segformer-b4-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b4-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5730
• Mean Iou: 0.7157
• Mean Accuracy: 0.8145
• Overall Accuracy: 0.8866
• Accuracy Water: 0.9491
• Accuracy Whitewater: 0.8195
• Accuracy Sediment: 0.8684
• Accuracy Other Natural Terrain: 0.5106
• Accuracy Vegetation: 0.9154
• Accuracy Development: 0.8773
• Accuracy Unknown: 0.7612
• Iou Water: 0.8883
• Iou Whitewater: 0.7016
• Iou Sediment: 0.7771
• Iou Other Natural Terrain: 0.4328
• Iou Vegetation: 0.8130
• Iou Development: 0.6795
• Iou Unknown: 0.7176

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
1.8255	0.05	20	1.7027	0.1290	0.2258	0.4395	0.4512	0.0062	0.0230	0.0071	0.8969	0.1962	0.0001	0.3734	0.0056	0.0201	0.0061	0.3645	0.1328	0.0001
1.6284	0.11	40	1.3704	0.1980	0.2989	0.5788	0.7902	0.0050	0.0527	0.0005	0.9144	0.2868	0.0429	0.5340	0.0050	0.0485	0.0005	0.5122	0.2432	0.0428
1.3093	0.16	60	1.2415	0.2585	0.3548	0.6245	0.7540	0.0105	0.0165	0.0	0.9710	0.4103	0.3215	0.6036	0.0104	0.0161	0.0	0.5026	0.3555	0.3210
1.0099	0.22	80	1.1327	0.2676	0.3591	0.6431	0.8175	0.0050	0.0401	0.0	0.9532	0.3186	0.3795	0.6247	0.0050	0.0390	0.0	0.5219	0.3035	0.3792
1.1127	0.27	100	1.0871	0.3127	0.4101	0.6672	0.8090	0.0084	0.1632	0.0	0.9318	0.5647	0.3937	0.6501	0.0084	0.1461	0.0	0.5354	0.4560	0.3931
0.8616	0.32	120	0.9837	0.3545	0.4519	0.7101	0.8676	0.0024	0.3230	0.0	0.9290	0.5953	0.4461	0.7064	0.0024	0.2692	0.0	0.5894	0.4795	0.4347
1.1509	0.38	140	0.9333	0.3801	0.4882	0.7212	0.8515	0.0000	0.5253	0.0	0.8948	0.6991	0.4468	0.6908	0.0000	0.4022	0.0	0.6143	0.5514	0.4020
1.3826	0.43	160	0.8626	0.3873	0.5027	0.7342	0.9122	0.0044	0.4573	0.0	0.8399	0.8457	0.4594	0.7047	0.0044	0.3826	0.0	0.6363	0.5382	0.4451
1.0346	0.49	180	0.8790	0.3828	0.4928	0.7264	0.8471	0.0000	0.4274	0.0	0.9077	0.7813	0.4861	0.7062	0.0000	0.3443	0.0	0.6096	0.5432	0.4764
1.0385	0.54	200	0.8776	0.4044	0.5424	0.7318	0.8723	0.0757	0.6913	0.0	0.7709	0.8850	0.5015	0.7417	0.0736	0.5008	0.0	0.6157	0.4206	0.4786
0.9166	0.59	220	0.7701	0.4368	0.5589	0.7637	0.8764	0.0895	0.7560	0.0	0.8723	0.8130	0.5050	0.7467	0.0886	0.5264	0.0	0.6674	0.5346	0.4938
1.4187	0.65	240	0.7735	0.4290	0.5393	0.7602	0.9057	0.0370	0.7644	0.0	0.8616	0.7105	0.4957	0.7142	0.0368	0.5090	0.0	0.6780	0.5785	0.4866
0.8127	0.7	260	0.7394	0.4581	0.5633	0.7750	0.9069	0.1810	0.6709	0.0	0.8976	0.7690	0.5175	0.7359	0.1733	0.5022	0.0	0.6971	0.5938	0.5042
0.8323	0.76	280	0.7582	0.4824	0.5878	0.7812	0.8859	0.3329	0.7904	0.0	0.9308	0.7197	0.4552	0.7473	0.3141	0.5890	0.0	0.6938	0.5846	0.4479
0.6184	0.81	300	0.7331	0.4920	0.6193	0.7724	0.9022	0.5065	0.7736	0.0	0.8107	0.8244	0.5180	0.7508	0.4264	0.5756	0.0	0.6518	0.5494	0.4902
2.0827	0.86	320	0.7559	0.4796	0.5820	0.7740	0.9007	0.4211	0.7026	0.0	0.9247	0.7033	0.4214	0.7534	0.3776	0.5706	0.0	0.6708	0.5757	0.4092
0.748	0.92	340	0.7179	0.5110	0.6444	0.7866	0.8798	0.5538	0.8472	0.0	0.8461	0.8625	0.5213	0.7634	0.4670	0.5656	0.0	0.6901	0.5830	0.5081
0.5084	0.97	360	0.7135	0.5228	0.6294	0.8001	0.9061	0.5449	0.7269	0.0	0.9150	0.7655	0.5472	0.7876	0.4646	0.5806	0.0	0.6971	0.6069	0.5232
0.7817	1.03	380	0.6495	0.5343	0.6487	0.8037	0.8974	0.6201	0.8332	0.0	0.9078	0.7533	0.5291	0.7931	0.5062	0.6344	0.0	0.6950	0.5964	0.5153
1.0043	1.08	400	0.6443	0.5413	0.6538	0.8097	0.9058	0.6272	0.8076	0.0	0.9135	0.7883	0.5340	0.8026	0.5179	0.6382	0.0	0.7066	0.6063	0.5175
0.7235	1.14	420	0.6647	0.5199	0.6546	0.7918	0.9328	0.5814	0.8595	0.0	0.7731	0.8745	0.5611	0.7687	0.4716	0.5782	0.0	0.6840	0.6070	0.5295
0.4646	1.19	440	0.6397	0.5485	0.6677	0.8114	0.8968	0.7575	0.8333	0.0	0.9229	0.7192	0.5441	0.8101	0.5574	0.6348	0.0	0.7036	0.6153	0.5185
0.3387	1.24	460	0.6339	0.5459	0.6488	0.8134	0.9239	0.6487	0.7729	0.0	0.9299	0.7393	0.5268	0.8161	0.5459	0.6296	0.0	0.7084	0.6191	0.5019
0.4492	1.3	480	0.6280	0.5590	0.6748	0.8210	0.9198	0.7297	0.8350	0.0	0.9139	0.7842	0.5409	0.8212	0.5670	0.6290	0.0	0.7244	0.6477	0.5236
0.7281	1.35	500	0.6056	0.5607	0.6783	0.8223	0.9169	0.7259	0.8499	0.0	0.9134	0.8056	0.5364	0.8212	0.5672	0.6353	0.0	0.7296	0.6536	0.5177
0.4626	1.41	520	0.6378	0.5516	0.6765	0.8136	0.9113	0.7343	0.8006	0.0001	0.8891	0.8723	0.5278	0.8083	0.5583	0.6237	0.0001	0.7103	0.6468	0.5137
0.3665	1.46	540	0.6123	0.5573	0.6768	0.8179	0.9093	0.7674	0.7990	0.0	0.9153	0.7991	0.5477	0.8177	0.5699	0.6271	0.0	0.7142	0.6435	0.5283
0.3533	1.51	560	0.6079	0.5586	0.6627	0.8206	0.9350	0.7048	0.7373	0.0001	0.9192	0.7832	0.5594	0.8146	0.5719	0.6252	0.0001	0.7216	0.6390	0.5378
0.3662	1.57	580	0.6387	0.5443	0.6593	0.8103	0.9371	0.6781	0.7947	0.0000	0.8765	0.8076	0.5212	0.8181	0.5589	0.6010	0.0000	0.6942	0.6216	0.5163
0.5607	1.62	600	0.6234	0.5623	0.6999	0.8215	0.9081	0.8504	0.8616	0.0000	0.8935	0.8640	0.5214	0.8246	0.5843	0.6351	0.0000	0.7276	0.6550	0.5091
0.3321	1.68	620	0.6355	0.5625	0.7020	0.8178	0.9242	0.8198	0.8432	0.0001	0.8295	0.9079	0.5891	0.8362	0.6050	0.6528	0.0001	0.6967	0.5816	0.5654
0.4281	1.73	640	0.5823	0.5826	0.6897	0.8327	0.9162	0.7880	0.8567	0.0001	0.9397	0.7525	0.5747	0.8327	0.6281	0.6770	0.0001	0.7332	0.6576	0.5498
1.1026	1.78	660	0.6229	0.5613	0.6920	0.8202	0.8902	0.7902	0.8338	0.0	0.9101	0.8561	0.5637	0.8177	0.5813	0.6500	0.0	0.7279	0.6087	0.5433
0.7561	1.84	680	0.5747	0.5691	0.6735	0.8313	0.9400	0.6768	0.8304	0.0005	0.9305	0.8062	0.5301	0.8284	0.5407	0.6685	0.0005	0.7425	0.6838	0.5195
0.4515	1.89	700	0.5821	0.5899	0.7094	0.8352	0.9120	0.8155	0.8818	0.0004	0.9025	0.8512	0.6024	0.8364	0.6455	0.6447	0.0004	0.7347	0.6910	0.5768
0.656	1.95	720	0.5716	0.5744	0.7042	0.8273	0.9093	0.8491	0.8100	0.0135	0.8979	0.8535	0.5961	0.8312	0.6026	0.6656	0.0135	0.7323	0.6279	0.5480
1.8132	2.0	740	0.6120	0.5628	0.6812	0.8240	0.9300	0.7314	0.7887	0.0045	0.9009	0.8757	0.5373	0.8285	0.5719	0.6497	0.0045	0.7315	0.6488	0.5045
0.3921	2.05	760	0.6014	0.5614	0.6818	0.8244	0.9345	0.7816	0.8711	0.0013	0.9060	0.7507	0.5273	0.8359	0.5958	0.6178	0.0013	0.7377	0.6382	0.5032
0.3895	2.11	780	0.5443	0.5774	0.7023	0.8314	0.9292	0.8344	0.8295	0.0112	0.9049	0.8754	0.5318	0.8454	0.6221	0.6890	0.0112	0.7366	0.6206	0.5169
0.4646	2.16	800	0.5058	0.6009	0.7123	0.8419	0.9413	0.7920	0.8638	0.0227	0.8874	0.8643	0.6147	0.8449	0.6440	0.7120	0.0227	0.7376	0.6632	0.5822
1.5981	2.22	820	0.5296	0.5873	0.7007	0.8341	0.9262	0.8121	0.8398	0.0178	0.9116	0.8115	0.5860	0.8290	0.6369	0.7060	0.0178	0.7434	0.6298	0.5478
0.2858	2.27	840	0.5685	0.5681	0.6855	0.8217	0.9064	0.7037	0.8602	0.0124	0.8864	0.8159	0.6137	0.8260	0.5791	0.6695	0.0124	0.7102	0.6297	0.5500
0.6615	2.32	860	0.5751	0.5570	0.6922	0.8197	0.9255	0.7319	0.8747	0.0328	0.8655	0.9026	0.5123	0.8337	0.5578	0.6328	0.0326	0.7287	0.6141	0.4993
0.2149	2.38	880	0.5294	0.5844	0.7083	0.8302	0.9128	0.8525	0.7967	0.0995	0.9335	0.8352	0.5282	0.8335	0.5610	0.7156	0.0986	0.7350	0.6344	0.5127
0.576	2.43	900	0.5266	0.6100	0.7118	0.8432	0.9210	0.7831	0.8250	0.0737	0.9333	0.8283	0.6183	0.8536	0.6435	0.7215	0.0735	0.7310	0.6642	0.5828
1.1175	2.49	920	0.5370	0.6007	0.7203	0.8394	0.9294	0.8115	0.8496	0.0324	0.8635	0.8747	0.6810	0.8532	0.6487	0.6791	0.0323	0.7280	0.6755	0.5880
0.4719	2.54	940	0.5447	0.5940	0.7022	0.8367	0.9405	0.7849	0.7967	0.0279	0.8949	0.8637	0.6066	0.8399	0.6297	0.7051	0.0279	0.7272	0.6622	0.5662
0.4847	2.59	960	0.5860	0.5878	0.7206	0.8323	0.8983	0.8799	0.8445	0.0374	0.8901	0.8314	0.6622	0.8313	0.6254	0.6237	0.0373	0.7429	0.6653	0.5884
0.302	2.65	980	0.5840	0.5856	0.6936	0.8341	0.9409	0.7526	0.8375	0.0304	0.9118	0.8478	0.5342	0.8369	0.6371	0.7121	0.0302	0.7432	0.6225	0.5167
0.4162	2.7	1000	0.5942	0.5833	0.7201	0.8296	0.9197	0.8478	0.8826	0.0437	0.8636	0.9211	0.5621	0.8460	0.6394	0.7000	0.0435	0.7351	0.5969	0.5222
0.3414	2.76	1020	0.5377	0.6057	0.7151	0.8433	0.9477	0.8133	0.8716	0.0617	0.8910	0.7917	0.6287	0.8431	0.6460	0.6754	0.0611	0.7427	0.6597	0.6119
0.2947	2.81	1040	0.4663	0.6194	0.7372	0.8499	0.9337	0.8449	0.8461	0.0507	0.8663	0.8996	0.7191	0.8582	0.6537	0.7134	0.0504	0.7373	0.6829	0.6398
0.4344	2.86	1060	0.5806	0.6026	0.7025	0.8429	0.9336	0.7909	0.8411	0.0344	0.9330	0.7716	0.6131	0.8478	0.6418	0.6993	0.0343	0.7356	0.6656	0.5937
0.4233	2.92	1080	0.4980	0.5976	0.7286	0.8404	0.9283	0.8777	0.8380	0.0629	0.8873	0.9085	0.5975	0.8496	0.5984	0.6865	0.0613	0.7413	0.6624	0.5838
0.2809	2.97	1100	0.4464	0.6203	0.7265	0.8519	0.9372	0.7880	0.8750	0.0615	0.9051	0.8789	0.6399	0.8554	0.6481	0.7150	0.0607	0.7479	0.6885	0.6265
