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peldrak/segformer-b5-cityscapes-512-512-finetuned-coastTrain

sourceHugging Faceotherupdated 3y agoView on Hugging Face

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segformer-b5-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b5-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

—Loss: 0.5660
—Mean Iou: 0.7096
—Mean Accuracy: 0.8100
—Overall Accuracy: 0.8811
—Accuracy Water: 0.9463
—Accuracy Whitewater: 0.8319
—Accuracy Sediment: 0.8716
—Accuracy Other Natural Terrain: 0.4993
—Accuracy Vegetation: 0.9117
—Accuracy Development: 0.8799
—Accuracy Unknown: 0.7292
—Iou Water: 0.8761
—Iou Whitewater: 0.6987
—Iou Sediment: 0.7692
—Iou Other Natural Terrain: 0.4207
—Iou Vegetation: 0.7986
—Iou Development: 0.7085
—Iou Unknown: 0.6951

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
—trainbatchsize: 4
—evalbatchsize: 4
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: 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
1.7869	0.05	20	1.6730	0.1897	0.2878	0.4920	0.4899	0.0996	0.0840	0.0003	0.8870	0.1604	0.2934	0.3942	0.0700	0.0763	0.0003	0.3934	0.1353	0.2588
1.6865	0.11	40	1.3358	0.2144	0.3138	0.5924	0.8243	0.0500	0.1954	0.0	0.9079	0.2133	0.0055	0.5716	0.0490	0.1702	0.0	0.5077	0.1967	0.0054
1.3427	0.16	60	1.1694	0.1951	0.2941	0.5962	0.8238	0.0446	0.1368	0.0	0.9811	0.0645	0.0082	0.6315	0.0434	0.1184	0.0	0.5012	0.0630	0.0082
1.0404	0.22	80	1.0661	0.2590	0.3583	0.6348	0.8583	0.0471	0.2474	0.0	0.9357	0.3876	0.0323	0.6338	0.0470	0.1955	0.0	0.5441	0.3600	0.0323
1.1422	0.27	100	0.9724	0.3304	0.4450	0.6796	0.9034	0.1112	0.4984	0.0	0.8486	0.6674	0.0859	0.6511	0.1095	0.3461	0.0	0.6009	0.5194	0.0858
0.8264	0.32	120	0.9459	0.3815	0.4929	0.7111	0.9403	0.1701	0.4503	0.0	0.7772	0.7352	0.3774	0.6776	0.1662	0.2944	0.0	0.6225	0.5353	0.3745
1.1191	0.38	140	0.8514	0.4363	0.5460	0.7509	0.8589	0.2009	0.7234	0.0	0.9098	0.6862	0.4424	0.7251	0.1965	0.5005	0.0	0.6410	0.5498	0.4409
1.475	0.43	160	0.8789	0.4089	0.5258	0.7311	0.8891	0.1992	0.4867	0.0	0.8436	0.8382	0.4238	0.7199	0.1934	0.3952	0.0	0.6059	0.5276	0.4201
1.0117	0.49	180	0.8290	0.4342	0.5571	0.7484	0.8451	0.1765	0.6713	0.0	0.8673	0.8308	0.5086	0.7556	0.1709	0.4881	0.0	0.6128	0.5152	0.4967
1.0762	0.54	200	0.8169	0.4536	0.5888	0.7423	0.8711	0.4329	0.6116	0.0	0.7746	0.8910	0.5402	0.7339	0.3886	0.4601	0.0	0.6144	0.4639	0.5143
0.7088	0.59	220	0.7176	0.4647	0.5823	0.7769	0.9169	0.2060	0.7572	0.0	0.8442	0.8346	0.5174	0.7607	0.2002	0.5408	0.0	0.6758	0.5697	0.5060
1.1673	0.65	240	0.6926	0.4668	0.5713	0.7833	0.9110	0.1818	0.7988	0.0	0.9077	0.6924	0.5076	0.7630	0.1760	0.5680	0.0	0.6926	0.5718	0.4964
0.819	0.7	260	0.7199	0.4893	0.6039	0.7748	0.8856	0.4489	0.6503	0.0	0.8669	0.8088	0.5665	0.7523	0.4006	0.5011	0.0	0.6593	0.5641	0.5476
0.8159	0.76	280	0.6450	0.5235	0.6400	0.8043	0.8968	0.5229	0.8479	0.0	0.9081	0.7546	0.5495	0.8047	0.4441	0.5845	0.0	0.7087	0.5897	0.5331
0.5106	0.81	300	0.6862	0.5095	0.6144	0.7946	0.9347	0.5246	0.7094	0.0	0.8990	0.7324	0.5003	0.7848	0.4317	0.5803	0.0	0.6884	0.5845	0.4969
1.6295	0.86	320	0.6821	0.5166	0.6254	0.7947	0.8721	0.5026	0.7390	0.0	0.9247	0.7488	0.5907	0.7971	0.4273	0.5915	0.0	0.6711	0.5812	0.5480
0.6778	0.92	340	0.6748	0.5210	0.6443	0.7985	0.8983	0.6450	0.7436	0.0	0.9062	0.8023	0.5145	0.8017	0.4824	0.6097	0.0	0.6953	0.5559	0.5024
0.5691	0.97	360	0.6691	0.5295	0.6392	0.8024	0.8691	0.5215	0.8438	0.0	0.9296	0.7270	0.5834	0.7916	0.4530	0.6066	0.0	0.6932	0.6162	0.5458
0.9304	1.03	380	0.6415	0.5412	0.6596	0.8084	0.9091	0.6822	0.8048	0.0	0.8998	0.7859	0.5358	0.8024	0.5181	0.6189	0.0	0.7024	0.6340	0.5126
0.8359	1.08	400	0.5973	0.5492	0.6786	0.8158	0.9114	0.7224	0.8266	0.0	0.8855	0.8520	0.5523	0.8137	0.5106	0.6352	0.0	0.7172	0.6350	0.5328
0.5464	1.14	420	0.5950	0.5495	0.6740	0.8162	0.9427	0.6262	0.8573	0.0	0.8251	0.8593	0.6075	0.8143	0.5062	0.6303	0.0	0.7091	0.6116	0.5752
0.5086	1.19	440	0.5903	0.5626	0.6926	0.8211	0.8905	0.7257	0.8896	0.0	0.8747	0.8005	0.6674	0.8174	0.5485	0.6167	0.0	0.7214	0.6243	0.6097
0.4012	1.24	460	0.6441	0.5321	0.6342	0.8101	0.9439	0.5133	0.7812	0.0	0.8961	0.7785	0.5265	0.8022	0.4613	0.6239	0.0	0.7159	0.6259	0.4956
0.4512	1.3	480	0.6333	0.5481	0.6693	0.8162	0.9175	0.6760	0.8669	0.0	0.8975	0.7990	0.5285	0.8253	0.5312	0.6255	0.0	0.7202	0.6388	0.4955
0.8906	1.35	500	0.6266	0.5488	0.6595	0.8177	0.9284	0.6428	0.7894	0.0	0.9110	0.8099	0.5350	0.8301	0.5266	0.6408	0.0	0.7109	0.6151	0.5178
0.4136	1.41	520	0.6275	0.5427	0.6845	0.8122	0.8972	0.7420	0.8417	0.0	0.8758	0.8909	0.5435	0.8285	0.5184	0.6443	0.0	0.7155	0.5663	0.5261
0.3611	1.46	540	0.5947	0.5541	0.6597	0.8180	0.9184	0.6808	0.7818	0.0	0.9294	0.7481	0.5594	0.8268	0.5360	0.6413	0.0	0.7012	0.6337	0.5397
0.366	1.51	560	0.5689	0.5723	0.6776	0.8287	0.9218	0.6805	0.7981	0.0	0.9095	0.7920	0.6415	0.8287	0.5634	0.6313	0.0	0.7203	0.6591	0.6034
0.4422	1.57	580	0.6035	0.5652	0.6711	0.8252	0.9345	0.6733	0.7796	0.0	0.9083	0.8360	0.5659	0.8251	0.5657	0.6362	0.0	0.7209	0.6569	0.5516
0.5816	1.62	600	0.5651	0.5711	0.7027	0.8290	0.9095	0.8546	0.8309	0.0	0.9051	0.8144	0.6046	0.8306	0.5323	0.6547	0.0	0.7283	0.6717	0.5805
0.3161	1.68	620	0.5555	0.5856	0.7112	0.8336	0.9083	0.7695	0.8482	0.0	0.8669	0.8936	0.6921	0.8375	0.6016	0.6816	0.0	0.7238	0.6212	0.6336
0.3963	1.73	640	0.5569	0.5856	0.6867	0.8347	0.9131	0.6977	0.8404	0.0	0.9279	0.7917	0.6363	0.8328	0.5907	0.6761	0.0	0.7235	0.6668	0.6091
1.1068	1.78	660	0.5667	0.5809	0.6864	0.8324	0.9227	0.7348	0.8057	0.0	0.9177	0.7984	0.6257	0.8252	0.5897	0.6634	0.0	0.7312	0.6722	0.5848
0.7308	1.84	680	0.5451	0.5862	0.6841	0.8378	0.9351	0.6702	0.8559	0.0	0.9234	0.8136	0.5906	0.8283	0.5761	0.6798	0.0	0.7410	0.7028	0.5751
0.4504	1.89	700	0.5394	0.5997	0.7189	0.8416	0.9008	0.7593	0.8843	0.0000	0.8871	0.8946	0.7062	0.8368	0.6057	0.6815	0.0000	0.7330	0.6887	0.6522
0.6723	1.95	720	0.5213	0.5949	0.6998	0.8397	0.9075	0.7133	0.8073	0.0	0.8971	0.7825	0.7908	0.8201	0.6001	0.6940	0.0	0.7525	0.6656	0.6318
1.8716	2.0	740	0.6752	0.5433	0.6693	0.8077	0.9273	0.7063	0.8397	0.0	0.8718	0.9078	0.4322	0.8125	0.5853	0.6515	0.0	0.7026	0.6281	0.4233
0.3526	2.05	760	0.6048	0.5577	0.6633	0.8247	0.9417	0.6346	0.8600	0.0	0.9165	0.7746	0.5154	0.8267	0.5156	0.6763	0.0	0.7248	0.6524	0.5084
0.8143	2.11	780	0.6048	0.5571	0.6912	0.8148	0.9058	0.8190	0.7949	0.0	0.8850	0.9207	0.5127	0.8236	0.6317	0.6462	0.0	0.7180	0.5818	0.4986
0.4404	2.16	800	0.5332	0.5788	0.6904	0.8313	0.9470	0.7292	0.8590	0.0003	0.8758	0.8384	0.5832	0.8263	0.5831	0.6799	0.0003	0.7289	0.6866	0.5468
1.5442	2.22	820	0.5527	0.5798	0.6954	0.8336	0.9305	0.7805	0.7921	0.0	0.9071	0.8683	0.5894	0.8470	0.6189	0.6843	0.0	0.7395	0.6272	0.5417
0.2406	2.27	840	0.5961	0.5580	0.6800	0.8177	0.9187	0.6968	0.8732	0.0011	0.8778	0.8605	0.5322	0.8270	0.5785	0.6841	0.0011	0.7158	0.6191	0.4805
0.6891	2.32	860	0.5977	0.5668	0.6984	0.8229	0.9124	0.8123	0.8318	0.0016	0.8878	0.9033	0.5393	0.8295	0.6257	0.6768	0.0016	0.7375	0.5899	0.5065
0.2213	2.38	880	0.5615	0.5741	0.6977	0.8266	0.9145	0.8230	0.8095	0.0074	0.9108	0.8875	0.5312	0.8322	0.6290	0.6948	0.0074	0.7311	0.6119	0.5124
