	0.8675	0.6770	0.7689	0.4101	0.8089	0.6762	0.7418
0.1716	24.32	9000	0.6275	0.7076	0.8139	0.8815	0.9328	0.8087	0.8726	0.5286	0.9052	0.8344	0.8148	0.8679	0.6765	0.7689	0.4102	0.8087	0.6753	0.7457
0.0314	24.38	9020	0.6365	0.7065	0.8143	0.8808	0.9320	0.8008	0.8773	0.5204	0.8994	0.8663	0.8041	0.8678	0.6762	0.7681	0.4103	0.8087	0.6759	0.7385
0.1488	24.43	9040	0.6421	0.7080	0.8135	0.8818	0.9341	0.8048	0.8730	0.5076	0.8997	0.8636	0.8120	0.8674	0.6777	0.7686	0.4114	0.8103	0.6769	0.7434
0.1511	24.49	9060	0.6465	0.7060	0.8128	0.8805	0.9321	0.7908	0.8723	0.5162	0.8979	0.8728	0.8077	0.8685	0.6759	0.7654	0.4117	0.8071	0.6732	0.7402
0.1712	24.54	9080	0.6452	0.7064	0.8146	0.8806	0.9298	0.7991	0.8749	0.5260	0.9005	0.8626	0.8096	0.8685	0.6755	0.7657	0.4104	0.8066	0.6762	0.7418
0.0786	24.59	9100	0.6148	0.7074	0.8186	0.8810	0.9290	0.8139	0.8767	0.5383	0.8993	0.8645	0.8088	0.8689	0.6755	0.7693	0.4112	0.8083	0.6780	0.7409
0.1503	24.65	9120	0.6358	0.7075	0.8137	0.8814	0.9325	0.7985	0.8723	0.5160	0.9009	0.8665	0.8091	0.8684	0.6763	0.7678	0.4128	0.8088	0.6769	0.7417
0.2824	24.7	9140	0.6273	0.7067	0.8133	0.8808	0.9353	0.7995	0.8688	0.5238	0.8989	0.8643	0.8028	0.8673	0.6767	0.7680	0.4128	0.8084	0.6761	0.7379
0.417	24.76	9160	0.6413	0.7065	0.8109	0.8807	0.9298	0.8041	0.8759	0.5149	0.9101	0.8339	0.8073	0.8674	0.6767	0.7664	0.4127	0.8058	0.6754	0.7408
0.0708	24.81	9180	0.6532	0.7076	0.8142	0.8813	0.9317	0.8104	0.8704	0.5146	0.9022	0.8588	0.8116	0.8681	0.6766	0.7668	0.4127	0.8076	0.6780	0.7437
0.1626	24.86	9200	0.6461	0.7077	0.8118	0.8816	0.9331	0.8007	0.8708	0.5031	0.9031	0.8606	0.8110	0.8682	0.6774	0.7663	0.4120	0.8079	0.6783	0.7435
0.0988	24.92	9220	0.6357	0.7069	0.8125	0.8809	0.9379	0.8022	0.8645	0.5140	0.8966	0.8692	0.8035	0.8664	0.6774	0.7685	0.4127	0.8093	0.6759	0.7382
0.1384	24.97	9240	0.6325	0.7077	0.8137	0.8816	0.9348	0.8020	0.8775	0.5017	0.8953	0.8739	0.8105	0.8677	0.6774	0.7684	0.4116	0.8094	0.6762	0.7429

Framework versions

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