0.3447	3.03	1120	0.5340	0.6096	0.7311	0.8446	0.9362	0.8434	0.9080	0.0769	0.8855	0.8803	0.5874	0.8509	0.6528	0.6686	0.0754	0.7471	0.6900	0.5824
0.6117	3.08	1140	0.5048	0.6125	0.7187	0.8489	0.9346	0.7252	0.8101	0.0746	0.9008	0.9181	0.6672	0.8479	0.6072	0.6968	0.0736	0.7532	0.6794	0.6292
0.6382	3.14	1160	0.5120	0.6234	0.7304	0.8506	0.9355	0.8197	0.8209	0.1160	0.9205	0.8901	0.6098	0.8504	0.6514	0.7115	0.1151	0.7543	0.6798	0.6014
0.3643	3.19	1180	0.5157	0.6176	0.7319	0.8476	0.9328	0.8273	0.8711	0.0748	0.8946	0.9140	0.6090	0.8503	0.6656	0.7162	0.0739	0.7441	0.6719	0.6013
0.335	3.24	1200	0.4938	0.6277	0.7405	0.8549	0.9294	0.8180	0.8617	0.0679	0.8867	0.9114	0.7081	0.8449	0.6650	0.7021	0.0665	0.7641	0.6626	0.6890
0.3088	3.3	1220	0.4818	0.6334	0.7421	0.8592	0.9182	0.8099	0.8625	0.0526	0.8875	0.8356	0.8282	0.8452	0.6720	0.6992	0.0521	0.7738	0.6848	0.7070
0.3001	3.35	1240	0.4130	0.6576	0.7557	0.8750	0.9338	0.8285	0.8234	0.0863	0.9177	0.8631	0.8369	0.8570	0.6648	0.7077	0.0845	0.7983	0.6981	0.7925
0.8804	3.41	1260	0.4606	0.6584	0.7540	0.8712	0.9287	0.8165	0.8108	0.1195	0.9197	0.8575	0.8252	0.8494	0.6774	0.6906	0.1175	0.7892	0.6961	0.7887
0.5654	3.46	1280	0.4339	0.6784	0.7748	0.8766	0.9276	0.7883	0.8747	0.2341	0.9035	0.8320	0.8635	0.8527	0.6715	0.7439	0.2239	0.8017	0.6826	0.7725
0.4404	3.51	1300	0.4618	0.6788	0.7941	0.8709	0.8789	0.8413	0.8772	0.2895	0.9032	0.8595	0.9091	0.8389	0.6576	0.7442	0.2706	0.7937	0.6782	0.7682
0.2588	3.57	1320	0.4554	0.6466	0.7515	0.8629	0.9428	0.8192	0.8849	0.1429	0.8958	0.8621	0.7131	0.8538	0.6659	0.6922	0.1351	0.7757	0.7061	0.6971
0.3708	3.62	1340	0.4490	0.6492	0.7439	0.8677	0.9405	0.8127	0.8779	0.1198	0.9245	0.7643	0.7675	0.8659	0.6714	0.7057	0.1145	0.7774	0.6797	0.7300
0.2473	3.68	1360	0.4512	0.6770	0.7850	0.8695	0.9276	0.8334	0.8249	0.3246	0.8914	0.8975	0.7953	0.8627	0.6569	0.7381	0.2889	0.7695	0.6736	0.7495
0.5854	3.73	1380	0.5085	0.6547	0.7673	0.8568	0.9400	0.8039	0.8561	0.3414	0.8908	0.8975	0.6413	0.8545	0.6506	0.7473	0.2727	0.7627	0.6719	0.6233
0.3184	3.78	1400	0.4128	0.7026	0.8062	0.8809	0.9382	0.8183	0.8458	0.4538	0.8986	0.8688	0.8198	0.8668	0.6766	0.7399	0.3684	0.8005	0.6885	0.7779
0.2659	3.84	1420	0.4764	0.6760	0.7831	0.8647	0.9331	0.8080	0.8572	0.4071	0.9059	0.8980	0.6726	0.8548	0.6742	0.7513	0.3663	0.7851	0.6526	0.6474
0.5461	3.89	1440	0.4907	0.6658	0.7655	0.8657	0.9465	0.8436	0.8388	0.2799	0.9066	0.8154	0.7277	0.8493	0.6674	0.7187	0.2653	0.7801	0.6828	0.6968
0.8689	3.95	1460	0.5126	0.6689	0.7649	0.8665	0.9300	0.7880	0.8115	0.2581	0.9069	0.8927	0.7673	0.8536	0.6609	0.7237	0.2470	0.7633	0.7085	0.7254
0.3114	4.0	1480	0.4235	0.6895	0.7862	0.8760	0.9233	0.7425	0.9042	0.3645	0.8984	0.8139	0.8569	0.8617	0.6431	0.7323	0.3351	0.7835	0.7035	0.7672
0.2212	4.05	1500	0.4079	0.7026	0.8032	0.8804	0.9379	0.8310	0.8791	0.3948	0.8940	0.8782	0.8071	0.8635	0.6828	0.7379	0.3420	0.7890	0.7159	0.7872
0.2255	4.11	1520	0.4434	0.6915	0.7917	0.8725	0.9461	0.8008	0.8509	0.4038	0.8854	0.9057	0.7489	0.8494	0.6724	0.7475	0.3462	0.7813	0.7120	0.7320
0.4276	4.16	1540	0.4964	0.6539	0.7529	0.8599	0.9204	0.7102	0.7869	0.3103	0.9190	0.8669	0.7565	0.8426	0.5873	0.6978	0.2811	0.7713	0.7043	0.6927
0.3546	4.22	1560	0.4651	0.6833	0.7967	0.8719	0.9391	0.8591	0.8344	0.3577	0.8636	0.8925	0.8305	0.8508	0.6643	0.7106	0.3147	0.7884	0.6734	0.7807
0.6319	4.27	1580	0.5045	0.6774	0.7742	0.8705	0.9391	0.8038	0.8128	0.3067	0.9066	0.8871	0.7631	0.8577	0.6715	0.7080	0.2822	0.7769	0.7059	0.7394
0.1278	4.32	1600	0.4677	0.6871	0.7975	0.8728	0.9081	0.8464	0.8881	0.3378	0.8858	0.8394	0.8769	0.8455	0.6695	0.7213	0.3104	0.7873	0.7045	0.7714
0.5714	4.38	1620	0.5400	0.6707	0.7809	0.8585	0.9036	0.8117	0.8734	0.3903	0.9088	0.8717	0.7069	0.8373	0.6764	0.7166	0.3348	0.7639	0.6929	0.6734
0.3133	4.43	1640	0.4833	0.6799	0.7794	0.8662	0.9333	0.7892	0.8423	0.4244	0.9109	0.8198	0.7359	0.8487	0.6663	0.7420	0.3508	0.7801	0.6974	0.6741
0.3715	4.49	1660	0.5050	0.6704	0.7804	0.8613	0.9366	0.8461	0.8313	0.4135	0.9013	0.8468	0.6875	0.8484	0.6532	0.7305	0.3480	0.7732	0.7007	0.6392
0.1323	4.54	1680	0.5311	0.6734	0.7806	0.8635	0.9393	0.7934	0.8662	0.3869	0.8824	0.8856	0.7102	0.8438	0.6655	0.7268	0.3332	0.7771	0.6867	0.6810
0.1881	4.59	1700	0.4877	0.6843	0.7969	0.8674	0.9471	0.7914	0.8588	0.5029	0.8649	0.8440	0.7692	0.8484	0.6692	0.7375	0.3308	0.7776	0.6966	0.7299
0.2152	4.65	1720	0.4798	0.6882	0.7839	0.8724	0.9245	0.8341	0.8486	0.3639	0.9262	0.8153	0.7745	0.8580	0.6814	0.7361	0.3281	0.7761	0.6992	0.7385
0.3887	4.7	1740	0.4644	0.7012	0.8003	0.8819	0.9379	0.8008	0.8847	0.3497	0.8749	0.8713	0.8825	0.8635	0.6746	0.7379	0.3251	0.7904	0.7130	0.8038
0.2631	4.76	1760	0.4940	0.6659	0.7949	0.8606	0.9269	0.8436	0.8987	0.4448	0.8751	0.8829	0.6924	0.8572	0.6441	0.7060	0.3300	0.7757	0.6825	0.6655
0.4283	4.81	1780	0.4320	0.6947	0.8103	0.8754	0.9436	0.8065	0.8544	0.5058	0.8668	0.8860	0.8094	0.8621	0.6621	0.7540	0.3441	0.7907	0.6833	0.7664
0.3054	4.86	1800	0.4334	0.7004	0.7989	0.8815	0.9294	0.7659	0.8483	0.4166	0.8972	0.8472	0.8873	0.8632	0.6416	0.7601	0.3584	0.8010	0.7122	0.7665
0.1428	4.92	1820	0.4784	0.6906	0.7981	0.8694	0.8965	0.8180	0.8675	0.4166	0.9119	0.8736	0.8028	0.8436	0.6657	0.7591	0.3677	0.7810	0.7052	0.7118
0.3282	4.97	1840	0.5367	0.6541	0.7560	0.8568	0.9197	0.5980	0.8085	0.3944	0.8714	0.8405	0.8592	0.8507	0.5273	0.7325	0.3621	0.7652	0.6905	0.6502
0.1473	5.03	1860	0.5241	0.6629	0.7788	0.8601	0.9506	0.8008	0.8766	0.3883	0.8625	0.8822	0.6903	0.8565	0.6732	0.7043	0.2914	0.7715	0.6797	0.6636
0.2876	5.08	1880	0.5098	0.6670	0.7931	0.8575	0.9390	0.8178	0.8405	0.5598	0.8914	0.8885	0.6148	0.8641	0.6641	0.7620	0.3736	0.7730	0.6419	0.5902
0.3245	5.14	1900	0.4614	0.6892	0.7963	0.8730	0.9335	0.8429	0.8633	0.4376	0.9102	0.8412	0.7457	0.8608	0.6662	0.7528	0.3396	0.7869	0.7092	0.7089
0.1845	5.19	1920	0.4727	0.6916	0.8029	0.8729	0.9283	0.8445	0.8746	0.4636	0.9062	0.8636	0.7394	0.8629	0.6711	0.7548	0.3453	0.7829	0.7166	0.7076
0.3778	5.24	1940	0.3897	0.7174	0.8218	0.8870	0.9246	0.8508	0.8721	0.4436	0.8962	0.8946	0.8709	0.8638	0.6841	0.7588	0.3789	0.8043	0.7111	0.8209
0.1666	5.3	1960	0.5085	0.7030	0.8168	0.8742	0.8859	0.8128	0.8929	0.4561	0.8893	0.8963	0.8845	0.8337	0.6773	0.7603	0.3874	0.7952	0.6983	0.7688
0.2797	5.35	1980	0.4200	0.7082	0.8209	0.8806	0.8983	0.8547	0.8556	0.4783	0.9093	0.8617	0.8883	0.8478	0.6716	0.7616	0.3822	0.8097	0.7045	0.7803
0.224	5.41	2000	0.4688	0.6861	0.7851	0.8735	0.9341	0.8084	0.8583	0.3831	0.9198	0.8447	0.7475	0.8738	0.6856	0.7582	0.3415	0.7872	0.6484	0.7079
0.5611	5.46	2020	0.4441	0.6910	0.8066	0.8761	0.9356	0.8532	0.8875	0.4061	0.8749	0.8800	0.8085	0.8715	0.6672	0.7510	0.3214	0.7862	0.6892	0.7506
0.1683	5.51	2040	0.3961	0.7104	0.8077	0.8853	0.9415	0.8228	0.8612	0.4269	0.9047	0.8746	0.8221	0.8766	0.6841	0.7638	0.3432	0.7926	0.7286	0.7838
0.3154	5.57	2060	0.4080	0.7152	0.8181	0.8861	0.9464	0.7938	0.8720	0.4826	0.8735	0.8999	0.8581	0.8709	0.6691	0.7536	0.3816	0.7939	0.7150	0.8226
0.2562	5.62	2080	0.4422	0.6994	0.8111	0.8763	0.9414	0.8246	0.8581	0.5367	0.8926	0.8574	0.7672	0.8716	0.6805	0.7577	0.3594	0.7838	0.7073	0.7356
0.1811	5.68	2100	0.4773	0.6787	0.7844	0.8694	0.9499	0.8335	0.8197	0.3995	0.8987	0.8679	0.7221	0.8664	0.6778	0.7325	0.3394	0.7867	0.6598	0.6884
0.1138	5.73	2120	0.4266	0.7052	0.8091	0.8813	0.9388	0.8631	0.8415	0.4379	0.9006	0.8727	0.8090	0.8738	0.6846	0.7567	0.3493	0.7851	0.7140	0.7732
0.579	5.78	2140	0.4989	0.6872	0.7884	0.8717	0.9399	0.7968	0.8438	0.4222	0.9029	0.8656	0.7476	0.8663	0.6690	0.7555	0.3329	0.7736	0.6991	0.7140
0.1794	5.84	2160	0.5081	0.6811	0.7963	0.8677	0.9440	0.7649	0.8931	0.5043	0.8772	0.8830	0.7075	0.8640	0.6566	0.7499	0.3653	0.7819	0.6693	0.6807
0.1926	5.89	2180	0.5154	0.6944	0.7977	0.8718	0.9258	0.8272	0.8597	0.4614	0.9156	0.8595	0.7345	0.8614	0.6734	0.7521	0.3866	0.7737	0.7073	0.7064
0.3038	5.95	2200	0.4670	0.6979	0.8117	0.8725	0.9245	0.8293	0.8655	0.5393	0.8979	0.8653	0.7598	0.8646	0.6823	0.7638	0.3757	0.7748	0.7063	0.7178
0.1976	6.0	2220	0.4768	0.6954	0.8009	0.8741	0.9431	0.8201	0.8658	0.4713	0.8949	0.8725	0.7389	0.8671	0.6891	0.7576	0.3684	0.7826	0.6959	0.7070
0.2534	6.05	2240	0.5165	0.6970	0.7963	0.8733	0.9298	0.7971	0.8566	0.4890	0.9202	0.8399	0.7413	0.8660	0.6805	0.7571	0.3885	0.7755	0.7027	0.7089
0.2402	6.11	2260	0.5051	0.6957	0.7932	0.8760	0.9516	0.7848	0.8780	0.4310	0.8930	0.8626	0.7512	0.8666	0.6840	0.7517	0.3449	0.7837	0.7232	0.7157
0.2262	6.16	2280	0.5177	0.6854	0.7966	0.8700	0.9447	0.8283	0.8758	0.4599	0.8916	0.8737	0.7019	0.8695	0.6826	0.7566	0.3348	0.7770	0.7060	0.6714