0.6314	2.43	900	0.5351	0.5928	0.7070	0.8373	0.8989	0.7600	0.8465	0.0082	0.9130	0.8553	0.6669	0.8319	0.6172	0.6913	0.0082	0.7389	0.6578	0.6041
0.8619	2.49	920	0.5227	0.6031	0.7266	0.8458	0.9117	0.7834	0.8580	0.0001	0.8652	0.8958	0.7722	0.8407	0.6159	0.6697	0.0001	0.7502	0.6671	0.6780
0.3913	2.54	940	0.5070	0.6071	0.7143	0.8481	0.9289	0.7794	0.8277	0.0001	0.9008	0.8541	0.7092	0.8462	0.6329	0.6863	0.0001	0.7488	0.6937	0.6419
0.5043	2.59	960	0.5220	0.6104	0.7180	0.8494	0.9189	0.7882	0.8778	0.0054	0.9049	0.7886	0.7420	0.8397	0.6361	0.6845	0.0054	0.7527	0.6724	0.6819
0.2676	2.65	980	0.5918	0.5820	0.7055	0.8339	0.9251	0.8134	0.8375	0.0170	0.9065	0.8908	0.5484	0.8475	0.6310	0.7246	0.0169	0.7519	0.5673	0.5348
0.3604	2.7	1000	0.5708	0.5853	0.7121	0.8313	0.9282	0.8105	0.9014	0.0143	0.8597	0.8801	0.5910	0.8337	0.6490	0.6808	0.0143	0.7349	0.6457	0.5389
0.3495	2.76	1020	0.5675	0.5926	0.7077	0.8369	0.9261	0.7396	0.8907	0.0143	0.8703	0.8490	0.6640	0.8333	0.6066	0.6780	0.0142	0.7313	0.6853	0.5995
0.3026	2.81	1040	0.5944	0.5625	0.6806	0.8240	0.9004	0.5326	0.8021	0.0073	0.8453	0.8974	0.7787	0.8228	0.4382	0.6807	0.0073	0.7230	0.7015	0.5642
0.4121	2.86	1060	0.5965	0.6026	0.7133	0.8409	0.9177	0.8344	0.8718	0.0022	0.9168	0.8455	0.6044	0.8339	0.6659	0.6983	0.0022	0.7413	0.7092	0.5673
0.4115	2.92	1080	0.5514	0.5996	0.7165	0.8416	0.9380	0.8276	0.8579	0.0091	0.8899	0.9083	0.5848	0.8362	0.6393	0.6985	0.0090	0.7445	0.7065	0.5633
0.2564	2.97	1100	0.5257	0.6010	0.7095	0.8425	0.9247	0.7582	0.8717	0.0219	0.9129	0.8738	0.6036	0.8385	0.6093	0.7101	0.0218	0.7403	0.7087	0.5785
0.3053	3.03	1120	0.5541	0.5943	0.7096	0.8389	0.9208	0.7512	0.9048	0.0216	0.8942	0.8543	0.6205	0.8307	0.5933	0.6821	0.0215	0.7393	0.6973	0.5960
0.5715	3.08	1140	0.5467	0.5986	0.7014	0.8466	0.9319	0.6833	0.8590	0.0045	0.9147	0.8670	0.6491	0.8522	0.5739	0.6950	0.0045	0.7406	0.6938	0.6304
0.6605	3.14	1160	0.5642	0.6150	0.7266	0.8477	0.9234	0.8324	0.8053	0.0750	0.9218	0.9026	0.6259	0.8481	0.6321	0.7025	0.0747	0.7449	0.6870	0.6156
0.2237	3.19	1180	0.5258	0.6121	0.7186	0.8503	0.9331	0.7522	0.8576	0.0267	0.9040	0.8994	0.6572	0.8456	0.6215	0.6982	0.0266	0.7518	0.6973	0.6437
0.1796	3.24	1200	0.5549	0.6098	0.7148	0.8447	0.9335	0.7445	0.8377	0.0644	0.9011	0.8913	0.6312	0.8331	0.6119	0.7071	0.0641	0.7411	0.6896	0.6219
0.2964	3.3	1220	0.5876	0.6044	0.7270	0.8377	0.8636	0.7857	0.8873	0.0375	0.8912	0.8251	0.7986	0.8023	0.6430	0.6917	0.0373	0.7614	0.6614	0.6338
0.286	3.35	1240	0.4495	0.6440	0.7510	0.8616	0.9264	0.8400	0.8198	0.1348	0.9017	0.8444	0.7900	0.8425	0.6450	0.7239	0.1329	0.7772	0.6717	0.7149
0.8444	3.41	1260	0.4613	0.6452	0.7400	0.8701	0.9422	0.7420	0.8741	0.0752	0.9140	0.8584	0.7743	0.8520	0.6375	0.7142	0.0740	0.7969	0.6907	0.7511
0.5691	3.46	1280	0.5630	0.6081	0.7265	0.8389	0.8873	0.7211	0.8961	0.0812	0.8700	0.8608	0.7691	0.8080	0.6057	0.7052	0.0791	0.7575	0.6828	0.6182
0.3308	3.51	1300	0.5206	0.6257	0.7368	0.8555	0.9370	0.8242	0.8638	0.0662	0.8908	0.8670	0.7086	0.8516	0.6436	0.7067	0.0646	0.7619	0.6897	0.6616
0.7701	3.57	1320	0.5687	0.6105	0.7166	0.8459	0.9465	0.7459	0.8654	0.0651	0.8852	0.8781	0.6300	0.8291	0.6160	0.7030	0.0632	0.7540	0.6928	0.6154
0.4416	3.62	1340	0.5212	0.6201	0.7167	0.8521	0.9405	0.7353	0.8704	0.0996	0.9159	0.7603	0.6950	0.8504	0.6206	0.7016	0.0949	0.7540	0.6505	0.6683
0.3212	3.68	1360	0.4729	0.6611	0.7719	0.8681	0.9434	0.8136	0.8317	0.2239	0.8668	0.9181	0.8061	0.8643	0.6507	0.7270	0.2105	0.7803	0.6316	0.7631
0.6837	3.73	1380	0.4984	0.6387	0.7553	0.8554	0.9424	0.7992	0.8743	0.1861	0.8586	0.9213	0.7053	0.8615	0.6534	0.7161	0.1662	0.7554	0.6381	0.6803
0.3388	3.78	1400	0.5311	0.6375	0.7367	0.8524	0.9384	0.7173	0.8529	0.2293	0.8956	0.8298	0.6936	0.8521	0.6171	0.7214	0.2003	0.7477	0.6914	0.6322
0.2773	3.84	1420	0.5747	0.6243	0.7436	0.8453	0.9363	0.7845	0.8710	0.2294	0.8854	0.9271	0.5714	0.8566	0.6418	0.7243	0.2034	0.7531	0.6375	0.5531
0.4829	3.89	1440	0.4821	0.6605	0.7618	0.8671	0.9341	0.8260	0.8438	0.1967	0.8958	0.8229	0.8130	0.8473	0.6585	0.7319	0.1899	0.7835	0.6993	0.7132
1.18	3.95	1460	0.4574	0.6715	0.7684	0.8743	0.9277	0.8027	0.8248	0.2032	0.9160	0.8869	0.8175	0.8534	0.6569	0.7413	0.1956	0.7933	0.6982	0.7615
0.3137	4.0	1480	0.4898	0.6473	0.7478	0.8580	0.9085	0.7580	0.8810	0.1833	0.9050	0.7966	0.8024	0.8519	0.6395	0.7305	0.1723	0.7507	0.6974	0.6888
0.2366	4.05	1500	0.4845	0.6613	0.7691	0.8657	0.9421	0.8300	0.8850	0.2413	0.8918	0.8891	0.7044	0.8533	0.6508	0.7255	0.2265	0.7777	0.7101	0.6850
0.2155	4.11	1520	0.5356	0.6608	0.7573	0.8624	0.9468	0.7520	0.8318	0.3049	0.9072	0.8768	0.6818	0.8518	0.6411	0.7173	0.2639	0.7682	0.7176	0.6660
0.4067	4.16	1540	0.4990	0.6525	0.7638	0.8604	0.9030	0.7382	0.8150	0.2843	0.8979	0.8790	0.8292	0.8404	0.5873	0.7238	0.2361	0.7784	0.6934	0.7084
0.354	4.22	1560	0.4710	0.6792	0.7938	0.8716	0.9342	0.8430	0.8744	0.3118	0.8592	0.9052	0.8290	0.8554	0.6524	0.7445	0.2809	0.7815	0.6804	0.7591
0.6107	4.27	1580	0.4985	0.6586	0.7645	0.8642	0.9296	0.7848	0.8810	0.2439	0.8969	0.8780	0.7374	0.8603	0.6542	0.7112	0.2198	0.7703	0.6933	0.7011
0.1191	4.32	1600	0.4457	0.6820	0.7732	0.8779	0.9401	0.7269	0.8604	0.3259	0.9180	0.8253	0.8157	0.8614	0.6116	0.7353	0.2934	0.7974	0.6989	0.7758
0.2567	4.38	1620	0.5391	0.6630	0.7732	0.8601	0.9231	0.7242	0.8487	0.4188	0.9025	0.8982	0.6971	0.8605	0.5984	0.7558	0.3221	0.7578	0.6860	0.6603
0.3344	4.43	1640	0.4906	0.6711	0.7675	0.8677	0.9347	0.7109	0.8618	0.3658	0.9040	0.8085	0.7870	0.8503	0.5954	0.7531	0.3287	0.7825	0.6829	0.7048
0.2813	4.49	1660	0.4923	0.6738	0.7855	0.8675	0.9185	0.7756	0.8795	0.4014	0.9004	0.8454	0.7778	0.8480	0.6109	0.7452	0.3204	0.7878	0.6893	0.7150
0.1327	4.54	1680	0.5320	0.6723	0.7850	0.8666	0.9359	0.7100	0.8961	0.4199	0.8622	0.8862	0.7850	0.8502	0.6091	0.7329	0.3219	0.7831	0.6855	0.7235
0.1881	4.59	1700	0.5100	0.6730	0.7826	0.8657	0.9426	0.6979	0.8863	0.4732	0.8779	0.8662	0.7339	0.8577	0.6006	0.7557	0.3216	0.7685	0.7010	0.7057
0.2198	4.65	1720	0.4461	0.6873	0.7852	0.8763	0.9287	0.7624	0.8388	0.3827	0.9124	0.8400	0.8314	0.8555	0.6132	0.7548	0.3329	0.7927	0.6880	0.7738
0.4457	4.7	1740	0.5282	0.6631	0.7776	0.8616	0.9055	0.7438	0.9051	0.3135	0.8636	0.8570	0.8548	0.8372	0.6150	0.7240	0.2870	0.7778	0.6973	0.7035
0.2517	4.76	1760	0.5730	0.6604	0.7729	0.8568	0.9282	0.7986	0.9005	0.3926	0.8986	0.8365	0.6550	0.8489	0.6575	0.7205	0.3227	0.7646	0.6727	0.6361
0.4303	4.81	1780	0.5073	0.6640	0.7957	0.8571	0.9337	0.7878	0.8565	0.5059	0.8400	0.8956	0.7504	0.8523	0.6486	0.7298	0.2940	0.7651	0.6432	0.7149
0.3944	4.86	1800	0.4867	0.6739	0.7827	0.8659	0.9319	0.8167	0.8735	0.3844	0.8981	0.8448	0.7298	0.8477	0.6506	0.7322	0.3239	0.7819	0.6800	0.7012
0.6012	4.92	1820	0.4952	0.6722	0.7807	0.8611	0.9023	0.8245	0.8540	0.3771	0.9178	0.8522	0.7372	0.8335	0.6620	0.7561	0.3362	0.7821	0.6748	0.6605
0.327	4.97	1840	0.4402	0.6954	0.8006	0.8772	0.9481	0.7937	0.8256	0.4786	0.8959	0.8942	0.7679	0.8635	0.6582	0.7517	0.3682	0.8003	0.6798	0.7459
0.1421	5.03	1860	0.5242	0.6746	0.7843	0.8653	0.9526	0.7812	0.8842	0.4337	0.8776	0.8747	0.6859	0.8570	0.6557	0.7540	0.3204	0.7752	0.7005	0.6591
0.2281	5.08	1880	0.4724	0.6934	0.7981	0.8739	0.9398	0.8055	0.8379	0.4750	0.9005	0.8682	0.7600	0.8549	0.6556	0.7680	0.3552	0.7883	0.7030	0.7289
0.2993	5.14	1900	0.4743	0.6906	0.8048	0.8734	0.9179	0.8497	0.8659	0.4449	0.9038	0.8634	0.7883	0.8530	0.6452	0.7612	0.3450	0.7912	0.7033	0.7355
0.2055	5.19	1920	0.4622	0.6946	0.8067	0.8751	0.9235	0.8360	0.8735	0.4365	0.8923	0.8917	0.7937	0.8566	0.6565	0.7676	0.3458	0.7887	0.7110	0.7363
0.3412	5.24	1940	0.4457	0.6952	0.8125	0.8759	0.9201	0.8528	0.8940	0.4325	0.8768	0.8663	0.8447	0.8646	0.6578	0.7447	0.3568	0.7844	0.6959	0.7621
0.151	5.3	1960	0.4514	0.6987	0.8015	0.8788	0.9391	0.7956	0.8804	0.3985	0.8831	0.9117	0.8020	0.8706	0.6685	0.7522	0.3468	0.7816	0.6951	0.7758
0.2555	5.35	1980	0.4614	0.6948	0.7889	0.8787	0.9345	0.8141	0.8631	0.3713	0.9240	0.8289	0.7866	0.8607	0.6671	0.7611	0.3365	0.7970	0.6890	0.7519
0.2239	5.41	2000	0.4844	0.6866	0.7904	0.8715	0.9036	0.7965	0.8565	0.3857	0.9111	0.8231	0.8560	0.8506	0.6680	0.7614	0.3428	0.7942	0.6705	0.7185
0.5612	5.46	2020	0.4714	0.6793	0.7872	0.8700	0.9358	0.7631	0.8837	0.4077	0.8903	0.8830	0.7467	0.8606	0.6458	0.7542	0.3295	0.7872	0.6757	0.7022
0.1632	5.51	2040	0.4192	0.7001	0.8006	0.8799	0.9337	0.7906	0.8776	0.4283	0.9040	0.8670	0.8032	0.8620	0.6523	0.7545	0.3565	0.7943	0.7136	0.7676
0.3176	5.57	2060	0.4405	0.6961	0.8071	0.8739	0.9055	0.7677	0.8714	0.4748	0.8877	0.8745	0.8681	0.8364	0.6430	0.7630	0.3790	0.8048	0.7027	0.7435
0.2527	5.62	2080	0.4809	0.6865	0.8118	0.8643	0.8902	0.8201	0.8365	0.5203	0.8765	0.8821	0.8570	0.8246	0.6589	0.7479	0.3651	0.7878	0.6943	0.7268
0.1764	5.68	2100	0.5341	0.6777	0.7883	0.8588	0.8914	0.8190	0.8287	0.4192	0.9007	0.8714	0.7878	0.8238	0.6738	0.7457	0.3683	0.7768	0.6936	0.6617
0.1136	5.73	2120	0.4474	0.6963	0.7986	0.8749	0.9295	0.8177	0.8562	0.4604	0.9136	0.8418	0.7708	0.8611	0.6680	0.7516	0.3707	0.7827	0.7011	0.7390
0.5141	5.78	2140	0.4665	0.6846	0.7962	0.8712	0.9421	0.8277	0.8321	0.4425	0.8902	0.8964	0.7426	0.8667	0.6649	0.7442	0.3540	0.7868	0.6655	0.7100
0.174	5.84	2160	0.5218	0.6835	0.7878	0.8690	0.9482	0.7833	0.8772	0.4438	0.8915	0.8688	0.7019	0.8577	0.6668	0.7536	0.3759	0.7872	0.6675	0.6755
0.188	5.89	2180	0.4522	0.7021	0.8060	0.8802	0.9293	0.8342	0.8655	0.4577	0.9181	0.8512	0.7858	0.8665	0.6660	0.7572	0.3813	0.7996	0.6905	0.7540
0.3344	5.95	2200	0.4360	0.7086	0.8142	0.8837	0.9306	0.7532	0.8829	0.5359	0.9002	0.8530	0.8436	0.8695	0.6444	0.7615	0.3880	0.8023	0.6994	0.7950
0.1797	6.0	2220	0.4445	0.7060	0.8141	0.8818	0.9441	0.8379	0.8681	0.4773	0.8861	0.8778	0.8078	0.8675	0.6734	0.7598	0.3752	0.8000	0.6887	0.7772
0.2774	6.05	2240	0.4818	0.6994	0.7988	0.8768	0.9332	0.7931	0.8432	0.4720	0.9138	0.8620	0.7747	0.8585	0.6726	0.7516	0.3863	0.7948	0.6857	0.7461
0.2327	6.11	2260	0.4569	0.7031	0.8161	0.8784	0.9475	0.8025	0.8781	0.5475	0.8725	0.8686	0.7959	0.8673	0.6759	0.7472	0.3821	0.7932	0.6922	0.7639
0.2325	6.16	2280	0.4467	0.7008	0.8099	0.8781	0.9340	0.8298	0.8729	0.4840	0.8993	0.8757	0.7738	0.8649	0.6751	0.7579	0.3879	0.7987	0.6742	0.7469
0.2765	6.22	2300	0.4697	0.7079	0.8190	0.8814	0.9312	0.8476	0.8850	0.4808	0.8852	0.8712	0.8319	0.8622	0.6748	0.7480	0.3760	0.7963	0.7046	0.7935
0.2046	6.27	2320	0.4616	0.7127	0.8109	0.8837	0.9376	0.7920	0.8526	0.4951	0.9013	0.8622	0.8354	0.8613	0.6714	0.7559	0.4065	0.8032	0.7022	0.7887
0.1963	6.32	2340	0.4739	0.6945	0.8007	0.8725	0.9310	0.8082	0.8955	0.4643	0.8927	0.8487	0.7645	0.8585	0.6757	0.7448	0.3928	0.7816	0.6807	0.7273
0.2361	6.38	2360	0.4741	0.7069	0.8140	0.8802	0.9299	0.8167	0.8707	0.4924	0.8943	0.8771	0.8170	0.8667	0.6784	0.7430	0.3972	0.7933	0.6887	0.7810
0.2632	6.43	2380	0.4558	0.7139	0.8155	0.8826	0.9459	0.8249	0.8559	0.5139	0.8881	0.8566	0.8232	0.8579	0.6799	0.7580	0.4103	0.7994	0.7044	0.7875
0.3303	6.49	2400	0.4515	0.7168	0.8235	0.8848	0.9259	0.8486	0.8710	0.5175	0.9060	0.8625	0.8334	0.8647	0.6741	0.7653	0.4198	0.8040	0.6994	0.7903
0.2302	6.54	2420	0.5023	0.7023	0.8086	0.8749	0.9289	0.8241	0.8668	0.5379	0.9107	0.8341	0.7576	0.8635	0.6727	0.7638	0.4177	0.7813	0.7000	0.7171
0.1938	6.59	2440	0.4455	0.7135	0.8184	0.8836	0.9385	0.8023	0.8569	0.5383	0.8913	0.8604	0.8413	0.8639	0.6716	0.7535	0.4012	0.7998	0.7039	0.8004
0.2548	6.65	2460	0.4623	0.7105	0.8076	0.8845	0.9245	0.8094	0.8767	0.4464	0.9216	0.8380	0.8362	0.8654	0.6776	0.7547	0.3729	0.8026	0.7027	0.7980
0.1381	6.7	2480	0.5230	0.6845	0.8019	0.8681	0.9127	0.8364	0.8695	0.4520	0.8976	0.8859	0.7589	0.8565	0.6653	0.7490	0.3569	0.7795	0.6690	0.7149
0.3893	6.76	2500	0.5467	0.6816	0.7832	0.8673	0.9414	0.7916	0.8847	0.4098	0.8943	0.8442	0.7166	0.8537	0.6665	0.7586	0.3393	0.7716	0.6987	0.6825
0.265	6.81	2520	0.5706	0.6789	0.7995	0.8636	0.9280	0.8522	0.8637	0.4634	0.8812	0.9074	0.7009	0.8567	0.6724	0.7561	0.3618	0.7704	0.6671	0.6675
0.1622	6.86	2540	0.5427	0.6803	0.7808	0.8669	0.9521	0.8043	0.8767	0.4134	0.8967	0.8405	0.6822	0.8576	0.6739	0.7517	0.3402	0.7713	0.7081	0.6591
0.2996	6.92	2560	0.5518	0.6801	0.7910	0.8658	0.9381	0.8455	0.8768	0.4183	0.8908	0.8771	0.6904	0.8564	0.6737	0.7388	0.3572	0.7725	0.6991	0.6633
0.2399	6.97	2580	0.4749	0.6954	0.7948	0.8751	0.9334	0.7980	0.8536	0.4331	0.9032	0.8485	0.7935	0.8499	0.6713	0.7370	0.3594	0.7930	0.7105	0.7464
0.1772	7.03	2600	0.5112	0.6882	0.8023	0.8708	0.9248	0.8454	0.8591	0.4283	0.8905	0.9117	0.7567	0.8542	0.6686	0.7392	0.3601	0.7867	0.6899	0.7183
0.2108	7.08	2620	0.4926	0.7034	0.8062	0.8795	0.9369	0.8160	0.8563	0.4529	0.8976	0.8882	0.7952	0.8586	0.6741	0.7536	0.3730	0.7979	0.7091	0.7578
0.2477	7.14	2640	0.4855	0.6858	0.7974	0.8689	0.9219	0.8176	0.8402	0.4723	0.8969	0.8408	0.7923	0.8523	0.6444	0.7348	0.3680	0.7787	0.7024	0.7202
0.0687	7.19	2660	0.5380	0.6873	0.8059	0.8689	0.9022	0.8409	0.8493	0.4224	0.8742	0.8757	0.8762	0.8390	0.6574	0.7325	0.3482	0.7847	0.7071	0.7424
0.2234	7.24	2680	0.5683	0.6803	0.7977	0.8611	0.9037	0.7905	0.8715	0.4998	0.8894	0.8721	0.7569	0.8322	0.6649	0.7453	0.3639	0.7774	0.7065	0.6720
0.2062	7.3	2700	0.5760	0.6851	0.7858	0.8686	0.9280	0.8046	0.8789	0.4224	0.9189	0.8400	0.7079	0.8576	0.6625	0.7535	0.3691	0.7734	0.7006	0.6792
0.2796	7.35	2720	0.5103	0.6942	0.8027	0.8733	0.9303	0.7984	0.8478	0.5072	0.9045	0.8758	0.7552	0.8614	0.6613	0.7566	0.3804	0.7856	0.6955	0.7188
0.1884	7.41	2740	0.4969	0.6902	0.7937	0.8736	0.9394	0.7590	0.8406	0.4820	0.9037	0.8801	0.7516	0.8636	0.6399	0.7596	0.3696	0.7853	0.6933	0.7203
0.1346	7.46	2760	0.4948	0.6952	0.7930	0.8764	0.9402	0.7778	0.8859	0.4373	0.9071	0.8393	0.7636	0.8660	0.6528	0.7625	0.3671	0.7839	0.7029	0.7311
0.2628	7.51	2780	0.4775	0.6991	0.8045	0.8761	0.9337	0.8090	0.8646	0.5064	0.9083	0.8437	0.7661	0.8643	0.6792	0.7563	0.3793	0.7903	0.6919	0.7325
0.2086	7.57	2800	0.4892	0.6979	0.8067	0.8773	0.9348	0.7837	0.8824	0.4875	0.8918	0.8865	0.7800	0.8656	0.6634	0.7463	0.3805	0.7959	0.6842	0.7493
0.2542	7.62	2820	0.5231	0.6911	0.7874	0.8732	0.9414	0.7914	0.8602	0.4360	0.9169	0.8390	0.7265	0.8632	0.6651	0.7538	0.3766	0.7835	0.6996	0.6957
0.1954	7.68	2840	0.4852	0.7024	0.7956	0.8810	0.9451	0.7869	0.8629	0.4326	0.9166	0.8577	0.7673	0.8690	0.6747	0.7620	0.3745	0.7996	0.7029	0.7339