0.2841	6.22	2300	0.5127	0.6839	0.8061	0.8684	0.9396	0.8420	0.8691	0.5321	0.8822	0.8526	0.7250	0.8687	0.6730	0.7610	0.3082	0.7777	0.7073	0.6914
0.2022	6.27	2320	0.5386	0.6777	0.7793	0.8685	0.9408	0.7534	0.8473	0.4556	0.9167	0.8285	0.7132	0.8725	0.6393	0.7588	0.3621	0.7773	0.6558	0.6779
0.1901	6.32	2340	0.4924	0.6871	0.7987	0.8710	0.9375	0.7970	0.8885	0.4797	0.8937	0.8756	0.7189	0.8695	0.6687	0.7599	0.3746	0.7853	0.6676	0.6845
0.2208	6.38	2360	0.5389	0.6861	0.8009	0.8682	0.9315	0.8403	0.8698	0.4793	0.8963	0.8889	0.7004	0.8597	0.6837	0.7579	0.3689	0.7824	0.6779	0.6720
0.271	6.43	2380	0.5640	0.6791	0.7982	0.8656	0.9444	0.8256	0.8696	0.5044	0.8835	0.8885	0.6716	0.8593	0.6764	0.7580	0.3823	0.7933	0.6377	0.6468
0.3052	6.49	2400	0.5183	0.6923	0.8067	0.8740	0.9172	0.8531	0.8967	0.4502	0.9072	0.8558	0.7670	0.8632	0.6733	0.7492	0.3753	0.7948	0.6692	0.7215
0.2231	6.54	2420	0.4668	0.7057	0.8195	0.8806	0.9258	0.8521	0.8744	0.5260	0.9067	0.8522	0.7996	0.8706	0.6697	0.7653	0.3900	0.7994	0.6888	0.7561
0.1938	6.59	2440	0.4231	0.7169	0.8120	0.8906	0.9442	0.7319	0.8659	0.5043	0.9025	0.8605	0.8748	0.8697	0.6252	0.7687	0.3992	0.8180	0.7250	0.8123
0.254	6.65	2460	0.4882	0.6926	0.7963	0.8751	0.9251	0.7666	0.8937	0.4443	0.9112	0.8747	0.7581	0.8661	0.6522	0.7609	0.3719	0.7895	0.6919	0.7157
0.1238	6.7	2480	0.4999	0.6924	0.8059	0.8727	0.9324	0.8651	0.8602	0.4791	0.9025	0.8682	0.7340	0.8633	0.6806	0.7667	0.3598	0.7865	0.6862	0.7038
0.4076	6.76	2500	0.4681	0.7106	0.8064	0.8827	0.9433	0.8205	0.8791	0.4448	0.9002	0.8515	0.8053	0.8595	0.6908	0.7675	0.3738	0.7989	0.7138	0.7699
0.2787	6.81	2520	0.5266	0.6905	0.8069	0.8703	0.9270	0.8405	0.8784	0.5025	0.8978	0.8831	0.7190	0.8610	0.6846	0.7659	0.4059	0.7972	0.6412	0.6779
0.1893	6.86	2540	0.4335	0.7157	0.8059	0.8873	0.9430	0.7788	0.8718	0.4508	0.9068	0.8388	0.8515	0.8613	0.6716	0.7709	0.3921	0.8125	0.7100	0.7915
0.3215	6.92	2560	0.4307	0.7213	0.8210	0.8907	0.9415	0.8498	0.8715	0.4441	0.8982	0.8899	0.8519	0.8722	0.6850	0.7734	0.3884	0.8140	0.7099	0.8062
0.2359	6.97	2580	0.3978	0.7187	0.8141	0.8893	0.9339	0.8156	0.8696	0.4648	0.9135	0.8281	0.8731	0.8706	0.6849	0.7627	0.3884	0.8116	0.6967	0.8162
0.1723	7.03	2600	0.5384	0.6821	0.7998	0.8656	0.9334	0.8197	0.8839	0.4736	0.8771	0.9076	0.7034	0.8584	0.6867	0.7449	0.3970	0.7900	0.6248	0.6726
0.2198	7.08	2620	0.5005	0.6910	0.7960	0.8729	0.9388	0.8048	0.8743	0.4808	0.9120	0.8466	0.7147	0.8675	0.6817	0.7668	0.3986	0.7977	0.6429	0.6815
0.6163	7.14	2640	0.4799	0.6943	0.8060	0.8751	0.9327	0.8127	0.8350	0.5384	0.9133	0.8557	0.7545	0.8726	0.6698	0.7592	0.3937	0.7988	0.6512	0.7148
0.0603	7.19	2660	0.4724	0.6998	0.8133	0.8786	0.9442	0.8708	0.8613	0.4953	0.8946	0.8629	0.7644	0.8767	0.6846	0.7633	0.3903	0.8013	0.6581	0.7246
0.2466	7.24	2680	0.4975	0.7031	0.8059	0.8791	0.9401	0.8165	0.8756	0.4891	0.9092	0.8555	0.7555	0.8787	0.6972	0.7731	0.3893	0.7929	0.6728	0.7177
0.2087	7.3	2700	0.4788	0.7118	0.8103	0.8830	0.9365	0.8503	0.8741	0.4746	0.9179	0.8286	0.7903	0.8748	0.6950	0.7713	0.4020	0.7944	0.6956	0.7496
0.2716	7.35	2720	0.4957	0.6940	0.8011	0.8742	0.9388	0.8149	0.8513	0.5038	0.9121	0.8683	0.7187	0.8703	0.6834	0.7586	0.4026	0.7982	0.6622	0.6825
0.1851	7.41	2740	0.4543	0.7050	0.8120	0.8802	0.9414	0.8445	0.8650	0.4935	0.9010	0.8670	0.7715	0.8749	0.6802	0.7678	0.4062	0.7976	0.6809	0.7272
0.1417	7.46	2760	0.4831	0.7025	0.7985	0.8793	0.9302	0.8298	0.8786	0.4342	0.9250	0.8018	0.7899	0.8739	0.6898	0.7694	0.3831	0.7886	0.6824	0.7308
0.3012	7.51	2780	0.4962	0.7097	0.8119	0.8825	0.9359	0.8398	0.8710	0.4752	0.9096	0.8621	0.7895	0.8791	0.6931	0.7672	0.3864	0.7914	0.7086	0.7423
0.2088	7.57	2800	0.5037	0.7037	0.8058	0.8798	0.9420	0.8133	0.8885	0.4733	0.9066	0.8682	0.7486	0.8749	0.6862	0.7613	0.3783	0.7918	0.7145	0.7187
0.2388	7.62	2820	0.5005	0.7019	0.8039	0.8781	0.9405	0.8312	0.8574	0.4664	0.9079	0.8697	0.7541	0.8686	0.6809	0.7637	0.3752	0.7881	0.7190	0.7179
0.2092	7.68	2840	0.5128	0.6989	0.7928	0.8779	0.9497	0.7864	0.8845	0.4461	0.9093	0.8223	0.7514	0.8714	0.6820	0.7611	0.3683	0.7863	0.7057	0.7174
1.3557	7.73	2860	0.4480	0.7106	0.8094	0.8838	0.9479	0.8261	0.8706	0.4868	0.9069	0.8359	0.7914	0.8731	0.6923	0.7656	0.3900	0.8021	0.6976	0.7538
0.1944	7.78	2880	0.4373	0.7273	0.8192	0.8945	0.9465	0.8154	0.8761	0.4256	0.8945	0.8874	0.8886	0.8724	0.6888	0.7764	0.3780	0.8153	0.7169	0.8432
0.1646	7.84	2900	0.4373	0.7199	0.8296	0.8868	0.9281	0.8104	0.8877	0.5164	0.8756	0.9036	0.8855	0.8755	0.6939	0.7610	0.3872	0.7949	0.6832	0.8435
0.0828	7.89	2920	0.4548	0.7097	0.8098	0.8818	0.9409	0.8178	0.8686	0.4889	0.9049	0.8610	0.7864	0.8735	0.6895	0.7593	0.3909	0.7907	0.7110	0.7527
0.1143	7.95	2940	0.5495	0.7020	0.8016	0.8770	0.9277	0.8212	0.8506	0.4769	0.9255	0.8516	0.7577	0.8701	0.6829	0.7663	0.3880	0.7835	0.7044	0.7187
0.1333	8.0	2960	0.5408	0.6945	0.8034	0.8737	0.9387	0.8528	0.8671	0.4790	0.9047	0.8568	0.7246	0.8726	0.6901	0.7684	0.3819	0.7845	0.6774	0.6865
0.1862	8.05	2980	0.5236	0.7037	0.8026	0.8786	0.9452	0.8044	0.8722	0.4588	0.9004	0.8903	0.7470	0.8739	0.6928	0.7682	0.3928	0.7867	0.6961	0.7156
0.3287	8.11	3000	0.5212	0.7047	0.8057	0.8791	0.9354	0.8289	0.8537	0.4664	0.9134	0.8842	0.7576	0.8788	0.6962	0.7662	0.4043	0.7894	0.6790	0.7192
0.2988	8.16	3020	0.5032	0.7043	0.8064	0.8801	0.9440	0.8239	0.8728	0.4639	0.9035	0.8838	0.7530	0.8802	0.7025	0.7636	0.3916	0.7951	0.6832	0.7140
1.0718	8.22	3040	0.5665	0.6962	0.8043	0.8724	0.9390	0.8001	0.8733	0.5426	0.9063	0.8779	0.6907	0.8688	0.6925	0.7704	0.4102	0.7866	0.6793	0.6653
0.2106	8.27	3060	0.5268	0.6970	0.8074	0.8726	0.9401	0.8282	0.8458	0.5715	0.9076	0.8424	0.7164	0.8712	0.6944	0.7674	0.4069	0.7841	0.6746	0.6803
0.1997	8.32	3080	0.5013	0.6975	0.8025	0.8745	0.9455	0.8279	0.8610	0.4855	0.8992	0.8786	0.7196	0.8690	0.6889	0.7681	0.4006	0.7874	0.6832	0.6853
0.1327	8.38	3100	0.5208	0.6988	0.8045	0.8761	0.9368	0.8375	0.8737	0.4766	0.9112	0.8718	0.7241	0.8755	0.6972	0.7654	0.4009	0.7923	0.6695	0.6906
0.1801	8.43	3120	0.5485	0.6944	0.8047	0.8731	0.9388	0.8313	0.8677	0.5114	0.9079	0.8843	0.6916	0.8770	0.6981	0.7653	0.4234	0.7972	0.6440	0.6559
0.4261	8.49	3140	0.5703	0.6891	0.8029	0.8727	0.9392	0.8418	0.8875	0.4915	0.9097	0.8731	0.6777	0.8796	0.6931	0.7751	0.4042	0.8056	0.6218	0.6445
0.2176	8.54	3160	0.5483	0.6911	0.8102	0.8701	0.9362	0.8532	0.8700	0.5432	0.8961	0.8827	0.6898	0.8734	0.6968	0.7759	0.4173	0.7955	0.6385	0.6404
0.1166	8.59	3180	0.5981	0.6825	0.7929	0.8661	0.9442	0.7995	0.8892	0.5105	0.9017	0.8629	0.6419	0.8664	0.6796	0.7740	0.4026	0.7826	0.6613	0.6113
0.1617	8.65	3200	0.5895	0.6850	0.7953	0.8684	0.9415	0.8398	0.8774	0.4802	0.9075	0.8586	0.6623	0.8641	0.6639	0.7741	0.3978	0.7838	0.6783	0.6331
0.4853	8.7	3220	0.6131	0.6845	0.7921	0.8675	0.9431	0.8010	0.8777	0.4909	0.9030	0.8641	0.6650	0.8665	0.6774	0.7701	0.3851	0.7774	0.6796	0.6355
0.0873	8.76	3240	0.5879	0.6945	0.8076	0.8715	0.9263	0.8492	0.8761	0.5098	0.9085	0.8737	0.7095	0.8708	0.6904	0.7604	0.3977	0.7784	0.6854	0.6782
0.2865	8.81	3260	0.5065	0.7087	0.8131	0.8799	0.9493	0.8084	0.8635	0.5394	0.8958	0.8922	0.7430	0.8802	0.6940	0.7734	0.4308	0.7922	0.6798	0.7104
0.1574	8.86	3280	0.5478	0.6999	0.8128	0.8753	0.9443	0.8523	0.8829	0.5289	0.8960	0.8805	0.7045	0.8748	0.6873	0.7691	0.4281	0.7924	0.6736	0.6742
0.1511	8.92	3300	0.5475	0.6957	0.8082	0.8739	0.9444	0.8209	0.8979	0.5452	0.8977	0.8443	0.7069	0.8774	0.6891	0.7626	0.4038	0.7878	0.6735	0.6756
0.2231	8.97	3320	0.5532	0.7005	0.8012	0.8772	0.9505	0.8025	0.8818	0.4998	0.9084	0.8550	0.7100	0.8786	0.6843	0.7674	0.4210	0.7918	0.6848	0.6758
0.2062	9.03	3340	0.5598	0.7011	0.8072	0.8758	0.9338	0.8453	0.8817	0.4907	0.9142	0.8748	0.7098	0.8736	0.6909	0.7740	0.4259	0.7908	0.6757	0.6766
0.1339	9.08	3360	0.5539	0.7005	0.8029	0.8775	0.9469	0.8267	0.8669	0.4947	0.9142	0.8591	0.7119	0.8770	0.6946	0.7700	0.4109	0.7980	0.6757	0.6771
0.2409	9.14	3380	0.5878	0.6978	0.8020	0.8759	0.9449	0.8467	0.8800	0.4797	0.9153	0.8511	0.6961	0.8760	0.6979	0.7691	0.4080	0.7961	0.6742	0.6629
0.126	9.19	3400	0.5468	0.7010	0.8080	0.8768	0.9434	0.8312	0.8736	0.5210	0.9065	0.8558	0.7249	0.8790	0.6955	0.7707	0.4111	0.7921	0.6756	0.6832
0.1114	9.24	3420	0.5470	0.6995	0.8093	0.8753	0.9338	0.8088	0.8763	0.5252	0.9032	0.8904	0.7272	0.8742	0.6859	0.7731	0.4094	0.7900	0.6783	0.6859
0.2764	9.3	3440	0.5306	0.7005	0.8029	0.8766	0.9438	0.8092	0.8938	0.5021	0.9078	0.8386	0.7253	0.8726	0.6931	0.7699	0.4084	0.7922	0.6738	0.6933