1.0273	7.73	2860	0.4596	0.7141	0.8089	0.8882	0.9431	0.8245	0.8802	0.4189	0.9070	0.8486	0.8398	0.8682	0.6845	0.7557	0.3676	0.8126	0.7095	0.8006
0.1902	7.78	2880	0.4873	0.6970	0.7940	0.8816	0.9379	0.7967	0.8838	0.3488	0.8978	0.8531	0.8400	0.8573	0.6607	0.7351	0.3182	0.8041	0.7070	0.7968
0.2062	7.84	2900	0.4681	0.7058	0.8141	0.8805	0.9318	0.7580	0.8674	0.5270	0.8838	0.8921	0.8389	0.8637	0.6480	0.7286	0.3987	0.7945	0.7032	0.8044
0.0755	7.89	2920	0.4817	0.6979	0.8084	0.8775	0.9363	0.7458	0.8554	0.5834	0.9033	0.8523	0.7822	0.8533	0.6161	0.7478	0.3927	0.8073	0.7137	0.7546
0.1843	7.95	2940	0.4548	0.7083	0.8167	0.8833	0.9267	0.7871	0.8382	0.5425	0.9080	0.8748	0.8398	0.8663	0.6356	0.7535	0.3897	0.8026	0.7132	0.7975
0.1396	8.0	2960	0.4567	0.7076	0.8127	0.8836	0.9436	0.8298	0.8537	0.4647	0.8881	0.8685	0.8408	0.8656	0.6714	0.7452	0.3598	0.8031	0.7129	0.7953
0.173	8.05	2980	0.4945	0.7061	0.8035	0.8844	0.9451	0.7856	0.8608	0.4255	0.8966	0.8829	0.8280	0.8673	0.6596	0.7561	0.3545	0.8026	0.7114	0.7911
0.3093	8.11	3000	0.4823	0.7100	0.8086	0.8866	0.9432	0.8145	0.8652	0.4169	0.8970	0.8789	0.8442	0.8699	0.6677	0.7530	0.3577	0.8058	0.7154	0.8005
0.2962	8.16	3020	0.4966	0.7021	0.8003	0.8788	0.9312	0.8020	0.8730	0.4374	0.9119	0.8635	0.7835	0.8661	0.6728	0.7586	0.3732	0.7875	0.7131	0.7433
0.3733	8.22	3040	0.4950	0.6958	0.7942	0.8764	0.9414	0.7381	0.8736	0.4837	0.9038	0.8475	0.7713	0.8665	0.6489	0.7507	0.3670	0.7835	0.7111	0.7431
0.1865	8.27	3060	0.5472	0.6920	0.8016	0.8710	0.9394	0.8116	0.8359	0.5225	0.8934	0.8568	0.7516	0.8623	0.6671	0.7436	0.3737	0.7752	0.7078	0.7140
0.2072	8.32	3080	0.6108	0.6840	0.7919	0.8688	0.9411	0.8302	0.8567	0.4390	0.9008	0.8849	0.6906	0.8617	0.6779	0.7663	0.3816	0.7894	0.6560	0.6554
0.1293	8.38	3100	0.6279	0.6843	0.7943	0.8678	0.9376	0.8017	0.8483	0.4900	0.9012	0.8921	0.6894	0.8637	0.6781	0.7502	0.4039	0.7900	0.6513	0.6531
0.1629	8.43	3120	0.5999	0.6915	0.8051	0.8707	0.9294	0.8130	0.8717	0.5201	0.9050	0.9022	0.6945	0.8691	0.6780	0.7687	0.4235	0.7937	0.6506	0.6567
0.3812	8.49	3140	0.5890	0.6842	0.7996	0.8692	0.9256	0.8259	0.8914	0.4570	0.9037	0.9010	0.6924	0.8683	0.6799	0.7632	0.3861	0.7945	0.6402	0.6573
0.2094	8.54	3160	0.5584	0.6824	0.8023	0.8676	0.9451	0.8207	0.8681	0.5136	0.8803	0.9061	0.6824	0.8732	0.6764	0.7650	0.3899	0.7889	0.6352	0.6480
0.1628	8.59	3180	0.5262	0.6964	0.8051	0.8744	0.9411	0.7867	0.8729	0.5033	0.8861	0.8976	0.7483	0.8692	0.6749	0.7693	0.3892	0.7865	0.6787	0.7067
0.1661	8.65	3200	0.5327	0.7005	0.8050	0.8761	0.9367	0.8371	0.8716	0.4827	0.9058	0.8479	0.7535	0.8629	0.6644	0.7739	0.3909	0.7851	0.7129	0.7131
0.4721	8.7	3220	0.5279	0.7002	0.8018	0.8766	0.9359	0.8079	0.8655	0.4743	0.9079	0.8635	0.7576	0.8663	0.6812	0.7605	0.3771	0.7859	0.7115	0.7187
0.0703	8.76	3240	0.4664	0.7106	0.8204	0.8825	0.9152	0.8265	0.8478	0.5010	0.9002	0.8785	0.8737	0.8631	0.6731	0.7550	0.3782	0.7990	0.7168	0.7886
0.2753	8.81	3260	0.4006	0.7247	0.8180	0.8945	0.9523	0.8096	0.8616	0.4366	0.8913	0.8826	0.8921	0.8811	0.6908	0.7512	0.3619	0.8111	0.7225	0.8542
0.1837	8.86	3280	0.4169	0.7180	0.8247	0.8890	0.9497	0.8345	0.8788	0.5008	0.8804	0.8770	0.8518	0.8827	0.6880	0.7510	0.3701	0.8017	0.7074	0.8250
0.152	8.92	3300	0.5033	0.6876	0.8002	0.8697	0.9498	0.8260	0.8842	0.4980	0.8790	0.8433	0.7209	0.8611	0.6797	0.7366	0.3518	0.7775	0.7075	0.6990
0.2573	8.97	3320	0.5029	0.7023	0.7983	0.8805	0.9496	0.8027	0.8716	0.4214	0.9036	0.8821	0.7569	0.8711	0.6779	0.7529	0.3727	0.7932	0.7183	0.7304
0.2241	9.03	3340	0.4776	0.7155	0.8199	0.8877	0.9399	0.8379	0.8945	0.4420	0.8887	0.9032	0.8332	0.8734	0.6784	0.7479	0.3828	0.8066	0.7172	0.8023
0.1353	9.08	3360	0.4805	0.7122	0.8071	0.8841	0.9435	0.8157	0.8559	0.4643	0.9135	0.8709	0.7856	0.8676	0.6885	0.7606	0.3982	0.8037	0.7092	0.7576
0.2888	9.14	3380	0.5065	0.7141	0.8114	0.8861	0.9485	0.8318	0.8524	0.4801	0.9119	0.8649	0.7904	0.8703	0.6904	0.7527	0.3996	0.8124	0.7090	0.7642
0.1335	9.19	3400	0.4572	0.7229	0.8273	0.8894	0.9437	0.8470	0.8592	0.5295	0.8975	0.8785	0.8356	0.8735	0.6861	0.7644	0.4015	0.8087	0.7227	0.8030
0.1061	9.24	3420	0.4607	0.7189	0.8208	0.8878	0.9453	0.8148	0.8817	0.4944	0.8880	0.8853	0.8359	0.8699	0.6851	0.7572	0.3883	0.8058	0.7238	0.8025
0.2501	9.3	3440	0.5414	0.6908	0.7916	0.8713	0.9531	0.7998	0.8756	0.4751	0.9021	0.8557	0.6799	0.8596	0.6792	0.7642	0.3872	0.7858	0.6981	0.6612
0.1097	9.35	3460	0.5304	0.6981	0.8068	0.8750	0.9384	0.8401	0.8437	0.4930	0.9012	0.8940	0.7369	0.8648	0.6767	0.7606	0.3942	0.7889	0.6915	0.7097
0.122	9.41	3480	0.4739	0.7062	0.8067	0.8786	0.9376	0.7564	0.8608	0.5608	0.9094	0.8477	0.7744	0.8608	0.6668	0.7677	0.4176	0.7977	0.7029	0.7301
0.2102	9.46	3500	0.4655	0.7113	0.8183	0.8820	0.9350	0.8271	0.8528	0.5288	0.9018	0.8889	0.7934	0.8624	0.6762	0.7652	0.4080	0.8053	0.7126	0.7491
0.1169	9.51	3520	0.5201	0.7008	0.7988	0.8758	0.9444	0.8025	0.8559	0.5037	0.9168	0.8519	0.7165	0.8639	0.6781	0.7670	0.4096	0.7894	0.7074	0.6903
0.6264	9.57	3540	0.5133	0.6964	0.7993	0.8757	0.9458	0.8025	0.8797	0.4804	0.9068	0.8670	0.7127	0.8682	0.6785	0.7571	0.3860	0.7925	0.7047	0.6875
0.2373	9.62	3560	0.4821	0.7022	0.8111	0.8776	0.9360	0.8357	0.8722	0.5095	0.9056	0.8749	0.7435	0.8664	0.6754	0.7664	0.3894	0.7939	0.7136	0.7102
0.3805	9.68	3580	0.5108	0.6985	0.8045	0.8757	0.9361	0.8166	0.8450	0.5232	0.9135	0.8485	0.7483	0.8654	0.6738	0.7538	0.3882	0.7917	0.7107	0.7062
0.237	9.73	3600	0.5523	0.6863	0.7982	0.8681	0.9384	0.8199	0.8666	0.5222	0.9065	0.8604	0.6735	0.8622	0.6765	0.7646	0.4105	0.7899	0.6590	0.6414
0.1482	9.78	3620	0.5941	0.6820	0.8039	0.8643	0.9280	0.8276	0.8820	0.5199	0.8856	0.9067	0.6775	0.8624	0.6734	0.7643	0.4165	0.7838	0.6345	0.6393
0.1805	9.84	3640	0.6438	0.6796	0.7864	0.8652	0.9350	0.7989	0.8489	0.4813	0.9166	0.8611	0.6631	0.8624	0.6714	0.7556	0.4067	0.7858	0.6458	0.6293
0.239	9.89	3660	0.4694	0.7002	0.8129	0.8774	0.9367	0.8162	0.8671	0.5162	0.8852	0.8713	0.7978	0.8658	0.6771	0.7579	0.3663	0.7945	0.6914	0.7483
0.2104	9.95	3680	0.4891	0.7038	0.8162	0.8789	0.9426	0.8106	0.8472	0.5556	0.8854	0.8730	0.7987	0.8706	0.6809	0.7598	0.3556	0.7913	0.7074	0.7607
0.1765	10.0	3700	0.5206	0.6970	0.8066	0.8750	0.9372	0.8411	0.8607	0.4818	0.8967	0.8782	0.7505	0.8660	0.6826	0.7633	0.3571	0.7837	0.7077	0.7183
0.0946	10.05	3720	0.5914	0.6823	0.7823	0.8700	0.9417	0.7156	0.8745	0.4482	0.9023	0.8800	0.7136	0.8645	0.6400	0.7556	0.3600	0.7790	0.6934	0.6835
0.1405	10.11	3740	0.5498	0.6925	0.7974	0.8749	0.9437	0.7456	0.8604	0.4931	0.8924	0.8882	0.7584	0.8668	0.6513	0.7552	0.3623	0.7877	0.6997	0.7247
0.1388	10.16	3760	0.5357	0.6968	0.7967	0.8774	0.9471	0.8022	0.8386	0.4642	0.9113	0.8707	0.7430	0.8712	0.6730	0.7566	0.3697	0.7928	0.7060	0.7084
0.1771	10.22	3780	0.6115	0.6831	0.7889	0.8675	0.9348	0.8152	0.8740	0.4634	0.9171	0.8440	0.6736	0.8677	0.6903	0.7642	0.3713	0.7792	0.6652	0.6438
0.1444	10.27	3800	0.6109	0.6864	0.7940	0.8691	0.9423	0.8238	0.8708	0.4760	0.9064	0.8655	0.6734	0.8671	0.6874	0.7687	0.3885	0.7852	0.6643	0.6436
0.1396	10.32	3820	0.5184	0.7008	0.8145	0.8741	0.9314	0.8091	0.8466	0.5851	0.9004	0.8896	0.7393	0.8691	0.6783	0.7650	0.4179	0.7852	0.6960	0.6940
0.1081	10.38	3840	0.4741	0.7096	0.8148	0.8802	0.9375	0.8211	0.8672	0.5263	0.9007	0.8757	0.7750	0.8676	0.6857	0.7702	0.4048	0.7939	0.7166	0.7286
0.1524	10.43	3860	0.4823	0.7103	0.8144	0.8825	0.9334	0.8009	0.8934	0.4991	0.8977	0.8631	0.8131	0.8663	0.6799	0.7609	0.3795	0.7978	0.7156	0.7721
0.9599	10.49	3880	0.4986	0.7052	0.8120	0.8789	0.9277	0.8567	0.8765	0.4741	0.9100	0.8699	0.7694	0.8619	0.6791	0.7645	0.3910	0.7948	0.7114	0.7337
0.1149	10.54	3900	0.4714	0.7129	0.8183	0.8819	0.9337	0.8206	0.8717	0.5011	0.8914	0.9065	0.8033	0.8634	0.6916	0.7739	0.3999	0.7990	0.7125	0.7499
0.1256	10.59	3920	0.5573	0.6929	0.7990	0.8698	0.9333	0.7965	0.8690	0.5079	0.9008	0.8673	0.7179	0.8593	0.6822	0.7692	0.3795	0.7751	0.7116	0.6736
0.158	10.65	3940	0.5614	0.6934	0.8102	0.8707	0.9232	0.8543	0.8500	0.5118	0.8974	0.8908	0.7438	0.8604	0.6705	0.7624	0.3783	0.7776	0.7074	0.6972
0.0693	10.7	3960	0.5446	0.6953	0.8007	0.8723	0.9379	0.8160	0.8718	0.4593	0.8911	0.8970	0.7315	0.8591	0.6834	0.7616	0.3788	0.7800	0.7144	0.6895
0.1369	10.76	3980	0.5633	0.6895	0.7988	0.8694	0.9320	0.8285	0.8722	0.4870	0.9071	0.8685	0.6962	0.8586	0.6812	0.7700	0.3828	0.7845	0.6935	0.6554
0.1034	10.81	4000	0.5001	0.7074	0.8234	0.8781	0.9387	0.8294	0.8683	0.5886	0.8856	0.8867	0.7662	0.8622	0.6791	0.7719	0.4064	0.7969	0.7092	0.7260
0.1418	10.86	4020	0.5075	0.7002	0.8130	0.8773	0.9377	0.8373	0.8523	0.5111	0.8922	0.8864	0.7739	0.8618	0.6792	0.7700	0.3629	0.7998	0.6969	0.7309
0.3032	10.92	4040	0.4956	0.7048	0.8140	0.8802	0.9397	0.8100	0.8448	0.5330	0.8947	0.8756	0.8001	0.8647	0.6779	0.7694	0.3635	0.8030	0.7010	0.7541
0.5018	10.97	4060	0.4593	0.7106	0.8173	0.8836	0.9289	0.8175	0.8638	0.5043	0.9047	0.8772	0.8246	0.8684	0.6841	0.7629	0.3601	0.8030	0.7144	0.7810
0.2459	11.03	4080	0.4838	0.7113	0.8166	0.8856	0.9435	0.8489	0.8586	0.4825	0.9041	0.8770	0.8014	0.8714	0.6883	0.7590	0.3663	0.8124	0.7128	0.7691
0.1309	11.08	4100	0.5770	0.6777	0.7948	0.8650	0.9474	0.8369	0.8296	0.5281	0.8970	0.8552	0.6696	0.8627	0.6675	0.7578	0.3589	0.7804	0.6718	0.6450
0.0667	11.14	4120	0.5862	0.6822	0.7895	0.8669	0.9409	0.8124	0.8650	0.4713	0.9090	0.8675	0.6602	0.8645	0.6809	0.7679	0.3647	0.7775	0.6871	0.6331
0.1616	11.19	4140	0.4892	0.7126	0.8063	0.8856	0.9422	0.8165	0.8658	0.4276	0.9103	0.8745	0.8074	0.8644	0.6867	0.7632	0.3770	0.8082	0.7201	0.7689
0.0772	11.24	4160	0.4894	0.7117	0.8198	0.8824	0.9428	0.8579	0.8460	0.5232	0.8940	0.8710	0.8033	0.8620	0.6829	0.7607	0.3884	0.8027	0.7202	0.7649
0.145	11.3	4180	0.4947	0.7079	0.8052	0.8819	0.9416	0.7954	0.8507	0.4770	0.9104	0.8821	0.7794	0.8658	0.6836	0.7666	0.3990	0.8058	0.6937	0.7409
0.2545	11.35	4200	0.5643	0.6948	0.7995	0.8729	0.9391	0.8174	0.8499	0.5036	0.9140	0.8680	0.7044	0.8653	0.6851	0.7664	0.4014	0.7906	0.6826	0.6720
0.1577	11.41	4220	0.5282	0.6957	0.8024	0.8746	0.9392	0.8311	0.8691	0.4776	0.9048	0.8670	0.7281	0.8645	0.6855	0.7680	0.3843	0.7944	0.6832	0.6901
0.1623	11.46	4240	0.5951	0.6843	0.7962	0.8692	0.9421	0.8296	0.8669	0.4804	0.9044	0.8796	0.6704	0.8690	0.6853	0.7667	0.3798	0.7922	0.6597	0.6372
0.257	11.51	4260	0.5655	0.6858	0.7965	0.8708	0.9448	0.8252	0.8663	0.4579	0.8944	0.8835	0.7034	0.8685	0.6849	0.7679	0.3601	0.7920	0.6661	0.6613
0.0991	11.57	4280	0.5676	0.6887	0.7975	0.8704	0.9344	0.8123	0.8720	0.4865	0.9074	0.8677	0.7023	0.8662	0.6827	0.7706	0.3776	0.7864	0.6753	0.6619
0.2156	11.62	4300	0.4649	0.7140	0.8241	0.8857	0.9389	0.7820	0.8824	0.5541	0.8847	0.8888	0.8376	0.8728	0.6756	0.7683	0.3768	0.8092	0.7127	0.7826
0.1035	11.68	4320	0.4957	0.7082	0.8054	0.8808	0.9357	0.8112	0.8578	0.4838	0.9143	0.8404	0.7946	0.8713	0.6885	0.7577	0.3826	0.7875	0.7215	0.7480
0.1514	11.73	4340	0.4930	0.7073	0.8107	0.8792	0.9374	0.8345	0.8629	0.5147	0.9073	0.8414	0.7770	0.8711	0.6904	0.7601	0.3964	0.7871	0.7140	0.7324
0.1573	11.78	4360	0.5794	0.6896	0.7959	0.8704	0.9485	0.8130	0.8560	0.5058	0.9057	0.8696	0.6725	0.8680	0.6896	0.7615	0.4024	0.7888	0.6749	0.6422
0.1051	11.84	4380	0.5103	0.7027	0.8111	0.8778	0.9386	0.8408	0.8751	0.4967	0.9034	0.8940	0.7294	0.8729	0.6863	0.7694	0.4073	0.7950	0.6985	0.6897
0.2098	11.89	4400	0.5512	0.7001	0.7944	0.8772	0.9505	0.8314	0.8697	0.4333	0.9173	0.8512	0.7077	0.8671	0.6847	0.7678	0.3907	0.7905	0.7223	0.6775
0.1623	11.95	4420	0.5274	0.7010	0.8061	0.8765	0.9487	0.8456	0.8751	0.4888	0.9004	0.8683	0.7156	0.8693	0.6833	0.7690	0.3990	0.7887	0.7145	0.6832
0.1104	12.0	4440	0.5310	0.7025	0.8094	0.8753	0.9391	0.8334	0.8675	0.5172	0.9003	0.8800	0.7280	0.8677	0.6850	0.7711	0.4001	0.7804	0.7222	0.6912
0.211	12.05	4460	0.5243	0.7053	0.8045	0.8775	0.9370	0.8123	0.8782	0.4890	0.9108	0.8623	0.7422	0.8696	0.6880	0.7698	0.4005	0.7822	0.7243	0.7029
0.1944	12.11	4480	0.5550	0.7014	0.8063	0.8744	0.9407	0.8288	0.8712	0.5126	0.9023	0.8725	0.7159	0.8677	0.6898	0.7732	0.4011	0.7779	0.7150	0.6852
0.1553	12.16	4500	0.5307	0.7063	0.8118	0.8780	0.9432	0.8511	0.8547	0.5245	0.9070	0.8700	0.7321	0.8710	0.6856	0.7711	0.4126	0.7878	0.7188	0.6971
0.1606	12.22	4520	0.4892	0.7123	0.8178	0.8817	0.9317	0.8140	0.8735	0.5241	0.9010	0.8892	0.7915	0.8699	0.6862	0.7664	0.4039	0.7931	0.7198	0.7469
0.2076	12.27	4540	0.4659	0.7240	0.8295	0.8892	0.9358	0.8227	0.8704	0.5564	0.9004	0.8795	0.8411	0.8739	0.6929	0.7671	0.4116	0.8116	0.7208	0.7903
0.1691	12.32	4560	0.4532	0.7221	0.8269	0.8886	0.9430	0.8278	0.8553	0.5435	0.8952	0.8892	0.8341	0.8734	0.6893	0.7655	0.4137	0.8116	0.7164	0.7852
0.0608	12.38	4580	0.4673	0.7258	0.8270	0.8911	0.9378	0.8305	0.8636	0.5196	0.9048	0.8837	0.8490	0.8768	0.6909	0.7660	0.4129	0.8126	0.7219	0.7995
0.0709	12.43	4600	0.4770	0.7231	0.8252	0.8896	0.9381	0.8149	0.8688	0.5247	0.9007	0.8877	0.8415	0.8746	0.6857	0.7628	0.4076	0.8100	0.7272	0.7934
0.1155	12.49	4620	0.4650	0.7160	0.8185	0.8870	0.9423	0.8251	0.8675	0.4938	0.8978	0.8726	0.8306	0.8729	0.6909	0.7583	0.3734	0.8066	0.7257	0.7843
0.2714	12.54	4640	0.5005	0.7109	0.8199	0.8828	0.9338	0.8412	0.8512	0.5115	0.8969	0.8885	0.8164	0.8686	0.6843	0.7655	0.3729	0.7985	0.7102	0.7766
0.1586	12.59	4660	0.4738	0.7179	0.8261	0.8871	0.9363	0.8269	0.8478	0.5486	0.8983	0.8830	0.8420	0.8739	0.6801	0.7652	0.3909	0.8062	0.7084	0.8009
0.3566	12.65	4680	0.4770	0.7160	0.8213	0.8871	0.9429	0.8264	0.8607	0.5180	0.9007	0.8871	0.8130	0.8751	0.6817	0.7674	0.3938	0.8112	0.7061	0.7767
0.1293	12.7	4700	0.4729	0.7157	0.8246	0.8866	0.9413	0.8350	0.8620	0.5194	0.8920	0.9012	0.8213	0.8767	0.6836	0.7690	0.3903	0.8079	0.7029	0.7795
0.2317	12.76	4720	0.4741	0.7194	0.8218	0.8872	0.9358	0.8083	0.8612	0.5258	0.9047	0.8948	0.8219	0.8718	0.6812	0.7711	0.4119	0.8078	0.7092	0.7827
0.1032	12.81	4740	0.4636	0.7207	0.8248	0.8871	0.9393	0.8171	0.8644	0.5568	0.9019	0.8718	0.8221	0.8707	0.6836	0.7695	0.4159	0.8074	0.7134	0.7844
0.1157	12.86	4760	0.4825	0.7105	0.8214	0.8821	0.9385	0.8118	0.8807	0.5477	0.8905	0.8918	0.7886	0.8714	0.6887	0.7697	0.4080	0.8062	0.6768	0.7527
0.1749	12.92	4780	0.5870	0.6970	0.8021	0.8747	0.9416	0.8252	0.8663	0.5061	0.9115	0.8480	0.7162	0.8662	0.6841	0.7745	0.4039	0.7947	0.6703	0.6854
0.1278	12.97	4800	0.5370	0.7086	0.8091	0.8818	0.9374	0.8212	0.8687	0.4876	0.9147	0.8635	0.7707	0.8682	0.6952	0.7744	0.4023	0.8074	0.6793	0.7336