0.1108	9.35	3460	0.5262	0.7115	0.8098	0.8823	0.9416	0.8476	0.8592	0.4824	0.9172	0.8606	0.7602	0.8764	0.6984	0.7720	0.4012	0.7918	0.7117	0.7291
0.1205	9.41	3480	0.5267	0.7118	0.8141	0.8825	0.9434	0.8254	0.8708	0.4930	0.8988	0.8958	0.7717	0.8778	0.6977	0.7728	0.3959	0.7916	0.7119	0.7351
0.1861	9.46	3500	0.5057	0.7114	0.8078	0.8840	0.9455	0.8284	0.8475	0.4684	0.9141	0.8715	0.7791	0.8807	0.6924	0.7647	0.3923	0.7946	0.7207	0.7347
0.1234	9.51	3520	0.5621	0.6939	0.7884	0.8761	0.9414	0.7444	0.8401	0.4622	0.9184	0.8575	0.7549	0.8674	0.6326	0.7638	0.3922	0.7912	0.7196	0.6908
0.5423	9.57	3540	0.5721	0.6916	0.7906	0.8740	0.9411	0.8123	0.8781	0.4293	0.9165	0.8375	0.7192	0.8705	0.6879	0.7635	0.3708	0.7891	0.6833	0.6760
0.2405	9.62	3560	0.5583	0.6991	0.8101	0.8755	0.9292	0.8411	0.8654	0.5109	0.9101	0.8771	0.7370	0.8767	0.6946	0.7654	0.3852	0.7855	0.6879	0.6987
0.4535	9.68	3580	0.5376	0.7052	0.8107	0.8789	0.9331	0.8328	0.8623	0.5248	0.9135	0.8315	0.7768	0.8757	0.6928	0.7614	0.3834	0.7872	0.7062	0.7298
0.2397	9.73	3600	0.5768	0.6989	0.8059	0.8766	0.9395	0.8361	0.8707	0.5003	0.9138	0.8660	0.7151	0.8735	0.6935	0.7700	0.4069	0.8007	0.6671	0.6808
0.1404	9.78	3620	0.5529	0.7027	0.8105	0.8780	0.9366	0.8407	0.8823	0.4908	0.9040	0.8734	0.7454	0.8788	0.6965	0.7674	0.4182	0.7965	0.6604	0.7012
0.1926	9.84	3640	0.5995	0.6965	0.7970	0.8767	0.9377	0.8165	0.8752	0.4468	0.9177	0.8468	0.7379	0.8770	0.6967	0.7674	0.3957	0.7982	0.6480	0.6926
0.2463	9.89	3660	0.5295	0.6975	0.8040	0.8775	0.9433	0.8240	0.8744	0.4643	0.8982	0.8695	0.7545	0.8749	0.6976	0.7623	0.3815	0.8015	0.6528	0.7122
0.2097	9.95	3680	0.5249	0.7013	0.8106	0.8780	0.9407	0.8411	0.8545	0.5219	0.9058	0.8556	0.7544	0.8727	0.6904	0.7680	0.3781	0.7956	0.6839	0.7204
0.2171	10.0	3700	0.5387	0.7062	0.8092	0.8801	0.9392	0.8415	0.8640	0.4984	0.9152	0.8523	0.7540	0.8730	0.6896	0.7747	0.3987	0.7958	0.6907	0.7206
0.1083	10.05	3720	0.5688	0.6990	0.7994	0.8769	0.9435	0.7578	0.8806	0.4867	0.9008	0.8881	0.7385	0.8723	0.6761	0.7670	0.3956	0.7903	0.6852	0.7067
0.1415	10.11	3740	0.5549	0.7112	0.8166	0.8813	0.9413	0.8001	0.8831	0.5320	0.8926	0.8950	0.7725	0.8802	0.6964	0.7680	0.4117	0.7886	0.6953	0.7385
0.1573	10.16	3760	0.5257	0.7071	0.8079	0.8809	0.9473	0.8075	0.8343	0.5126	0.9060	0.8802	0.7679	0.8758	0.6892	0.7649	0.4158	0.8002	0.6728	0.7314
0.215	10.22	3780	0.5679	0.6982	0.8041	0.8751	0.9341	0.8082	0.8800	0.5118	0.9143	0.8624	0.7182	0.8756	0.6927	0.7713	0.4135	0.7926	0.6580	0.6840
0.1497	10.27	3800	0.5854	0.6996	0.8092	0.8759	0.9391	0.8183	0.8768	0.5368	0.9076	0.8725	0.7134	0.8774	0.6949	0.7714	0.4184	0.7968	0.6574	0.6808
0.148	10.32	3820	0.5874	0.6916	0.8047	0.8727	0.9434	0.8139	0.8618	0.5494	0.9041	0.8556	0.7046	0.8758	0.6898	0.7754	0.3904	0.7965	0.6409	0.6723
0.1191	10.38	3840	0.5505	0.7035	0.8101	0.8782	0.9408	0.8230	0.8747	0.5242	0.9071	0.8634	0.7377	0.8797	0.7034	0.7731	0.4193	0.7992	0.6480	0.7021
0.1576	10.43	3860	0.5698	0.7026	0.8096	0.8782	0.9362	0.8167	0.8980	0.4979	0.9036	0.8709	0.7442	0.8762	0.6987	0.7720	0.4016	0.7969	0.6586	0.7143
0.2652	10.49	3880	0.5395	0.7063	0.8152	0.8797	0.9346	0.8534	0.8747	0.5109	0.9083	0.8707	0.7540	0.8776	0.6944	0.7709	0.4165	0.7971	0.6655	0.7220
0.1185	10.54	3900	0.4813	0.7175	0.8197	0.8848	0.9364	0.8232	0.8808	0.5200	0.9057	0.8802	0.7917	0.8812	0.7044	0.7731	0.4237	0.7978	0.6958	0.7465
0.1359	10.59	3920	0.5336	0.7115	0.8101	0.8810	0.9387	0.8125	0.8570	0.5197	0.9151	0.8655	0.7622	0.8759	0.6925	0.7724	0.4144	0.7883	0.7171	0.7201
0.162	10.65	3940	0.5542	0.6990	0.8152	0.8748	0.9318	0.8723	0.8525	0.5301	0.9048	0.8906	0.7247	0.8750	0.6851	0.7662	0.4145	0.7897	0.6773	0.6854
0.0826	10.7	3960	0.5254	0.7058	0.8073	0.8798	0.9472	0.8093	0.8746	0.5037	0.9059	0.8755	0.7348	0.8849	0.6986	0.7723	0.4076	0.7887	0.6886	0.7002
0.1512	10.76	3980	0.5818	0.7025	0.8067	0.8782	0.9444	0.8431	0.8735	0.4959	0.9145	0.8653	0.7105	0.8797	0.6914	0.7726	0.4169	0.7949	0.6831	0.6787
0.1112	10.81	4000	0.5328	0.6989	0.8140	0.8762	0.9506	0.8280	0.8695	0.5660	0.8930	0.8853	0.7052	0.8789	0.6894	0.7686	0.4137	0.7993	0.6667	0.6757
0.1365	10.86	4020	0.5622	0.7009	0.8049	0.8792	0.9498	0.8320	0.8619	0.4901	0.9124	0.8737	0.7148	0.8802	0.6866	0.7731	0.4141	0.8052	0.6652	0.6819
0.2949	10.92	4040	0.4964	0.7109	0.8212	0.8819	0.9400	0.8522	0.8695	0.5443	0.9028	0.8791	0.7609	0.8767	0.6897	0.7770	0.4151	0.8002	0.6945	0.7235
0.9439	10.97	4060	0.5072	0.7214	0.8176	0.8862	0.9299	0.8279	0.8637	0.5209	0.9264	0.8534	0.8009	0.8803	0.6983	0.7747	0.4137	0.7898	0.7274	0.7654
0.2403	11.03	4080	0.5490	0.7105	0.8181	0.8822	0.9376	0.8229	0.8739	0.5492	0.9107	0.8741	0.7585	0.8824	0.6969	0.7799	0.4176	0.8026	0.6691	0.7250
0.1703	11.08	4100	0.5449	0.7048	0.8114	0.8799	0.9449	0.8294	0.8631	0.5379	0.9095	0.8453	0.7501	0.8791	0.6835	0.7735	0.4089	0.7971	0.6732	0.7184
0.0699	11.14	4120	0.4586	0.7194	0.8153	0.8891	0.9490	0.8154	0.8647	0.5070	0.9171	0.8596	0.7940	0.8865	0.6939	0.7765	0.4097	0.8083	0.7011	0.7595
0.1628	11.19	4140	0.4187	0.7311	0.8206	0.8977	0.9531	0.8281	0.8786	0.4440	0.9092	0.8631	0.8681	0.8818	0.6975	0.7727	0.3805	0.8234	0.7283	0.8334
0.0776	11.24	4160	0.4767	0.7155	0.8168	0.8860	0.9538	0.8447	0.8494	0.5159	0.9056	0.8726	0.7755	0.8818	0.6948	0.7664	0.4064	0.8029	0.7101	0.7463
0.1468	11.3	4180	0.5068	0.7191	0.8109	0.8872	0.9429	0.8277	0.8600	0.4666	0.9181	0.8574	0.8034	0.8791	0.6986	0.7703	0.4056	0.7969	0.7197	0.7636
0.263	11.35	4200	0.5154	0.7106	0.8081	0.8823	0.9453	0.8173	0.8603	0.4935	0.9135	0.8685	0.7581	0.8791	0.6995	0.7721	0.4126	0.7965	0.6920	0.7227
0.158	11.41	4220	0.4783	0.7111	0.8196	0.8834	0.9409	0.8612	0.8628	0.5107	0.9034	0.8807	0.7778	0.8792	0.7002	0.7671	0.4089	0.8069	0.6750	0.7401
0.1783	11.46	4240	0.5335	0.7011	0.7993	0.8795	0.9470	0.8421	0.8594	0.4576	0.9242	0.8360	0.7288	0.8768	0.6950	0.7627	0.3903	0.7996	0.6885	0.6949
0.2561	11.51	4260	0.5462	0.6994	0.8050	0.8775	0.9402	0.8519	0.8834	0.4523	0.9086	0.8740	0.7246	0.8741	0.6932	0.7723	0.3841	0.7947	0.6913	0.6865
0.1057	11.57	4280	0.5293	0.7015	0.8032	0.8781	0.9352	0.8174	0.8723	0.4752	0.9216	0.8789	0.7216	0.8758	0.6917	0.7754	0.3968	0.7953	0.6881	0.6874
0.2336	11.62	4300	0.5145	0.7074	0.8121	0.8813	0.9433	0.7996	0.8912	0.5205	0.9041	0.8794	0.7466	0.8789	0.6942	0.7783	0.4039	0.8019	0.6829	0.7115
0.1043	11.68	4320	0.5157	0.7088	0.8135	0.8827	0.9452	0.8270	0.8723	0.5170	0.9089	0.8681	0.7558	0.8828	0.6949	0.7706	0.4052	0.8023	0.6847	0.7210
0.1259	11.73	4340	0.5239	0.7089	0.8139	0.8822	0.9417	0.8217	0.8772	0.5369	0.9135	0.8477	0.7587	0.8836	0.6953	0.7746	0.4047	0.7996	0.6816	0.7227
0.1687	11.78	4360	0.5391	0.7043	0.8091	0.8792	0.9442	0.8146	0.8660	0.5332	0.9101	0.8533	0.7422	0.8784	0.6928	0.7747	0.4095	0.7977	0.6683	0.7087
0.1047	11.84	4380	0.4750	0.7148	0.8203	0.8855	0.9372	0.8505	0.8778	0.5093	0.9110	0.8701	0.7859	0.8746	0.6852	0.7761	0.4141	0.8101	0.6979	0.7456
0.2485	11.89	4400	0.5173	0.7093	0.8071	0.8831	0.9554	0.8275	0.8725	0.4746	0.9050	0.8631	0.7517	0.8724	0.6837	0.7699	0.4132	0.8065	0.7013	0.7180
0.1506	11.95	4420	0.4751	0.7194	0.8191	0.8886	0.9493	0.8387	0.8728	0.5062	0.9091	0.8656	0.7920	0.8826	0.6917	0.7746	0.4199	0.8108	0.7005	0.7555
0.1273	12.0	4440	0.4569	0.7234	0.8220	0.8896	0.9504	0.8180	0.8631	0.5346	0.9041	0.8754	0.8088	0.8831	0.6950	0.7727	0.4262	0.8082	0.7074	0.7710
0.2022	12.05	4460	0.4756	0.7224	0.8221	0.8886	0.9465	0.8296	0.8684	0.5373	0.9093	0.8635	0.7999	0.8856	0.7031	0.7763	0.4204	0.8037	0.7078	0.7602
0.1816	12.11	4480	0.5084	0.7203	0.8189	0.8881	0.9500	0.8369	0.8727	0.5116	0.9084	0.8650	0.7876	0.8836	0.7005	0.7779	0.4135	0.8041	0.7071	0.7553
0.1658	12.16	4500	0.5079	0.7220	0.8206	0.8875	0.9495	0.8525	0.8678	0.5163	0.9056	0.8606	0.7921	0.8798	0.6962	0.7751	0.4180	0.7972	0.7313	0.7566
0.1448	12.22	4520	0.4827	0.7244	0.8247	0.8888	0.9404	0.8200	0.8876	0.5318	0.9057	0.8839	0.8036	0.8861	0.6959	0.7765	0.4248	0.7977	0.7281	0.7615
0.2206	12.27	4540	0.4846	0.7228	0.8265	0.8885	0.9401	0.8284	0.8699	0.5522	0.9066	0.8814	0.8069	0.8853	0.6984	0.7810	0.4195	0.8034	0.7105	0.7614
0.1661	12.32	4560	0.5086	0.7228	0.8260	0.8868	0.9367	0.8356	0.8630	0.5595	0.9095	0.8766	0.8013	0.8802	0.6907	0.7834	0.4237	0.7947	0.7253	0.7614
0.0673	12.38	4580	0.5182	0.7216	0.8257	0.8871	0.9367	0.8264	0.8664	0.5596	0.9090	0.8790	0.8028	0.8838	0.6948	0.7829	0.4189	0.7980	0.7140	0.7586
0.0807	12.43	4600	0.5639	0.7060	0.8144	0.8819	0.9301	0.7602	0.8665	0.5558	0.9066	0.8759	0.8057	0.8756	0.6320	0.7838	0.4131	0.8029	0.7046	0.7300