0.1008	13.03	4820	0.5594	0.6944	0.8062	0.8723	0.9373	0.8379	0.8844	0.4923	0.8936	0.8838	0.7142	0.8653	0.6945	0.7722	0.3868	0.7876	0.6721	0.6822
0.1732	13.08	4840	0.5512	0.6985	0.8104	0.8740	0.9340	0.8407	0.8845	0.5203	0.9018	0.8753	0.7164	0.8670	0.6923	0.7727	0.4072	0.7908	0.6745	0.6850
0.1677	13.14	4860	0.5072	0.7081	0.8136	0.8834	0.9446	0.8437	0.8804	0.4798	0.9025	0.8683	0.7759	0.8742	0.6916	0.7685	0.3934	0.8112	0.6781	0.7398
0.1052	13.19	4880	0.4882	0.7192	0.8145	0.8896	0.9517	0.8136	0.8757	0.4702	0.9035	0.8740	0.8130	0.8751	0.6911	0.7729	0.3919	0.8143	0.7094	0.7797
0.3023	13.24	4900	0.4847	0.7241	0.8221	0.8918	0.9395	0.8436	0.8724	0.4620	0.9068	0.8812	0.8488	0.8762	0.6909	0.7692	0.3885	0.8118	0.7225	0.8095
0.0676	13.3	4920	0.4604	0.7284	0.8260	0.8926	0.9418	0.8318	0.8744	0.5011	0.9048	0.8818	0.8466	0.8747	0.6887	0.7766	0.4114	0.8137	0.7245	0.8092
0.2334	13.35	4940	0.5013	0.7271	0.8324	0.8912	0.9322	0.8464	0.8866	0.5178	0.9004	0.8967	0.8464	0.8738	0.6821	0.7749	0.4163	0.8110	0.7241	0.8079
0.264	13.41	4960	0.5389	0.7004	0.8117	0.8756	0.9371	0.8110	0.8914	0.5436	0.8997	0.8760	0.7228	0.8701	0.6816	0.7743	0.4175	0.7942	0.6752	0.6900
0.1266	13.46	4980	0.5829	0.6898	0.8025	0.8698	0.9459	0.8180	0.8711	0.5304	0.8921	0.8749	0.6853	0.8633	0.6867	0.7669	0.4012	0.7904	0.6638	0.6562
0.9889	13.51	5000	0.5592	0.6921	0.8041	0.8715	0.9415	0.8460	0.8747	0.5050	0.9013	0.8745	0.6859	0.8654	0.6892	0.7706	0.4058	0.7943	0.6646	0.6549
0.0844	13.57	5020	0.6120	0.6885	0.8003	0.8690	0.9420	0.8217	0.8554	0.5179	0.9006	0.8933	0.6711	0.8646	0.6896	0.7622	0.4098	0.7913	0.6582	0.6439
0.1035	13.62	5040	0.5904	0.7034	0.7973	0.8764	0.9387	0.8138	0.8376	0.4908	0.9280	0.8430	0.7293	0.8653	0.6911	0.7582	0.4120	0.7863	0.7156	0.6957
0.1744	13.68	5060	0.4922	0.7183	0.8213	0.8850	0.9413	0.8252	0.8593	0.5281	0.8953	0.8871	0.8124	0.8650	0.6927	0.7611	0.4027	0.8027	0.7286	0.7751
0.187	13.73	5080	0.4829	0.7179	0.8169	0.8854	0.9394	0.8254	0.8582	0.5190	0.9115	0.8645	0.8007	0.8654	0.6896	0.7631	0.4069	0.8057	0.7300	0.7649
0.1855	13.78	5100	0.4941	0.7183	0.8256	0.8851	0.9316	0.8356	0.8628	0.5307	0.8972	0.8985	0.8224	0.8642	0.6851	0.7642	0.4131	0.8063	0.7216	0.7737
0.0794	13.84	5120	0.4800	0.7199	0.8183	0.8868	0.9403	0.8018	0.8669	0.5106	0.9023	0.8917	0.8145	0.8680	0.6885	0.7742	0.4123	0.8075	0.7186	0.7702
0.1965	13.89	5140	0.4668	0.7143	0.8158	0.8829	0.9415	0.8281	0.8750	0.5131	0.9015	0.8663	0.7849	0.8671	0.6963	0.7753	0.3950	0.7972	0.7236	0.7455
0.0808	13.95	5160	0.4898	0.7116	0.8142	0.8804	0.9359	0.8242	0.8714	0.5208	0.9059	0.8712	0.7697	0.8697	0.6968	0.7718	0.4001	0.7887	0.7242	0.7297
0.1323	14.0	5180	0.4871	0.7175	0.8172	0.8843	0.9384	0.8075	0.8845	0.5179	0.9014	0.8702	0.8004	0.8695	0.6942	0.7705	0.4082	0.7967	0.7273	0.7560
0.052	14.05	5200	0.4886	0.7227	0.8219	0.8886	0.9366	0.8515	0.8754	0.4846	0.9090	0.8740	0.8221	0.8712	0.6937	0.7715	0.4067	0.8059	0.7264	0.7834
1.5334	14.11	5220	0.4957	0.7222	0.8195	0.8869	0.9358	0.8362	0.8734	0.5082	0.9151	0.8657	0.8020	0.8719	0.7029	0.7736	0.4188	0.8028	0.7262	0.7592
0.1475	14.16	5240	0.5308	0.7140	0.8197	0.8818	0.9361	0.8319	0.8961	0.5282	0.9006	0.8796	0.7653	0.8694	0.6954	0.7721	0.4203	0.7961	0.7159	0.7290
0.1126	14.22	5260	0.5163	0.7099	0.8090	0.8804	0.9406	0.8275	0.8881	0.4893	0.9090	0.8539	0.7544	0.8684	0.6979	0.7755	0.4073	0.7937	0.7105	0.7162
0.0525	14.27	5280	0.6142	0.7024	0.8039	0.8757	0.9418	0.8341	0.8721	0.4929	0.9109	0.8670	0.7086	0.8672	0.6992	0.7703	0.4105	0.7875	0.7030	0.6793
0.1045	14.32	5300	0.5200	0.7119	0.8169	0.8796	0.9341	0.8416	0.8705	0.5419	0.9114	0.8742	0.7447	0.8706	0.6957	0.7718	0.4245	0.7893	0.7229	0.7082
0.1537	14.38	5320	0.5363	0.7092	0.8092	0.8790	0.9381	0.8420	0.8620	0.5041	0.9168	0.8662	0.7350	0.8705	0.6993	0.7731	0.4169	0.7890	0.7179	0.6979
0.0836	14.43	5340	0.5465	0.7087	0.8097	0.8799	0.9502	0.8128	0.8736	0.5116	0.8995	0.8890	0.7315	0.8736	0.6965	0.7743	0.4144	0.7927	0.7114	0.6980
0.1907	14.49	5360	0.5253	0.7122	0.8206	0.8801	0.9358	0.8275	0.8897	0.5488	0.8987	0.8970	0.7466	0.8707	0.6915	0.7763	0.4244	0.7914	0.7185	0.7123
0.1354	14.54	5380	0.4917	0.7242	0.8327	0.8873	0.9352	0.8341	0.8768	0.5954	0.9038	0.8809	0.8026	0.8707	0.6870	0.7787	0.4357	0.8082	0.7206	0.7684
0.0947	14.59	5400	0.4813	0.7270	0.8290	0.8891	0.9390	0.8270	0.8627	0.5546	0.9021	0.8977	0.8198	0.8724	0.6928	0.7771	0.4387	0.8082	0.7185	0.7811
0.1314	14.65	5420	0.5243	0.7067	0.8049	0.8797	0.9416	0.8445	0.8690	0.4635	0.9149	0.8531	0.7475	0.8690	0.6921	0.7716	0.4037	0.7931	0.7061	0.7115
0.2984	14.7	5440	0.5308	0.7039	0.8090	0.8778	0.9402	0.8337	0.8739	0.4858	0.9021	0.8947	0.7328	0.8720	0.6960	0.7715	0.3999	0.7905	0.6985	0.6992
0.1504	14.76	5460	0.5163	0.7054	0.8012	0.8791	0.9426	0.8090	0.8573	0.4633	0.9135	0.8783	0.7445	0.8692	0.6871	0.7710	0.3978	0.7902	0.7130	0.7094
0.1155	14.81	5480	0.5011	0.7114	0.8149	0.8831	0.9414	0.8547	0.8500	0.4774	0.9055	0.9037	0.7716	0.8740	0.6909	0.7686	0.4004	0.7999	0.7127	0.7330
0.1482	14.86	5500	0.4876	0.7147	0.8174	0.8846	0.9392	0.8457	0.8705	0.4961	0.9092	0.8821	0.7793	0.8733	0.6949	0.7737	0.3983	0.8031	0.7179	0.7413
0.9022	14.92	5520	0.5065	0.7124	0.8168	0.8829	0.9454	0.8380	0.8736	0.5016	0.8934	0.8798	0.7857	0.8710	0.6956	0.7662	0.3930	0.7979	0.7141	0.7489
0.132	14.97	5540	0.5276	0.6994	0.8104	0.8747	0.9415	0.8438	0.8627	0.5047	0.8918	0.9051	0.7232	0.8697	0.6993	0.7709	0.4005	0.7901	0.6741	0.6909
0.2138	15.03	5560	0.4709	0.7129	0.8174	0.8829	0.9378	0.8383	0.8802	0.5150	0.9043	0.8578	0.7881	0.8709	0.6987	0.7695	0.3985	0.7995	0.7014	0.7520
0.1711	15.08	5580	0.4906	0.7126	0.8128	0.8826	0.9420	0.8211	0.8596	0.5303	0.9141	0.8521	0.7701	0.8763	0.6950	0.7728	0.4058	0.7939	0.7073	0.7371
0.1349	15.14	5600	0.4841	0.7137	0.8141	0.8840	0.9444	0.8316	0.8826	0.5211	0.9142	0.8376	0.7670	0.8796	0.6988	0.7709	0.4039	0.7979	0.7115	0.7333
0.154	15.19	5620	0.4496	0.7192	0.8222	0.8874	0.9447	0.8265	0.8868	0.5339	0.9028	0.8577	0.8028	0.8784	0.6958	0.7697	0.4051	0.8065	0.7126	0.7662
0.0808	15.24	5640	0.5273	0.6967	0.8038	0.8754	0.9464	0.8310	0.8744	0.4998	0.9098	0.8796	0.6856	0.8742	0.6936	0.7745	0.4105	0.8011	0.6670	0.6559
0.15	15.3	5660	0.4631	0.7201	0.8192	0.8882	0.9455	0.8194	0.8798	0.5255	0.9115	0.8593	0.7937	0.8756	0.6924	0.7739	0.4138	0.8122	0.7136	0.7595
0.0762	15.35	5680	0.4700	0.7209	0.8211	0.8887	0.9454	0.8250	0.8680	0.5226	0.9065	0.8694	0.8108	0.8752	0.6929	0.7747	0.4034	0.8113	0.7151	0.7739
0.1096	15.41	5700	0.4910	0.7128	0.8142	0.8833	0.9474	0.8293	0.8565	0.5270	0.9101	0.8694	0.7594	0.8742	0.6916	0.7730	0.4100	0.8015	0.7142	0.7254
0.1826	15.46	5720	0.4842	0.7179	0.8183	0.8870	0.9435	0.8381	0.8702	0.4942	0.9101	0.8929	0.7793	0.8768	0.6938	0.7755	0.4083	0.8085	0.7193	0.7430
0.0888	15.51	5740	0.4808	0.7170	0.8134	0.8869	0.9506	0.8203	0.8591	0.4920	0.9082	0.8774	0.7863	0.8734	0.6953	0.7673	0.4004	0.8097	0.7214	0.7513
0.1496	15.57	5760	0.4660	0.7283	0.8264	0.8928	0.9394	0.8520	0.8564	0.5227	0.9193	0.8498	0.8453	0.8783	0.6939	0.7742	0.4172	0.8175	0.7203	0.7966
0.034	15.62	5780	0.4921	0.7151	0.8128	0.8847	0.9467	0.8223	0.8638	0.4968	0.9092	0.8780	0.7726	0.8719	0.6924	0.7694	0.4120	0.8049	0.7231	0.7323
0.1116	15.68	5800	0.4806	0.7192	0.8215	0.8875	0.9442	0.8307	0.8832	0.4967	0.8969	0.8959	0.8025	0.8731	0.6946	0.7701	0.4032	0.8097	0.7209	0.7626
0.0909	15.73	5820	0.4786	0.7218	0.8150	0.8898	0.9466	0.8160	0.8693	0.4922	0.9182	0.8575	0.8049	0.8743	0.6967	0.7753	0.4012	0.8152	0.7240	0.7661
0.1079	15.78	5840	0.4401	0.7346	0.8346	0.8956	0.9437	0.8306	0.8551	0.5747	0.9119	0.8758	0.8505	0.8800	0.6978	0.7773	0.4291	0.8246	0.7261	0.8076
0.1312	15.84	5860	0.4592	0.7239	0.8231	0.8894	0.9526	0.8194	0.8678	0.5472	0.9030	0.8736	0.7979	0.8713	0.6958	0.7777	0.4182	0.8172	0.7215	0.7658
0.1523	15.89	5880	0.4761	0.7248	0.8219	0.8905	0.9457	0.8266	0.8337	0.5337	0.9170	0.8853	0.8110	0.8758	0.6967	0.7686	0.4224	0.8175	0.7181	0.7748
0.2768	15.95	5900	0.5037	0.7176	0.8158	0.8856	0.9433	0.8239	0.8657	0.5131	0.9150	0.8818	0.7679	0.8746	0.6979	0.7705	0.4203	0.8063	0.7192	0.7344
0.1386	16.0	5920	0.4989	0.7149	0.8115	0.8848	0.9427	0.8358	0.8668	0.4808	0.9188	0.8733	0.7626	0.8757	0.6991	0.7674	0.4138	0.8035	0.7165	0.7281
0.0866	16.05	5940	0.4779	0.7148	0.8103	0.8855	0.9458	0.8288	0.8719	0.4682	0.9165	0.8795	0.7618	0.8755	0.6978	0.7715	0.4070	0.8062	0.7180	0.7276
0.1616	16.11	5960	0.5905	0.7048	0.8052	0.8789	0.9453	0.8243	0.8737	0.4880	0.9148	0.8839	0.7067	0.8730	0.6907	0.7750	0.4145	0.7964	0.7031	0.6811
0.1141	16.16	5980	0.5389	0.7077	0.8132	0.8803	0.9437	0.8445	0.8622	0.5056	0.9060	0.8956	0.7347	0.8733	0.6907	0.7747	0.4132	0.7988	0.7013	0.7020
0.5809	16.22	6000	0.5397	0.7062	0.8059	0.8798	0.9463	0.8050	0.8765	0.4903	0.9069	0.8849	0.7315	0.8724	0.6922	0.7725	0.4087	0.7974	0.7049	0.6956
0.1502	16.27	6020	0.5337	0.7051	0.8056	0.8791	0.9448	0.8178	0.8625	0.5024	0.9157	0.8774	0.7187	0.8723	0.6923	0.7743	0.4184	0.8012	0.6922	0.6849
0.0764	16.32	6040	0.5655	0.7079	0.8073	0.8797	0.9433	0.8245	0.8713	0.5061	0.9193	0.8738	0.7129	0.8737	0.6965	0.7791	0.4238	0.7977	0.7029	0.6815
0.0561	16.38	6060	0.6671	0.7018	0.8034	0.8763	0.9532	0.8155	0.8667	0.5083	0.9035	0.8813	0.6949	0.8690	0.6926	0.7733	0.4111	0.7916	0.7039	0.6711
0.1363	16.43	6080	0.5540	0.7047	0.8098	0.8781	0.9473	0.8302	0.8811	0.5139	0.9031	0.8808	0.7121	0.8723	0.6977	0.7750	0.4095	0.7953	0.7012	0.6821
0.1408	16.49	6100	0.6001	0.7058	0.8058	0.8781	0.9473	0.8158	0.8603	0.5305	0.9159	0.8609	0.7102	0.8739	0.6957	0.7757	0.4201	0.7917	0.7023	0.6810
0.0844	16.54	6120	0.5692	0.7057	0.8102	0.8782	0.9462	0.8158	0.8603	0.5451	0.9087	0.8795	0.7154	0.8747	0.6935	0.7741	0.4216	0.7944	0.6965	0.6849
0.6166	16.59	6140	0.5215	0.7115	0.8146	0.8822	0.9468	0.8382	0.8739	0.5055	0.9028	0.8894	0.7457	0.8739	0.6958	0.7734	0.4119	0.7992	0.7130	0.7134
0.0868	16.65	6160	0.5212	0.7093	0.8136	0.8810	0.9439	0.8428	0.8667	0.5176	0.9098	0.8770	0.7374	0.8759	0.6968	0.7706	0.4109	0.7971	0.7089	0.7049
0.0933	16.7	6180	0.5656	0.7039	0.8086	0.8766	0.9395	0.8424	0.8725	0.5149	0.9131	0.8680	0.7094	0.8708	0.6959	0.7706	0.4154	0.7888	0.7053	0.6804
0.1599	16.76	6200	0.5295	0.7078	0.8083	0.8784	0.9412	0.8144	0.8737	0.5262	0.9125	0.8597	0.7303	0.8703	0.6947	0.7708	0.4198	0.7899	0.7117	0.6975
0.194	16.81	6220	0.5692	0.7040	0.8062	0.8769	0.9393	0.8272	0.8603	0.5139	0.9169	0.8726	0.7135	0.8693	0.6918	0.7713	0.4191	0.7916	0.7010	0.6838
2.0002	16.86	6240	0.5730	0.7020	0.8013	0.8769	0.9429	0.8263	0.8759	0.4654	0.9115	0.8683	0.7190	0.8675	0.6957	0.7702	0.3999	0.7913	0.6999	0.6893
0.0626	16.92	6260	0.4793	0.7126	0.8165	0.8826	0.9442	0.8376	0.8666	0.5252	0.9066	0.8816	0.7537	0.8753	0.6957	0.7725	0.4177	0.7999	0.7073	0.7202
0.1376	16.97	6280	0.5064	0.7102	0.8151	0.8806	0.9399	0.8344	0.8783	0.5470	0.9139	0.8520	0.7402	0.8733	0.6981	0.7739	0.4154	0.7970	0.7040	0.7096
0.0716	17.03	6300	0.4703	0.7176	0.8226	0.8847	0.9421	0.8342	0.8686	0.5637	0.9075	0.8650	0.7768	0.8757	0.6993	0.7757	0.4188	0.8023	0.7087	0.7428
0.1183	17.08	6320	0.4537	0.7268	0.8272	0.8908	0.9471	0.8228	0.8720	0.5645	0.9071	0.8600	0.8168	0.8819	0.6999	0.7726	0.4285	0.8115	0.7165	0.7769
0.0756	17.14	6340	0.5057	0.7158	0.8177	0.8830	0.9447	0.8341	0.8755	0.5660	0.9143	0.8345	0.7546	0.8760	0.6994	0.7705	0.4280	0.7968	0.7185	0.7212
0.1121	17.19	6360	0.5146	0.7133	0.8116	0.8816	0.9511	0.8261	0.8788	0.5182	0.9059	0.8677	0.7334	0.8716	0.7010	0.7681	0.4269	0.7961	0.7253	0.7039
0.8812	17.24	6380	0.5779	0.6991	0.8014	0.8751	0.9509	0.8260	0.8680	0.5013	0.9100	0.8768	0.6771	0.8719	0.6979	0.7692	0.4269	0.7953	0.6821	0.6507
0.1224	17.3	6400	0.6081	0.6975	0.8002	0.8743	0.9457	0.8119	0.8703	0.5074	0.9152	0.8790	0.6722	0.8739	0.6973	0.7696	0.4294	0.7954	0.6745	0.6426
0.0756	17.35	6420	0.5924	0.6984	0.8034	0.8742	0.9438	0.8337	0.8612	0.5196	0.9158	0.8701	0.6797	0.8730	0.6984	0.7679	0.4288	0.7936	0.6795	0.6477
0.0989	17.41	6440	0.5463	0.7041	0.8093	0.8774	0.9465	0.8364	0.8611	0.5322	0.9093	0.8687	0.7106	0.8742	0.6969	0.7676	0.4272	0.7956	0.6908	0.6764
0.2782	17.46	6460	0.5839	0.7092	0.8070	0.8805	0.9421	0.8236	0.8708	0.4941	0.9181	0.8671	0.7328	0.8759	0.7028	0.7662	0.4183	0.7944	0.7096	0.6975
0.0626	17.51	6480	0.5333	0.7105	0.8119	0.8815	0.9456	0.8366	0.8678	0.5003	0.9084	0.8866	0.7379	0.8767	0.6991	0.7686	0.4236	0.7983	0.7061	0.7013
0.1027	17.57	6500	0.5370	0.7107	0.8130	0.8806	0.9470	0.8279	0.8627	0.5325	0.9071	0.8817	0.7324	0.8758	0.6951	0.7668	0.4315	0.7946	0.7122	0.6987
0.5464	17.62	6520	0.5111	0.7157	0.8163	0.8832	0.9424	0.8294	0.8653	0.5289	0.9104	0.8776	0.7599	0.8771	0.6953	0.7687	0.4300	0.7949	0.7223	0.7220
0.118	17.68	6540	0.5359	0.7105	0.8124	0.8794	0.9351	0.8242	0.8694	0.5230	0.9131	0.8818	0.7403	0.8720	0.6952	0.7729	0.4260	0.7891	0.7151	0.7036
0.1491	17.73	6560	0.5201	0.7045	0.8158	0.8767	0.9395	0.8256	0.8856	0.5546	0.8943	0.8738	0.7371	0.8705	0.6925	0.7732	0.4114	0.7894	0.6923	0.7025
0.1414	17.78	6580	0.5441	0.7029	0.8116	0.8770	0.9349	0.8467	0.8683	0.5044	0.9062	0.8868	0.7336	0.8703	0.6898	0.7738	0.4018	0.7912	0.6955	0.6979
0.147	17.84	6600	0.6016	0.7023	0.8067	0.8768	0.9389	0.8315	0.8824	0.4868	0.9073	0.8782	0.7217	0.8690	0.6917	0.7701	0.4035	0.7913	0.7007	0.6895
0.3068	17.89	6620	0.5620	0.7040	0.8117	0.8770	0.9388	0.8389	0.8782	0.5185	0.9049	0.8814	0.7214	0.8696	0.6956	0.7740	0.4102	0.7927	0.6976	0.6887
0.1801	17.95	6640	0.4885	0.7204	0.8225	0.8876	0.9360	0.8473	0.8697	0.5022	0.9097	0.8832	0.8093	0.8716	0.6937	0.7719	0.4129	0.8105	0.7139	0.7684
0.1804	18.0	6660	0.5110	0.7219	0.8262	0.8881	0.9358	0.8444	0.8673	0.5296	0.9070	0.8819	0.8175	0.8714	0.6929	0.7692	0.4163	0.8118	0.7128	0.7791
0.1116	18.05	6680	0.5070	0.7206	0.8138	0.8894	0.9378	0.8169	0.8801	0.4586	0.9176	0.8617	0.8243	0.8715	0.6940	0.7692	0.3995	0.8132	0.7136	0.7833
0.1006	18.11	6700	0.4960	0.7241	0.8216	0.8892	0.9401	0.8249	0.8662	0.5111	0.9106	0.8824	0.8156	0.8717	0.6915	0.7716	0.4227	0.8115	0.7237	0.7759
0.2359	18.16	6720	0.5146	0.7224	0.8199	0.8878	0.9389	0.8115	0.8748	0.5118	0.9080	0.8876	0.8069	0.8704	0.6938	0.7688	0.4199	0.8074	0.7277	0.7690
0.1132	18.22	6740	0.5011	0.7205	0.8157	0.8871	0.9409	0.7965	0.8643	0.5211	0.9115	0.8601	0.8151	0.8681	0.6914	0.7606	0.4174	0.8083	0.7245	0.7733