0.1123	12.49	4620	0.5331	0.7034	0.8012	0.8822	0.9395	0.7271	0.8733	0.5097	0.9122	0.8412	0.8049	0.8781	0.6366	0.7805	0.3934	0.7990	0.7050	0.7313
0.2726	12.54	4640	0.5222	0.7156	0.8226	0.8856	0.9491	0.8325	0.8714	0.5528	0.8958	0.8607	0.7958	0.8832	0.6980	0.7764	0.3879	0.8000	0.7037	0.7596
0.1614	12.59	4660	0.5256	0.7181	0.8203	0.8857	0.9436	0.8265	0.8479	0.5582	0.9111	0.8627	0.7920	0.8805	0.6962	0.7737	0.4047	0.7979	0.7176	0.7560
0.3386	12.65	4680	0.5143	0.7201	0.8216	0.8864	0.9424	0.8322	0.8648	0.5348	0.9066	0.8753	0.7949	0.8814	0.6985	0.7759	0.4044	0.7946	0.7263	0.7596
0.1359	12.7	4700	0.5013	0.7232	0.8210	0.8894	0.9484	0.8014	0.8731	0.5343	0.9054	0.8831	0.8012	0.8884	0.6999	0.7804	0.4117	0.8013	0.7212	0.7592
0.2407	12.76	4720	0.5207	0.7236	0.8199	0.8886	0.9391	0.8283	0.8725	0.5025	0.9150	0.8822	0.7998	0.8826	0.6979	0.7813	0.4160	0.7977	0.7269	0.7630
0.0954	12.81	4740	0.5054	0.7236	0.8256	0.8875	0.9420	0.8355	0.8703	0.5533	0.9064	0.8752	0.7963	0.8803	0.6978	0.7806	0.4233	0.7977	0.7242	0.7613
0.1139	12.86	4760	0.5323	0.7228	0.8177	0.8870	0.9448	0.8083	0.8722	0.5354	0.9114	0.8589	0.7932	0.8793	0.7007	0.7795	0.4228	0.7952	0.7234	0.7584
0.179	12.92	4780	0.5952	0.7058	0.8074	0.8790	0.9434	0.8448	0.8754	0.4989	0.9147	0.8433	0.7314	0.8721	0.6907	0.7763	0.4118	0.7933	0.6972	0.6996
0.1331	12.97	4800	0.5669	0.7120	0.8053	0.8826	0.9395	0.8205	0.8760	0.4617	0.9225	0.8632	0.7535	0.8750	0.6991	0.7773	0.4067	0.7943	0.7161	0.7156
0.1101	13.03	4820	0.5638	0.7144	0.8127	0.8831	0.9408	0.8402	0.8839	0.4789	0.9109	0.8755	0.7586	0.8734	0.6996	0.7776	0.4104	0.7949	0.7222	0.7226
0.1787	13.08	4840	0.5823	0.7128	0.8122	0.8819	0.9405	0.8267	0.8736	0.4990	0.9097	0.8788	0.7568	0.8716	0.6965	0.7683	0.4193	0.7952	0.7153	0.7233
0.1737	13.14	4860	0.5370	0.7114	0.8140	0.8825	0.9406	0.8534	0.8880	0.4763	0.9062	0.8707	0.7625	0.8738	0.6951	0.7744	0.4067	0.7975	0.7066	0.7258
0.1029	13.19	4880	0.5663	0.7131	0.8103	0.8828	0.9431	0.8236	0.8719	0.4947	0.9153	0.8718	0.7517	0.8748	0.6956	0.7756	0.4226	0.7983	0.7043	0.7203
0.3167	13.24	4900	0.5383	0.7108	0.8117	0.8826	0.9394	0.8392	0.8782	0.4870	0.9142	0.8599	0.7643	0.8753	0.7008	0.7733	0.4073	0.8016	0.6900	0.7276
0.071	13.3	4920	0.4376	0.7246	0.8264	0.8914	0.9485	0.8460	0.8828	0.5167	0.9025	0.8730	0.8158	0.8864	0.6978	0.7821	0.4107	0.8112	0.7066	0.7771
0.2235	13.35	4940	0.4993	0.7130	0.8187	0.8838	0.9436	0.8289	0.8909	0.5379	0.9085	0.8700	0.7509	0.8763	0.6922	0.7803	0.4208	0.8095	0.6973	0.7149
0.2843	13.41	4960	0.5831	0.6954	0.8099	0.8732	0.9355	0.8110	0.8907	0.5463	0.9006	0.8859	0.6996	0.8702	0.6843	0.7755	0.4208	0.7999	0.6533	0.6640
0.1342	13.46	4980	0.5407	0.7054	0.8130	0.8802	0.9525	0.8101	0.8777	0.5310	0.8905	0.8816	0.7476	0.8747	0.6908	0.7755	0.3986	0.8034	0.6838	0.7108
1.0814	13.51	5000	0.5384	0.7082	0.8166	0.8821	0.9478	0.8545	0.8912	0.5104	0.8989	0.8607	0.7527	0.8773	0.6916	0.7716	0.4015	0.8034	0.6969	0.7148
0.0819	13.57	5020	0.5716	0.7084	0.8188	0.8800	0.9438	0.8412	0.8764	0.5473	0.8958	0.8771	0.7501	0.8749	0.6956	0.7716	0.4121	0.7968	0.6903	0.7173
0.1046	13.62	5040	0.5611	0.7148	0.8108	0.8837	0.9407	0.8153	0.8573	0.5236	0.9245	0.8469	0.7671	0.8792	0.6993	0.7707	0.4307	0.7990	0.6931	0.7314
0.2022	13.68	5060	0.5357	0.7218	0.8213	0.8879	0.9404	0.8123	0.8587	0.5567	0.9161	0.8599	0.8050	0.8826	0.6976	0.7722	0.4270	0.8042	0.7023	0.7666
0.1772	13.73	5080	0.5351	0.7231	0.8275	0.8895	0.9457	0.8259	0.8743	0.5677	0.9056	0.8695	0.8039	0.8880	0.6968	0.7740	0.4274	0.8086	0.7007	0.7665
0.1927	13.78	5100	0.5247	0.7178	0.8298	0.8845	0.9375	0.8328	0.8781	0.5797	0.8896	0.8816	0.8092	0.8815	0.6978	0.7772	0.4289	0.8010	0.6971	0.7408
0.0898	13.84	5120	0.5092	0.7216	0.8215	0.8884	0.9435	0.8153	0.8644	0.5390	0.9102	0.8730	0.8046	0.8836	0.6992	0.7752	0.4255	0.8081	0.6985	0.7609
0.2036	13.89	5140	0.5080	0.7147	0.8174	0.8849	0.9465	0.8024	0.8599	0.5614	0.9098	0.8671	0.7747	0.8864	0.6991	0.7784	0.4173	0.8038	0.6846	0.7331
0.0804	13.95	5160	0.5077	0.7170	0.8222	0.8859	0.9437	0.8127	0.8545	0.5719	0.9063	0.8725	0.7939	0.8863	0.6993	0.7745	0.4089	0.8018	0.6977	0.7507
0.1414	14.0	5180	0.5017	0.7211	0.8244	0.8876	0.9459	0.8270	0.8675	0.5556	0.9025	0.8688	0.8032	0.8841	0.7019	0.7737	0.4253	0.8049	0.7010	0.7571
0.0496	14.05	5200	0.5309	0.7134	0.8151	0.8843	0.9465	0.8348	0.8724	0.5161	0.9133	0.8721	0.7502	0.8856	0.7054	0.7785	0.4288	0.8062	0.6732	0.7158
1.5316	14.11	5220	0.5198	0.7137	0.8214	0.8833	0.9376	0.8416	0.8852	0.5400	0.9093	0.8812	0.7546	0.8844	0.6970	0.7795	0.4406	0.8040	0.6799	0.7109
0.1592	14.16	5240	0.6018	0.7011	0.8126	0.8769	0.9442	0.8389	0.8970	0.5286	0.9017	0.8797	0.6979	0.8786	0.6960	0.7747	0.4373	0.8050	0.6530	0.6632
0.1332	14.22	5260	0.5614	0.6969	0.8030	0.8744	0.9443	0.8343	0.8888	0.5003	0.9095	0.8553	0.6884	0.8720	0.6960	0.7764	0.4299	0.8004	0.6500	0.6537
0.0598	14.27	5280	0.5516	0.7114	0.8181	0.8816	0.9363	0.8463	0.8791	0.5307	0.9135	0.8787	0.7418	0.8703	0.6905	0.7743	0.4321	0.8066	0.6964	0.7096
0.1074	14.32	5300	0.4560	0.7393	0.8364	0.8971	0.9331	0.8332	0.8744	0.5512	0.9167	0.8719	0.8746	0.8813	0.7050	0.7807	0.4254	0.8174	0.7324	0.8327
0.177	14.38	5320	0.4475	0.7429	0.8297	0.8996	0.9407	0.8292	0.8672	0.4997	0.9210	0.8657	0.8847	0.8805	0.7083	0.7769	0.4317	0.8204	0.7409	0.8417
0.0884	14.43	5340	0.4512	0.7402	0.8307	0.8984	0.9486	0.8233	0.8730	0.5089	0.9055	0.8817	0.8741	0.8809	0.7097	0.7772	0.4262	0.8207	0.7318	0.8347
0.198	14.49	5360	0.4705	0.7277	0.8308	0.8915	0.9405	0.8401	0.8818	0.5433	0.9063	0.8850	0.8186	0.8832	0.7074	0.7796	0.4278	0.8152	0.6995	0.7815
0.1368	14.54	5380	0.5291	0.7053	0.8162	0.8793	0.9444	0.8350	0.8832	0.5546	0.9057	0.8728	0.7174	0.8770	0.7014	0.7774	0.4180	0.8071	0.6673	0.6887
0.1021	14.59	5400	0.5344	0.7093	0.8158	0.8804	0.9414	0.8290	0.8627	0.5436	0.9079	0.8897	0.7365	0.8797	0.7064	0.7771	0.4310	0.8018	0.6651	0.7043
0.1462	14.65	5420	0.5663	0.7113	0.8151	0.8815	0.9429	0.8510	0.8709	0.5239	0.9118	0.8609	0.7443	0.8807	0.7052	0.7771	0.4325	0.7983	0.6760	0.7094
0.2965	14.7	5440	0.5875	0.7073	0.8156	0.8790	0.9399	0.8509	0.8681	0.5267	0.9072	0.8928	0.7235	0.8795	0.7024	0.7781	0.4273	0.7957	0.6788	0.6893
0.1584	14.76	5460	0.5612	0.7053	0.8135	0.8781	0.9424	0.8380	0.8634	0.5269	0.9030	0.8996	0.7215	0.8775	0.6992	0.7756	0.4249	0.7962	0.6762	0.6873
0.1212	14.81	5480	0.5623	0.7061	0.8160	0.8795	0.9423	0.8549	0.8534	0.5289	0.9072	0.9015	0.7239	0.8828	0.7002	0.7712	0.4230	0.7988	0.6783	0.6886
0.1495	14.86	5500	0.5443	0.7135	0.8195	0.8827	0.9362	0.8541	0.8807	0.5252	0.9130	0.8746	0.7530	0.8834	0.7046	0.7787	0.4249	0.7968	0.6901	0.7161
0.8258	14.92	5520	0.5720	0.7139	0.8188	0.8827	0.9419	0.8406	0.8718	0.5370	0.9068	0.8757	0.7580	0.8825	0.7053	0.7779	0.4217	0.7949	0.6933	0.7219
0.1611	14.97	5540	0.5816	0.7114	0.8148	0.8810	0.9375	0.8299	0.8644	0.5274	0.9128	0.8869	0.7450	0.8804	0.7056	0.7792	0.4318	0.7978	0.6866	0.6983
0.253	15.03	5560	0.5703	0.7145	0.8170	0.8833	0.9381	0.8431	0.8802	0.5115	0.9129	0.8754	0.7576	0.8795	0.7082	0.7793	0.4310	0.8030	0.6864	0.7138
0.1777	15.08	5580	0.5662	0.7173	0.8191	0.8846	0.9434	0.8395	0.8578	0.5418	0.9139	0.8766	0.7605	0.8825	0.7077	0.7775	0.4380	0.8022	0.6871	0.7261
0.1439	15.14	5600	0.5368	0.7184	0.8145	0.8844	0.9367	0.8270	0.8799	0.5251	0.9211	0.8265	0.7853	0.8792	0.7061	0.7796	0.4316	0.7949	0.7043	0.7333
0.1532	15.19	5620	0.5855	0.7069	0.8091	0.8782	0.9397	0.8313	0.8759	0.5335	0.9190	0.8442	0.7200	0.8787	0.7041	0.7726	0.4293	0.7889	0.6869	0.6878
0.0797	15.24	5640	0.6323	0.7071	0.8121	0.8791	0.9391	0.8504	0.8716	0.5204	0.9188	0.8718	0.7126	0.8786	0.7005	0.7771	0.4337	0.7973	0.6811	0.6816
0.1549	15.3	5660	0.5341	0.7174	0.8191	0.8860	0.9489	0.8214	0.8724	0.5567	0.9136	0.8658	0.7551	0.8888	0.7043	0.7798	0.4380	0.8064	0.6829	0.7216
0.0825	15.35	5680	0.5877	0.7079	0.8141	0.8802	0.9491	0.8225	0.8568	0.5718	0.9117	0.8665	0.7199	0.8835	0.6977	0.7734	0.4385	0.8010	0.6743	0.6872
0.1114	15.41	5700	0.5888	0.7071	0.8120	0.8796	0.9490	0.8209	0.8623	0.5668	0.9142	0.8568	0.7138	0.8836	0.6971	0.7758	0.4413	0.7990	0.6717	0.6813
0.1845	15.46	5720	0.5980	0.7052	0.8125	0.8789	0.9400	0.8390	0.8840	0.5193	0.9112	0.8786	0.7154	0.8791	0.6993	0.7772	0.4315	0.8021	0.6658	0.6815
0.0943	15.51	5740	0.5980	0.7066	0.8108	0.8803	0.9498	0.8326	0.8579	0.5363	0.9148	0.8706	0.7135	0.8836	0.6982	0.7729	0.4341	0.8034	0.6723	0.6815
0.1462	15.57	5760	0.5699	0.7114	0.8108	0.8822	0.9451	0.8368	0.8590	0.5318	0.9230	0.8341	0.7458	0.8883	0.7067	0.7726	0.4326	0.7954	0.6805	0.7036
0.0397	15.62	5780	0.5557	0.7107	0.8110	0.8827	0.9490	0.8145	0.8635	0.5260	0.9125	0.8647	0.7466	0.8854	0.7017	0.7678	0.4265	0.8016	0.6907	0.7010
0.1133	15.68	5800	0.5547	0.7090	0.8149	0.8818	0.9483	0.8205	0.8798	0.5297	0.9009	0.8832	0.7422	0.8845	0.6992	0.7715	0.4242	0.8030	0.6845	0.6964
0.09	15.73	5820	0.5832	0.7059	0.8089	0.8801	0.9449	0.8349	0.8736	0.5085	0.9165	0.8643	0.7198	0.8807	0.6956	0.7730	0.4238	0.8017	0.6865	0.6800
0.1115	15.78	5840	0.5373	0.7007	0.8026	0.8807	0.9453	0.7627	0.8625	0.5072	0.9113	0.8712	0.7579	0.8833	0.6534	0.7736	0.4137	0.8063	0.6814	0.6930
0.1302	15.84	5860	0.5311	0.7060	0.8081	0.8820	0.9508	0.8145	0.8773	0.4971	0.9064	0.8618	0.7487	0.8824	0.6973	0.7711	0.4074	0.8079	0.6712	0.7047
0.1614	15.89	5880	0.5499	0.7062	0.8077	0.8819	0.9475	0.8109	0.8404	0.5094	0.9142	0.8796	0.7517	0.8847	0.6976	0.7659	0.4121	0.8070	0.6705	0.7059
0.2877	15.95	5900	0.6037	0.6983	0.8012	0.8798	0.9440	0.7287	0.8728	0.5228	0.9093	0.8792	0.7514	0.8835	0.6398	0.7745	0.4227	0.8074	0.6709	0.6892
0.1544	16.0	5920	0.6054	0.6997	0.7998	0.8805	0.9397	0.7367	0.8742	0.5066	0.9204	0.8718	0.7488	0.8846	0.6425	0.7766	0.4274	0.8084	0.6723	0.6860
0.0872	16.05	5940	0.5785	0.6981	0.7984	0.8803	0.9428	0.7402	0.8800	0.4933	0.9170	0.8693	0.7459	0.8844	0.6397	0.7781	0.4226	0.8095	0.6705	0.6819
0.1587	16.11	5960	0.6095	0.7112	0.8156	0.8822	0.9476	0.8289	0.8872	0.5422	0.9101	0.8652	0.7279	0.8871	0.6977	0.7752	0.4358	0.7975	0.6868	0.6979
0.1156	16.16	5980	0.5631	0.7228	0.8271	0.8878	0.9435	0.8430	0.8641	0.5728	0.9099	0.8648	0.7916	0.8881	0.6966	0.7756	0.4288	0.7981	0.7184	0.7537
0.5602	16.22	6000	0.6203	0.7132	0.8063	0.8859	0.9419	0.7312	0.8758	0.5216	0.9165	0.8520	0.8052	0.8842	0.6383	0.7753	0.4332	0.7982	0.7286	0.7345
0.1459	16.27	6020	0.5944	0.7127	0.8062	0.8857	0.9413	0.7417	0.8655	0.5203	0.9210	0.8585	0.7955	0.8849	0.6412	0.7771	0.4349	0.8006	0.7241	0.7257
0.0815	16.32	6040	0.5909	0.7106	0.8054	0.8846	0.9403	0.7383	0.8767	0.5181	0.9192	0.8559	0.7890	0.8837	0.6412	0.7777	0.4294	0.7992	0.7217	0.7215
0.0555	16.38	6060	0.6450	0.7010	0.7965	0.8791	0.9475	0.7309	0.8698	0.5238	0.9174	0.8433	0.7427	0.8749	0.6325	0.7736	0.4255	0.7962	0.7195	0.6847
0.1441	16.43	6080	0.5628	0.7094	0.8058	0.8829	0.9398	0.7435	0.8838	0.5203	0.9130	0.8553	0.7848	0.8767	0.6403	0.7787	0.4287	0.7971	0.7249	0.7197
0.1232	16.49	6100	0.6332	0.7048	0.7949	0.8809	0.9410	0.7159	0.8585	0.5052	0.9246	0.8475	0.7716	0.8766	0.6354	0.7750	0.4266	0.7925	0.7187	0.7091
0.0853	16.54	6120	0.6428	0.7031	0.7959	0.8797	0.9360	0.7306	0.8593	0.5026	0.9271	0.8531	0.7627	0.8752	0.6342	0.7716	0.4257	0.7919	0.7233	0.7000
0.7649	16.59	6140	0.5122	0.7155	0.8128	0.8858	0.9417	0.7967	0.8721	0.5045	0.9136	0.8763	0.7849	0.8835	0.6709	0.7748	0.4283	0.8004	0.7250	0.7252
0.09	16.65	6160	0.5520	0.7133	0.8116	0.8825	0.9419	0.8183	0.8705	0.5052	0.9114	0.8734	0.7608	0.8778	0.6943	0.7728	0.4124	0.7913	0.7264	0.7180
0.0908	16.7	6180	0.5755	0.7079	0.8069	0.8830	0.9378	0.7643	0.8731	0.4960	0.9110	0.8767	0.7894	0.8806	0.6437	0.7765	0.4107	0.7947	0.7246	0.7249
0.1677	16.76	6200	0.5405	0.7123	0.8083	0.8855	0.9371	0.7522	0.8811	0.4956	0.9134	0.8738	0.8052	0.8814	0.6446	0.7790	0.4156	0.7985	0.7305	0.7368
0.1951	16.81	6220	0.5430	0.7116	0.8042	0.8850	0.9369	0.7558	0.8673	0.4940	0.9270	0.8611	0.7871	0.8812	0.6455	0.7812	0.4307	0.8014	0.7181	0.7229
2.4185	16.86	6240	0.5116	0.7233	0.8135	0.8942	0.9414	0.7437	0.8883	0.4649	0.9122	0.8772	0.8669	0.8806	0.6438	0.7806	0.4132	0.8204	0.7283	0.7962
0.0651	16.92	6260	0.5158	0.7125	0.8141	0.8853	0.9403	0.7532	0.8742	0.5367	0.9043	0.8867	0.8029	0.8820	0.6464	0.7821	0.4335	0.8055	0.7020	0.7358
0.1278	16.97	6280	0.5137	0.7215	0.8240	0.8863	0.9382	0.8188	0.8786	0.5701	0.9106	0.8597	0.7923	0.8807	0.7033	0.7833	0.4311	0.8020	0.7094	0.7408
0.0665	17.03	6300	0.5100	0.7238	0.8289	0.8877	0.9394	0.8423	0.8729	0.5794	0.9112	0.8654	0.7915	0.8850	0.7046	0.7831	0.4266	0.8007	0.7122	0.7543
0.1191	17.08	6320	0.4659	0.7353	0.8338	0.8952	0.9470	0.8215	0.8865	0.5719	0.9055	0.8615	0.8429	0.8900	0.7069	0.7794	0.4308	0.8108	0.7305	0.7990
0.0746	17.14	6340	0.4894	0.7308	0.8299	0.8918	0.9455	0.8394	0.8799	0.5718	0.9124	0.8460	0.8142	0.8892	0.7055	0.7774	0.4364	0.8023	0.7291	0.7756
0.2034	17.19	6360	0.4699	0.7292	0.8226	0.8923	0.9502	0.8090	0.8897	0.5148	0.9061	0.8729	0.8155	0.8856	0.7053	0.7810	0.4269	0.8092	0.7282	0.7679
0.7434	17.24	6380	0.5803	0.7127	0.8102	0.8834	0.9512	0.8200	0.8672	0.5169	0.9177	0.8688	0.7293	0.8867	0.7038	0.7773	0.4297	0.7991	0.6949	0.6977
0.1345	17.3	6400	0.5747	0.7115	0.8166	0.8822	0.9477	0.8255	0.8825	0.5463	0.9072	0.8773	0.7297	0.8873	0.7034	0.7768	0.4383	0.8007	0.6783	0.6955
0.0724	17.35	6420	0.5721	0.7099	0.8186	0.8816	0.9441	0.8450	0.8664	0.5591	0.9112	0.8699	0.7343	0.8862	0.6991	0.7750	0.4403	0.8036	0.6678	0.6975
0.1157	17.41	6440	0.5546	0.7128	0.8164	0.8833	0.9447	0.8381	0.8653	0.5479	0.9179	0.8568	0.7442	0.8868	0.7034	0.7776	0.4376	0.8042	0.6753	0.7051
0.6272	17.46	6460	0.5512	0.7149	0.8170	0.8844	0.9441	0.8297	0.8799	0.5351	0.9159	0.8680	0.7463	0.8877	0.7067	0.7774	0.4369	0.8041	0.6810	0.7103
0.065	17.51	6480	0.4920	0.7197	0.8191	0.8873	0.9372	0.8093	0.8770	0.5159	0.9123	0.8816	0.8003	0.8797	0.6982	0.7814	0.4296	0.8122	0.6940	0.7426
0.106	17.57	6500	0.4874	0.7222	0.8267	0.8885	0.9392	0.8187	0.8700	0.5456	0.8989	0.8848	0.8299	0.8814	0.7019	0.7773	0.4278	0.8151	0.7016	0.7501
0.4623	17.62	6520	0.4663	0.7323	0.8317	0.8947	0.9397	0.8166	0.8638	0.5497	0.9080	0.8808	0.8632	0.8835	0.7045	0.7775	0.4254	0.8228	0.7205	0.7919
0.1292	17.68	6540	0.4846	0.7257	0.8269	0.8913	0.9345	0.8034	0.8724	0.5349	0.9066	0.8832	0.8533	0.8797	0.6932	0.7775	0.4186	0.8183	0.7154	0.7773
0.1434	17.73	6560	0.5075	0.7200	0.8167	0.8875	0.9376	0.8059	0.8805	0.5128	0.9166	0.8592	0.8045	0.8803	0.6989	0.7812	0.4201	0.8073	0.7048	0.7475
0.1434	17.78	6580	0.5273	0.7225	0.8223	0.8885	0.9346	0.8451	0.8727	0.5019	0.9160	0.8788	0.8072	0.8819	0.7040	0.7806	0.4175	0.8056	0.7113	0.7565
0.1528	17.84	6600	0.5419	0.7181	0.8155	0.8872	0.9382	0.7992	0.8891	0.4952	0.9111	0.8707	0.8050	0.8804	0.6901	0.7771	0.4133	0.8054	0.7122	0.7480
0.326	17.89	6620	0.4937	0.7303	0.8299	0.8931	0.9398	0.8346	0.8880	0.5239	0.9072	0.8784	0.8373	0.8837	0.7059	0.7778	0.4200	0.8129	0.7167	0.7948
0.1772	17.95	6640	0.4895	0.7400	0.8333	0.8983	0.9359	0.8366	0.8749	0.5061	0.9152	0.8840	0.8803	0.8820	0.7049	0.7798	0.4290	0.8206	0.7382	0.8255
0.1841	18.0	6660	0.5031	0.7391	0.8344	0.8978	0.9391	0.8235	0.8797	0.5181	0.9049	0.8902	0.8849	0.8790	0.6979	0.7796	0.4292	0.8224	0.7401	0.8252
0.1194	18.05	6680	0.5492	0.7143	0.8059	0.8879	0.9372	0.7420	0.8824	0.4740	0.9203	0.8671	0.8185	0.8793	0.6432	0.7794	0.4175	0.8086	0.7234	0.7489
0.0874	18.11	6700	0.5252	0.7216	0.8188	0.8915	0.9353	0.7620	0.8655	0.5191	0.9150	0.8831	0.8515	0.8798	0.6392	0.7790	0.4291	0.8161	0.7295	0.7785
0.2507	18.16	6720	0.5484	0.7201	0.8139	0.8907	0.9375	0.7313	0.8781	0.5032	0.9110	0.8897	0.8467	0.8798	0.6401	0.7797	0.4239	0.8122	0.7313	0.7739
0.1243	18.22	6740	0.5657	0.7145	0.8065	0.8860	0.9386	0.7248	0.8740	0.5135	0.9162	0.8674	0.8108	0.8806	0.6408	0.7811	0.4245	0.7974	0.7393	0.7375
0.5715	18.27	6760	0.4772	0.7355	0.8272	0.8990	0.9431	0.7711	0.8622	0.5217	0.9133	0.8900	0.8889	0.8872	0.6662	0.7794	0.4282	0.8251	0.7468	0.8159
0.1517	18.32	6780	0.4804	0.7373	0.8335	0.8981	0.9397	0.8005	0.8741	0.5403	0.9090	0.8902	0.8809	0.8857	0.6945	0.7793	0.4287	0.8253	0.7343	0.8133
0.2206	18.38	6800	0.4736	0.7346	0.8290	0.8989	0.9437	0.7558	0.8791	0.5499	0.9095	0.8724	0.8922	0.8871	0.6593	0.7817	0.4248	0.8266	0.7440	0.8187
0.1793	18.43	6820	0.4780	0.7342	0.8252	0.8993	0.9450	0.7567	0.8716	0.5234	0.9136	0.8712	0.8946	0.8867	0.6529	0.7802	0.4299	0.8285	0.7438	0.8172
0.1145	18.49	6840	0.4977	0.7310	0.8214	0.8983	0.9470	0.7326	0.8756	0.5149	0.9097	0.8840	0.8862	0.8852	0.6395	0.7793	0.4302	0.8278	0.7434	0.8114
0.1795	18.54	6860	0.5186	0.7287	0.8220	0.8965	0.9375	0.7385	0.8750	0.5185	0.9131	0.8788	0.8922	0.8835	0.6419	0.7770	0.4282	0.8257	0.7414	0.8030
0.1177	18.59	6880	0.4913	0.7308	0.8283	0.8929	0.9455	0.8327	0.8719	0.5425	0.9121	0.8750	0.8183	0.8886	0.7052	0.7812	0.4351	0.8103	0.7250	0.7701
0.1396	18.65	6900	0.5047	0.7286	0.8289	0.8917	0.9388	0.8497	0.8785	0.5495	0.9213	0.8569	0.8072	0.8886	0.6988	0.7830	0.4336	0.8079	0.7240	0.7644
0.074	18.7	6920	0.4698	0.7357	0.8362	0.8962	0.9462	0.8410	0.8769	0.5523	0.9033	0.8837	0.8497	0.8881	0.7053	0.7782	0.4386	0.8201	0.7173	0.8025
0.0895	18.76	6940	0.5044	0.7269	0.8271	0.8902	0.9425	0.8348	0.8692	0.5587	0.9155	0.8721	0.7970	0.8874	0.7064	0.7792	0.4347	0.8064	0.7169	0.7575
0.1672	18.81	6960	0.5068	0.7274	0.8261	0.8913	0.9472	0.8288	0.8699	0.5518	0.9140	0.8746	0.7965	0.8897	0.7033	0.7798	0.4374	0.8093	0.7149	0.7572
0.076	18.86	6980	0.5349	0.7284	0.8252	0.8918	0.9483	0.8235	0.8669	0.5465	0.9149	0.8765	0.7995	0.8895	0.6992	0.7787	0.4395	0.8084	0.7205	0.7627
0.1471	18.92	7000	0.5228	0.7277	0.8262	0.8901	0.9423	0.8316	0.8715	0.5508	0.9137	0.8700	0.8033	0.8837	0.7009	0.7822	0.4341	0.8035	0.7242	0.7651
0.1301	18.97	7020	0.5561	0.7258	0.8245	0.8886	0.9422	0.8108	0.8647	0.5742	0.9134	0.8675	0.7990	0.8830	0.6989	0.7803	0.4329	0.7996	0.7270	0.7591
0.1434	19.03	7040	0.5282	0.7269	0.8290	0.8893	0.9404	0.8378	0.8635	0.5689	0.9110	0.8787	0.8030	0.8836	0.6985	0.7812	0.4389	0.8024	0.7189	0.7648
0.1616	19.08	7060	0.5171	0.7264	0.8251	0.8892	0.9412	0.8066	0.8744	0.5583	0.9078	0.8763	0.8110	0.8824	0.6981	0.7812	0.4352	0.8022	0.7229	0.7625
0.1079	19.14	7080	0.5325	0.7246	0.8213	0.8882	0.9378	0.8086	0.8716	0.5485	0.9182	0.8640	0.8003	0.8805	0.6972	0.7835	0.4347	0.8022	0.7248	0.7493
0.1672	19.19	7100	0.5327	0.7273	0.8244	0.8895	0.9422	0.8242	0.8625	0.5552	0.9162	0.8696	0.8007	0.8835	0.7031	0.7800	0.4388	0.8020	0.7211	0.7630
0.0963	19.24	7120	0.5136	0.7248	0.8257	0.8888	0.9445	0.8344	0.8709	0.5591	0.9097	0.8625	0.7989	0.8816	0.7031	0.7826	0.4284	0.8054	0.7142	0.7583
0.1162	19.3	7140	0.5461	0.7254	0.8259	0.8890	0.9423	0.8372	0.8809	0.5598	0.9136	0.8495	0.7981	0.8832	0.7029	0.7852	0.4180	0.8011	0.7279	0.7599
0.0799	19.35	7160	0.5902	0.7158	0.8162	0.8846	0.9396	0.8302	0.8682	0.5226	0.9183	0.8700	0.7646	0.8823	0.7028	0.7797	0.4299	0.8037	0.6904	0.7217
0.0701	19.41	7180	0.5926	0.7038	0.8039	0.8813	0.9398	0.7416	0.8608	0.5220	0.9152	0.8830	0.7649	0.8800	0.6510	0.7757	0.4271	0.8067	0.6825	0.7040
0.1361	19.46	7200	0.6125	0.7163	0.8163	0.8854	0.9396	0.8311	0.8610	0.5186	0.9208	0.8767	0.7662	0.8833	0.7040	0.7773	0.4328	0.8075	0.6833	0.7261
0.1071	19.51	7220	0.5760	0.7155	0.8198	0.8846	0.9441	0.8383	0.8569	0.5451	0.9108	0.8771	0.7661	0.8820	0.7033	0.7776	0.4297	0.8069	0.6812	0.7281
0.0699	19.57	7240	0.5775	0.7124	0.8168	0.8831	0.9397	0.8000	0.8649	0.5633	0.9128	0.8719	0.7653	0.8806	0.6935	0.7773	0.4268	0.8061	0.6824	0.7198
0.1884	19.62	7260	0.5848	0.7082	0.8115	0.8823	0.9377	0.7771	0.8674	0.5400	0.9142	0.8764	0.7675	0.8801	0.6667	0.7779	0.4339	0.8078	0.6827	0.7083
0.0725	19.68	7280	0.5811	0.7066	0.8096	0.8824	0.9352	0.7375	0.8681	0.5562	0.9157	0.8762	0.7785	0.8811	0.6408	0.7795	0.4366	0.8070	0.6909	0.7106
0.1746	19.73	7300	0.6009	0.7088	0.8181	0.8815	0.9326	0.7889	0.8763	0.5736	0.9104	0.8801	0.7648	0.8801	0.6746	0.7806	0.4304	0.8057	0.6818	0.7081
0.1194	19.78	7320	0.6263	0.7068	0.8107	0.8813	0.9384	0.7763	0.8544	0.5529	0.9164	0.8784	0.7579	0.8797	0.6673	0.7761	0.4356	0.8072	0.6794	0.7022
1.7196	19.84	7340	0.6567	0.7014	0.8042	0.8799	0.9420	0.7219	0.8769	0.5483	0.9089	0.8775	0.7536	0.8788	0.6380	0.7781	0.4355	0.8059	0.6798	0.6940
1.7015	19.89	7360	0.6426	0.7102	0.8176	0.8811	0.9405	0.8053	0.8776	0.5722	0.9070	0.8731	0.7477	0.8792	0.6927	0.7778	0.4370	0.8043	0.6782	0.7022
0.0805	19.95	7380	0.5811	0.7063	0.8137	0.8821	0.9390	0.7647	0.8700	0.5678	0.9105	0.8800	0.7642	0.8840	0.6498	0.7778	0.4389	0.8088	0.6830	0.7021
0.219	20.0	7400	0.6208	0.7019	0.8119	0.8797	0.9378	0.7344	0.8682	0.5779	0.9011	0.9001	0.7636	0.8811	0.6346	0.7778	0.4365	0.8049	0.6794	0.6991
0.1064	20.05	7420	0.5930	0.7050	0.8089	0.8818	0.9378	0.7326	0.8808	0.5498	0.9098	0.8809	0.7706	0.8811	0.6371	0.7809	0.4387	0.8077	0.6850	0.7042
0.1225	20.11	7440	0.6141	0.7039	0.8100	0.8809	0.9367	0.7466	0.8674	0.5571	0.9107	0.8868	0.7648	0.8811	0.6392	0.7790	0.4388	0.8068	0.6815	0.7006
0.1528	20.16	7460	0.6091	0.7044	0.8081	0.8813	0.9361	0.7457	0.8599	0.5437	0.9140	0.8863	0.7712	0.8815	0.6407	0.7758	0.4383	0.8066	0.6836	0.7041
0.0898	20.22	7480	0.5996	0.7033	0.8043	0.8813	0.9391	0.7470	0.8692	0.5258	0.9171	0.8669	0.7647	0.8802	0.6431	0.7788	0.4309	0.8071	0.6815	0.7016
0.061	20.27	7500	0.5774	0.7044	0.8052	0.8817	0.9372	0.7412	0.8784	0.5365	0.9187	0.8529	0.7717	0.8808	0.6412	0.7802	0.4330	0.8063	0.6827	0.7064
0.2588	20.32	7520	0.5633	0.7058	0.8055	0.8833	0.9419	0.7396	0.8736	0.5311	0.9182	0.8636	0.7704	0.8832	0.6404	0.7816	0.4336	0.8113	0.6855	0.7049
0.1383	20.38	7540	0.5946	0.7105	0.8138	0.8830	0.9332	0.7809	0.8742	0.5516	0.9208	0.8680	0.7680	0.8812	0.6698	0.7828	0.4335	0.8065	0.6892	0.7105
0.0776	20.43	7560	0.5698	0.7064	0.8091	0.8828	0.9362	0.7478	0.8733	0.5394	0.9164	0.8764	0.7743	0.8813	0.6379	0.7835	0.4336	0.8081	0.6912	0.7094
0.0881	20.49	7580	0.5651	0.7094	0.8150	0.8828	0.9366	0.7775	0.8798	0.5485	0.9111	0.8873	0.7640	0.8814	0.6707	0.7861	0.4316	0.8100	0.6787	0.7070
0.0403	20.54	7600	0.5827	0.7106	0.8128	0.8831	0.9363	0.7902	0.8742	0.5418	0.9200	0.8619	0.7649	0.8813	0.6770	0.7856	0.4309	0.8068	0.6834	0.7090
0.078	20.59	7620	0.5765	0.7034	0.8061	0.8817	0.9398	0.7406	0.8713	0.5440	0.9161	0.8651	0.7658	0.8804	0.6380	0.7863	0.4266	0.8094	0.6814	0.7018
0.3356	20.65	7640	0.5912	0.7061	0.8074	0.8825	0.9351	0.7633	0.8712	0.5214	0.9212	0.8708	0.7688	0.8810	0.6466	0.7851	0.4336	0.8092	0.6836	0.7037
1.3171	20.7	7660	0.5602	0.7069	0.8083	0.8832	0.9413	0.7441	0.8743	0.5402	0.9147	0.8756	0.7678	0.8830	0.6496	0.7844	0.4341	0.8118	0.6810	0.7045
0.0977	20.76	7680	0.5698	0.7072	0.8097	0.8825	0.9377	0.7633	0.8650	0.5423	0.9169	0.8716	0.7709	0.8809	0.6540	0.7816	0.4357	0.8089	0.6823	0.7073
0.1241	20.81	7700	0.5930	0.7128	0.8143	0.8838	0.9368	0.8196	0.8633	0.5272	0.9224	0.8677	0.7632	0.8826	0.6924	0.7804	0.4331	0.8068	0.6794	0.7150
0.1504	20.86	7720	0.5620	0.7150	0.8158	0.8847	0.9397	0.8153	0.8756	0.5283	0.9166	0.8664	0.7686	0.8833	0.6988	0.7806	0.4346	0.8073	0.6799	0.7203
0.1303	20.92	7740	0.5552	0.7153	0.8169	0.8847	0.9395	0.8212	0.8648	0.5311	0.9158	0.8744	0.7716	0.8826	0.6977	0.7792	0.4361	0.8074	0.6829	0.7215
0.1769	20.97	7760	0.5356	0.7134	0.8102	0.8851	0.9392	0.8151	0.8748	0.4775	0.9192	0.8678	0.7780	0.8807	0.6960	0.7808	0.4172	0.8083	0.6865	0.7240
0.1076	21.03	7780	0.5276	0.7188	0.8172	0.8874	0.9450	0.8183	0.8750	0.5146	0.9117	0.8648	0.7910	0.8823	0.7001	0.7814	0.4262	0.8108	0.6883	0.7426
0.1167	21.08	7800	0.5451	0.7170	0.8193	0.8858	0.9412	0.8274	0.8671	0.5280	0.9127	0.8857	0.7729	0.8844	0.7033	0.7808	0.4294	0.8082	0.6814	0.7314
0.1505	21.14	7820	0.5803	0.7127	0.8187	0.8832	0.9381	0.8204	0.8707	0.5503	0.9121	0.8756	0.7634	0.8813	0.6950	0.7812	0.4298	0.8071	0.6792	0.7150
0.0978	21.19	7840	0.5547	0.7092	0.8096	0.8844	0.9383	0.7414	0.8759	0.5400	0.9153	0.8644	0.7917	0.8814	0.6410	0.7830	0.4297	0.8081	0.6970	0.7243
0.1336	21.24	7860	0.5842	0.7095	0.8124	0.8827	0.9349	0.7769	0.8704	0.5432	0.9180	0.8778	0.7655	0.8821	0.6664	0.7837	0.4352	0.8053	0.6874	0.7065
0.0434	21.3	7880	0.5824	0.7172	0.8205	0.8851	0.9390	0.8237	0.8763	0.5484	0.9144	0.8757	0.7663	0.8843	0.7015	0.7813	0.4384	0.8057	0.6847	0.7243
0.1369	21.35	7900	0.5607	0.7172	0.8203	0.8853	0.9390	0.8351	0.8760	0.5374	0.9153	0.8710	0.7682	0.8840	0.7032	0.7807	0.4363	0.8061	0.6832	0.7268
0.1912	21.41	7920	0.5439	0.7188	0.8225	0.8860	0.9412	0.8383	0.8626	0.5567	0.9149	0.8707	0.7735	0.8836	0.7002	0.7822	0.4392	0.8070	0.6885	0.7313
0.1582	21.46	7940	0.5571	0.7187	0.8151	0.8865	0.9447	0.8064	0.8735	0.5326	0.9194	0.8584	0.7709	0.8837	0.6987	0.7832	0.4385	0.8061	0.6871	0.7338
0.0929	21.51	7960	0.5337	0.7203	0.8231	0.8872	0.9407	0.8339	0.8734	0.5499	0.9157	0.8705	0.7774	0.8847	0.7018	0.7832	0.4407	0.8099	0.6832	0.7386
0.1048	21.57	7980	0.5401	0.7217	0.8233	0.8878	0.9426	0.8309	0.8764	0.5440	0.9125	0.8753	0.7813	0.8846	0.7013	0.7822	0.4391	0.8081	0.6919	0.7445
0.0727	21.62	8000	0.5514	0.7187	0.8208	0.8866	0.9422	0.8335	0.8697	0.5334	0.9141	0.8796	0.7729	0.8846	0.7021	0.7798	0.4371	0.8094	0.6822	0.7359
0.1216	21.68	8020	0.5111	0.7226	0.8245	0.8889	0.9420	0.8297	0.8737	0.5383	0.9105	0.8795	0.7974	0.8835	0.7019	0.7824	0.4371	0.8148	0.6878	0.7510
0.1459	21.73	8040	0.5444	0.7199	0.8168	0.8878	0.9379	0.7841	0.8657	0.5358	0.9194	0.8734	0.8014	0.8822	0.6837	0.7813	0.4348	0.8096	0.7035	0.7441
0.1852	21.78	8060	0.5350	0.7223	0.8247	0.8883	0.9412	0.8266	0.8679	0.5547	0.9128	0.8788	0.7905	0.8842	0.6993	0.7834	0.4344	0.8094	0.6983	0.7473
0.0647	21.84	8080	0.5759	0.7213	0.8262	0.8876	0.9390	0.8241	0.8713	0.5653	0.9112	0.8879	0.7847	0.8849	0.6995	0.7828	0.4386	0.8101	0.6906	0.7428
0.0837	21.89	8100	0.5525	0.7246	0.8235	0.8892	0.9365	0.8146	0.8732	0.5414	0.9164	0.8750	0.8076	0.8825	0.6975	0.7816	0.4392	0.8094	0.7085	0.7536
0.1846	21.95	8120	0.5484	0.7272	0.8259	0.8903	0.9411	0.8181	0.8788	0.5542	0.9149	0.8741	0.8000	0.8854	0.7019	0.7838	0.4427	0.8078	0.7078	0.7613
0.1278	22.0	8140	0.5386	0.7271	0.8272	0.8903	0.9422	0.8282	0.8812	0.5455	0.9091	0.8811	0.8034	0.8848	0.7038	0.7827	0.4411	0.8086	0.7062	0.7624
0.0926	22.05	8160	0.5304	0.7240	0.8272	0.8884	0.9430	0.8241	0.8711	0.5746	0.9093	0.8793	0.7889	0.8853	0.7035	0.7825	0.4416	0.8078	0.6965	0.7508
0.0592	22.11	8180	0.5332	0.7264	0.8229	0.8897	0.9448	0.7984	0.8755	0.5636	0.9139	0.8657	0.7982	0.8845	0.6999	0.7810	0.4400	0.8052	0.7133	0.7609
0.1817	22.16	8200	0.5291	0.7277	0.8281	0.8906	0.9411	0.8406	0.8751	0.5480	0.9136	0.8761	0.8023	0.8867	0.7046	0.7813	0.4389	0.8071	0.7117	0.7635
0.1515	22.22	8220	0.5509	0.7275	0.8269	0.8899	0.9381	0.8363	0.8703	0.5463	0.9162	0.8772	0.8036	0.8853	0.7055	0.7811	0.4376	0.8038	0.7167	0.7626
0.0848	22.27	8240	0.5433	0.7264	0.8255	0.8893	0.9358	0.8325	0.8701	0.5449	0.9185	0.8714	0.8053	0.8843	0.7060	0.7813	0.4374	0.8047	0.7139	0.7571
0.1139	22.32	8260	0.5632	0.7250	0.8267	0.8885	0.9403	0.8277	0.8736	0.5600	0.9104	0.8801	0.7947	0.8853	0.7076	0.7814	0.4367	0.8042	0.7079	0.7520
0.5177	22.38	8280	0.5729	0.7166	0.8211	0.8844	0.9378	0.8310	0.8771	0.5467	0.9130	0.8809	0.7614	0.8841	0.7072	0.7815	0.4379	0.8050	0.6824	0.7180
0.1236	22.43	8300	0.5515	0.7227	0.8228	0.8876	0.9373	0.8245	0.8667	0.5507	0.9181	0.8692	0.7929	0.8847	0.7048	0.7820	0.4356	0.8045	0.7037	0.7436
0.0984	22.49	8320	0.5298	0.7214	0.8218	0.8873	0.9408	0.8249	0.8826	0.5460	0.9139	0.8556	0.7888	0.8849	0.7065	0.7813	0.4306	0.8041	0.7011	0.7414
0.1006	22.54	8340	0.5768	0.7127	0.8163	0.8828	0.9398	0.8122	0.8649	0.5427	0.9112	0.8830	0.7603	0.8829	0.6986	0.7779	0.4356	0.8037	0.6797	0.7106
0.0579	22.59	8360	0.5445	0.7139	0.8163	0.8843	0.9388	0.7999	0.8679	0.5413	0.9121	0.8746	0.7797	0.8817	0.6815	0.7797	0.4354	0.8059	0.6923	0.7205
0.1172	22.65	8380	0.5767	0.7125	0.8174	0.8829	0.9411	0.8318	0.8663	0.5422	0.9132	0.8758	0.7515	0.8836	0.7009	0.7782	0.4367	0.8055	0.6759	0.7066
0.1545	22.7	8400	0.5854	0.7114	0.8146	0.8826	0.9431	0.8138	0.8676	0.5363	0.9106	0.8776	0.7532	0.8817	0.6967	0.7797	0.4359	0.8069	0.6733	0.7054
0.044	22.76	8420	0.5867	0.7099	0.8126	0.8820	0.9393	0.7963	0.8624	0.5450	0.9164	0.8751	0.7537	0.8821	0.6883	0.7795	0.4381	0.8062	0.6744	0.7010
1.4577	22.81	8440	0.5761	0.7130	0.8154	0.8834	0.9432	0.8199	0.8782	0.5466	0.9156	0.8492	0.7549	0.8830	0.7022	0.7797	0.4339	0.8057	0.6749	0.7115
0.0514	22.86	8460	0.5602	0.7105	0.8134	0.8827	0.9396	0.7937	0.8748	0.5392	0.9123	0.8670	0.7669	0.8806	0.6785	0.7804	0.4358	0.8063	0.6832	0.7089
0.1701	22.92	8480	0.5568	0.7102	0.8095	0.8845	0.9435	0.7661	0.8802	0.5273	0.9157	0.8635	0.7700	0.8852	0.6639	0.7805	0.4355	0.8095	0.6884	0.7085
0.2267	22.97	8500	0.5569	0.7140	0.8135	0.8869	0.9431	0.7740	0.8688	0.5302	0.9161	0.8754	0.7872	0.8867	0.6592	0.7804	0.4364	0.8123	0.6997	0.7236
1.5935	23.03	8520	0.5874	0.7177	0.8183	0.8870	0.9469	0.8319	0.8723	0.5303	0.9167	0.8651	0.7652	0.8882	0.7028	0.7791	0.4344	0.8107	0.6866	0.7223
0.6755	23.08	8540	0.5885	0.7161	0.8164	0.8863	0.9459	0.8387	0.8614	0.5197	0.9204	0.8699	0.7590	0.8881	0.7025	0.7776	0.4350	0.8115	0.6814	0.7165
0.1699	23.14	8560	0.6035	0.7135	0.8146	0.8847	0.9442	0.8125	0.8636	0.5385	0.9202	0.8734	0.7500	0.8878	0.6985	0.7782	0.4376	0.8108	0.6770	0.7045
0.1138	23.19	8580	0.5666	0.7141	0.8161	0.8854	0.9437	0.8091	0.8734	0.5387	0.9166	0.8676	0.7637	0.8866	0.6898	0.7817	0.4364	0.8126	0.6824	0.7093
0.1108	23.24	8600	0.5712	0.7106	0.8111	0.8845	0.9438	0.7839	0.8629	0.5341	0.9185	0.8688	0.7653	0.8860	0.6706	0.7797	0.4363	0.8111	0.6847	0.7060
0.1703	23.3	8620	0.5907	0.7072	0.8013	0.8835	0.9442	0.7530	0.8611	0.4989	0.9236	0.8639	0.7644	0.8830	0.6628	0.7778	0.4292	0.8091	0.6837	0.7049
0.0848	23.35	8640	0.5342	0.7174	0.8175	0.8870	0.9437	0.8071	0.8808	0.5276	0.9124	0.8675	0.7836	0.8853	0.6915	0.7805	0.4328	0.8114	0.6940	0.7262
1.6408	23.41	8660	0.5582	0.7182	0.8200	0.8871	0.9482	0.8185	0.8802	0.5473	0.9122	0.8686	0.7649	0.8895	0.7045	0.7806	0.4331	0.8106	0.6851	0.7238
0.6283	23.46	8680	0.5693	0.7172	0.8205	0.8865	0.9473	0.8239	0.8726	0.5542	0.9129	0.8692	0.7630	0.8891	0.7038	0.7793	0.4306	0.8098	0.6865	0.7214
0.1606	23.51	8700	0.5917	0.7163	0.8129	0.8864	0.9509	0.8091	0.8720	0.5277	0.9195	0.8548	0.7562	0.8889	0.7031	0.7773	0.4331	0.8082	0.6832	0.7201
0.1161	23.57	8720	0.6089	0.7168	0.8195	0.8860	0.9475	0.8214	0.8728	0.5599	0.9157	0.8650	0.7543	0.8904	0.7053	0.7780	0.4349	0.8078	0.6814	0.7196
0.1304	23.62	8740	0.5523	0.7186	0.8239	0.8871	0.9478	0.8349	0.8764	0.5601	0.9090	0.8720	0.7670	0.8898	0.7043	0.7802	0.4340	0.8107	0.6829	0.7281
0.2109	23.68	8760	0.5618	0.7186	0.8233	0.8871	0.9446	0.8397	0.8707	0.5553	0.9146	0.8713	0.7669	0.8900	0.7040	0.7781	0.4362	0.8101	0.6834	0.7285
0.1242	23.73	8780	0.5724	0.7172	0.8240	0.8863	0.9453	0.8427	0.8659	0.5634	0.9120	0.8768	0.7620	0.8901	0.7032	0.7769	0.4348	0.8096	0.6804	0.7255
0.096	23.78	8800	0.5456	0.7191	0.8223	0.8876	0.9454	0.8300	0.8713	0.5517	0.9142	0.8710	0.7728	0.8903	0.7041	0.7792	0.4345	0.8112	0.6846	0.7300
0.038	23.84	8820	0.5495	0.7185	0.8226	0.8872	0.9476	0.8372	0.8645	0.5558	0.9120	0.8695	0.7717	0.8894	0.7038	0.7779	0.4326	0.8108	0.6854	0.7294
0.0602	23.89	8840	0.5613	0.7167	0.8211	0.8864	0.9478	0.8359	0.8614	0.5557	0.9139	0.8709	0.7617	0.8895	0.7036	0.7775	0.4344	0.8117	0.6782	0.7219
0.1238	23.95	8860	0.5696	0.7171	0.8175	0.8871	0.9462	0.8324	0.8678	0.5188	0.9186	0.8775	0.7614	0.8899	0.7057	0.7779	0.4349	0.8139	0.6769	0.7207
0.1268	24.0	8880	0.5892	0.7174	0.8176	0.8870	0.9473	0.8282	0.8697	0.5272	0.9173	0.8702	0.7632	0.8899	0.7058	0.7766	0.4351	0.8116	0.6793	0.7234
0.9054	24.05	8900	0.5655	0.7181	0.8187	0.8875	0.9479	0.8362	0.8659	0.5280	0.9168	0.8688	0.7676	0.8892	0.7046	0.7777	0.4341	0.8125	0.6826	0.7261
0.1283	24.11	8920	0.5632	0.7171	0.8178	0.8869	0.9482	0.8309	0.8656	0.5287	0.9161	0.8735	0.7619	0.8894	0.7046	0.7774	0.4353	0.8122	0.6794	0.7211
0.0349	24.16	8940	0.5627	0.7162	0.8183	0.8862	0.9484	0.8265	0.8731	0.5375	0.9129	0.8696	0.7597	0.8889	0.7042	0.7771	0.4342	0.8110	0.6794	0.7187
0.0946	24.22	8960	0.5439	0.7179	0.8220	0.8870	0.9458	0.8346	0.8661	0.5505	0.9131	0.8720	0.7716	0.8890	0.7021	0.7783	0.4345	0.8121	0.6837	0.7257
0.1334	24.27	8980	0.5707	0.7171	0.8200	0.8866	0.9482	0.8326	0.8735	0.5463	0.9140	0.8660	0.7592	0.8893	0.7041	0.7774	0.4353	0.8106	0.6815	0.7215
0.2462	24.32	9000	0.5530	0.7177	0.8201	0.8868	0.9479	0.8347	0.8630	0.5536	0.9169	0.8588	0.7654	0.8892	0.7029	0.7772	0.4349	0.8100	0.6840	0.7255
0.0308	24.38	9020	0.5783	0.7160	0.8188	0.8860	0.9486	0.8234	0.8695	0.5480	0.9137	0.8751	0.7531	0.8896	0.7035	0.7776	0.4377	0.8113	0.6764	0.7159
0.1121	24.43	9040	0.5726	0.7172	0.8172	0.8870	0.9479	0.8297	0.8665	0.5224	0.9164	0.8729	0.7642	0.8885	0.7033	0.7770	0.4357	0.8128	0.6811	0.7217
0.1291	24.49	9060	0.5862	0.7159	0.8174	0.8860	0.9478	0.8177	0.8648	0.5422	0.9146	0.8765	0.7586	0.8892	0.7029	0.7756	0.4369	0.8108	0.6792	0.7167
0.1289	24.54	9080	0.5864	0.7164	0.8193	0.8861	0.9460	0.8289	0.8662	0.5458	0.9153	0.8725	0.7606	0.8890	0.7027	0.7759	0.4366	0.8102	0.6818	0.7187
0.0567	24.59	9100	0.5724	0.7158	0.8205	0.8859	0.9461	0.8304	0.8682	0.5551	0.9141	0.8710	0.7584	0.8895	0.7022	0.7774	0.4353	0.8110	0.6786	0.7168
0.1257	24.65	9120	0.5750	0.7161	0.8160	0.8864	0.9491	0.8211	0.8637	0.5284	0.9160	0.8747	0.7591	0.8888	0.7023	0.7764	0.4366	0.8124	0.6789	0.7172
0.2258	24.7	9140	0.5831	0.7155	0.8183	0.8858	0.9494	0.8261	0.8642	0.5451	0.9132	0.8756	0.7542	0.8889	0.7032	0.7765	0.4357	0.8115	0.6774	0.7152
0.2915	24.76	9160	0.5914	0.7157	0.8146	0.8859	0.9467	0.8228	0.8711	0.5348	0.9219	0.8440	0.7607	0.8888	0.7030	0.7755	0.4369	0.8080	0.6786	0.7194
0.0542	24.81	9180	0.5788	0.7164	0.8172	0.8863	0.9466	0.8288	0.8637	0.5341	0.9183	0.8676	0.7613	0.8887	0.7013	0.7760	0.4378	0.8109	0.6817	0.7182
0.1377	24.86	9200	0.5759	0.7158	0.8140	0.8865	0.9482	0.8175	0.8650	0.5166	0.9187	0.8715	0.7605	0.8886	0.7011	0.7763	0.4350	0.8119	0.6806	0.7173
0.0852	24.92	9220	0.5892	0.7156	0.8164	0.8862	0.9496	0.8265	0.8628	0.5355	0.9172	0.8691	0.7543	0.8888	0.7034	0.7772	0.4361	0.8126	0.6759	0.7154
0.1275	24.97	9240	0.5730	0.7157	0.8145	0.8866	0.9491	0.8195	0.8684	0.5106	0.9154	0.8773	0.7612	0.8883	0.7016	0.7771	0.4328	0.8130	0.6795	0.7176

Framework versions

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