0.2334	18.27	6760	0.5014	0.7203	0.8228	0.8856	0.9371	0.8392	0.8644	0.5331	0.9075	0.8853	0.7931	0.8715	0.6960	0.7711	0.4218	0.8016	0.7262	0.7540
0.1462	18.32	6780	0.5624	0.7124	0.8109	0.8816	0.9380	0.8244	0.8777	0.4855	0.9108	0.8844	0.7555	0.8717	0.7002	0.7708	0.4074	0.7919	0.7255	0.7193
0.2056	18.38	6800	0.5420	0.7120	0.8147	0.8812	0.9423	0.8275	0.8862	0.5207	0.9056	0.8792	0.7413	0.8755	0.6975	0.7707	0.4154	0.7917	0.7273	0.7058
0.1651	18.43	6820	0.5382	0.7110	0.8140	0.8803	0.9388	0.8440	0.8692	0.5121	0.9082	0.8761	0.7495	0.8724	0.6953	0.7692	0.4149	0.7894	0.7248	0.7111
0.0992	18.49	6840	0.5620	0.7088	0.8093	0.8790	0.9420	0.8331	0.8753	0.5021	0.9083	0.8684	0.7362	0.8702	0.6949	0.7673	0.4140	0.7876	0.7235	0.7039
0.1757	18.54	6860	0.5442	0.7108	0.8150	0.8803	0.9360	0.8308	0.8751	0.5137	0.9033	0.8825	0.7639	0.8719	0.6964	0.7657	0.4081	0.7890	0.7198	0.7248
0.1177	18.59	6880	0.5886	0.7041	0.8065	0.8767	0.9395	0.8178	0.8681	0.5125	0.9088	0.8689	0.7302	0.8708	0.6918	0.7697	0.4076	0.7845	0.7084	0.6961
0.1385	18.65	6900	0.5821	0.7068	0.8103	0.8775	0.9338	0.8142	0.8833	0.5361	0.9145	0.8609	0.7296	0.8713	0.6881	0.7706	0.4206	0.7861	0.7155	0.6953
0.0752	18.7	6920	0.5313	0.7110	0.8164	0.8798	0.9377	0.8312	0.8773	0.5327	0.9023	0.8818	0.7519	0.8714	0.6941	0.7714	0.4151	0.7884	0.7219	0.7144
0.0994	18.76	6940	0.5557	0.7074	0.8114	0.8784	0.9387	0.8372	0.8628	0.5177	0.9090	0.8761	0.7384	0.8707	0.6932	0.7722	0.4082	0.7877	0.7151	0.7046
0.1765	18.81	6960	0.5659	0.7064	0.8084	0.8781	0.9393	0.8197	0.8669	0.5152	0.9122	0.8764	0.7289	0.8718	0.6949	0.7747	0.4103	0.7892	0.7079	0.6959
0.0776	18.86	6980	0.5780	0.7067	0.8135	0.8782	0.9362	0.8413	0.8658	0.5231	0.9094	0.8878	0.7309	0.8722	0.6953	0.7721	0.4183	0.7925	0.6990	0.6973
0.1493	18.92	7000	0.5443	0.7038	0.8113	0.8769	0.9407	0.8341	0.8725	0.5199	0.9015	0.8848	0.7255	0.8709	0.6948	0.7726	0.4193	0.7930	0.6851	0.6913
0.1297	18.97	7020	0.5767	0.6982	0.8070	0.8735	0.9423	0.8170	0.8655	0.5456	0.9027	0.8751	0.7012	0.8693	0.6915	0.7676	0.4209	0.7898	0.6776	0.6705
0.1254	19.03	7040	0.5464	0.6990	0.8106	0.8747	0.9448	0.8353	0.8614	0.5483	0.9022	0.8883	0.6937	0.8739	0.6948	0.7686	0.4258	0.7960	0.6705	0.6633
0.1392	19.08	7060	0.5197	0.7054	0.8122	0.8780	0.9463	0.8156	0.8707	0.5498	0.9015	0.8804	0.7214	0.8747	0.6972	0.7697	0.4242	0.7960	0.6885	0.6877
0.1098	19.14	7080	0.5556	0.7011	0.8103	0.8760	0.9443	0.8244	0.8687	0.5591	0.9091	0.8681	0.6980	0.8757	0.6964	0.7739	0.4264	0.7976	0.6710	0.6664
0.1717	19.19	7100	0.5825	0.6957	0.8024	0.8740	0.9463	0.8181	0.8598	0.5280	0.9115	0.8674	0.6861	0.8745	0.6960	0.7699	0.4194	0.7980	0.6562	0.6558
0.0918	19.24	7120	0.5705	0.6960	0.8056	0.8741	0.9499	0.8380	0.8656	0.5248	0.9035	0.8754	0.6821	0.8728	0.6964	0.7716	0.4200	0.8010	0.6572	0.6528
0.1239	19.3	7140	0.6309	0.6946	0.8038	0.8735	0.9491	0.8301	0.8817	0.5198	0.9048	0.8699	0.6711	0.8725	0.6945	0.7754	0.4174	0.7989	0.6613	0.6426
0.0707	19.35	7160	0.6285	0.6973	0.8068	0.8733	0.9336	0.8444	0.8719	0.5197	0.9156	0.8736	0.6884	0.8690	0.6931	0.7749	0.4198	0.7919	0.6746	0.6580
0.0628	19.41	7180	0.6001	0.6988	0.8025	0.8743	0.9391	0.8174	0.8625	0.5177	0.9176	0.8690	0.6938	0.8704	0.6945	0.7740	0.4198	0.7918	0.6786	0.6624
0.128	19.46	7200	0.5883	0.7000	0.8058	0.8748	0.9390	0.8277	0.8617	0.5227	0.9130	0.8731	0.7031	0.8697	0.6947	0.7717	0.4186	0.7923	0.6820	0.6707
0.1079	19.51	7220	0.5329	0.7090	0.8124	0.8797	0.9429	0.8367	0.8552	0.5280	0.9089	0.8720	0.7434	0.8700	0.6940	0.7700	0.4173	0.7957	0.7074	0.7082
0.0662	19.57	7240	0.5389	0.7124	0.8122	0.8805	0.9388	0.8218	0.8682	0.5353	0.9156	0.8577	0.7481	0.8700	0.6976	0.7713	0.4253	0.7927	0.7158	0.7143
0.1982	19.62	7260	0.5389	0.7124	0.8117	0.8811	0.9399	0.8329	0.8654	0.5114	0.9153	0.8707	0.7463	0.8714	0.6997	0.7691	0.4253	0.7953	0.7141	0.7119
0.0693	19.68	7280	0.5139	0.7161	0.8157	0.8842	0.9429	0.8245	0.8727	0.5213	0.9130	0.8789	0.7569	0.8796	0.7020	0.7719	0.4269	0.7996	0.7144	0.7186
0.1813	19.73	7300	0.5365	0.7132	0.8171	0.8825	0.9422	0.8286	0.8737	0.5397	0.9098	0.8763	0.7490	0.8799	0.6980	0.7725	0.4196	0.7960	0.7135	0.7128
0.1081	19.78	7320	0.5273	0.7126	0.8143	0.8824	0.9462	0.8293	0.8549	0.5354	0.9131	0.8793	0.7416	0.8767	0.6944	0.7703	0.4204	0.7986	0.7191	0.7091
1.5546	19.84	7340	0.5608	0.7097	0.8116	0.8805	0.9488	0.8067	0.8780	0.5345	0.9045	0.8835	0.7253	0.8737	0.6930	0.7699	0.4231	0.7971	0.7159	0.6949
1.4996	19.89	7360	0.6004	0.7065	0.8139	0.8785	0.9467	0.8240	0.8768	0.5526	0.9046	0.8878	0.7049	0.8741	0.6946	0.7713	0.4285	0.7979	0.7028	0.6765
0.0874	19.95	7380	0.5210	0.7112	0.8185	0.8814	0.9440	0.8369	0.8703	0.5430	0.9045	0.8981	0.7327	0.8772	0.6942	0.7713	0.4292	0.8001	0.7076	0.6987
0.2072	20.0	7400	0.5481	0.7100	0.8146	0.8807	0.9470	0.8139	0.8698	0.5562	0.9078	0.8855	0.7223	0.8762	0.6906	0.7739	0.4309	0.7991	0.7092	0.6902
0.1101	20.05	7420	0.5232	0.7142	0.8139	0.8833	0.9458	0.8184	0.8812	0.5229	0.9121	0.8765	0.7404	0.8762	0.6941	0.7740	0.4271	0.8008	0.7212	0.7064
0.1173	20.11	7440	0.5291	0.7127	0.8152	0.8822	0.9455	0.8264	0.8733	0.5350	0.9096	0.8774	0.7389	0.8756	0.6948	0.7710	0.4243	0.7992	0.7182	0.7059
0.1554	20.16	7460	0.5416	0.7110	0.8090	0.8820	0.9452	0.8151	0.8670	0.5110	0.9166	0.8661	0.7417	0.8776	0.6956	0.7681	0.4188	0.7969	0.7141	0.7059
0.0842	20.22	7480	0.5363	0.7100	0.8069	0.8819	0.9465	0.8148	0.8731	0.4977	0.9176	0.8624	0.7361	0.8759	0.6949	0.7690	0.4134	0.7986	0.7152	0.7032
0.059	20.27	7500	0.5013	0.7174	0.8156	0.8856	0.9427	0.8188	0.8792	0.5164	0.9152	0.8662	0.7704	0.8763	0.6959	0.7698	0.4198	0.8044	0.7205	0.7349
0.2544	20.32	7520	0.4857	0.7240	0.8204	0.8898	0.9451	0.8156	0.8719	0.5201	0.9129	0.8768	0.8006	0.8768	0.6960	0.7726	0.4248	0.8138	0.7223	0.7621
0.1371	20.38	7540	0.5108	0.7185	0.8166	0.8849	0.9364	0.8225	0.8757	0.5203	0.9184	0.8686	0.7742	0.8733	0.6958	0.7745	0.4245	0.8003	0.7229	0.7381
0.074	20.43	7560	0.4800	0.7225	0.8200	0.8889	0.9429	0.8235	0.8771	0.5116	0.9128	0.8764	0.7958	0.8764	0.6945	0.7744	0.4196	0.8100	0.7236	0.7592
0.0802	20.49	7580	0.4816	0.7193	0.8192	0.8868	0.9467	0.8058	0.8837	0.5255	0.9042	0.8953	0.7734	0.8798	0.6936	0.7735	0.4210	0.8046	0.7240	0.7383
0.0402	20.54	7600	0.5232	0.7147	0.8162	0.8836	0.9437	0.8337	0.8760	0.5226	0.9119	0.8757	0.7495	0.8785	0.6952	0.7744	0.4203	0.7980	0.7220	0.7144
0.0726	20.59	7620	0.4981	0.7173	0.8167	0.8854	0.9469	0.8319	0.8703	0.5215	0.9130	0.8762	0.7571	0.8773	0.6951	0.7767	0.4205	0.8034	0.7259	0.7225
0.3745	20.65	7640	0.5250	0.7157	0.8151	0.8845	0.9447	0.8437	0.8754	0.4954	0.9123	0.8797	0.7542	0.8776	0.6968	0.7749	0.4198	0.8001	0.7226	0.7178
1.2679	20.7	7660	0.4804	0.7208	0.8205	0.8872	0.9480	0.8189	0.8741	0.5276	0.9040	0.8925	0.7782	0.8774	0.6960	0.7746	0.4267	0.8070	0.7219	0.7418
0.0966	20.76	7680	0.5085	0.7187	0.8179	0.8859	0.9447	0.8308	0.8638	0.5216	0.9121	0.8817	0.7707	0.8775	0.6975	0.7710	0.4265	0.8039	0.7209	0.7333
0.1726	20.81	7700	0.5561	0.7123	0.8114	0.8808	0.9384	0.8226	0.8625	0.5116	0.9149	0.8872	0.7426	0.8712	0.6967	0.7713	0.4261	0.7932	0.7194	0.7085
0.1355	20.86	7720	0.5438	0.7146	0.8136	0.8821	0.9390	0.8201	0.8767	0.5170	0.9121	0.8754	0.7546	0.8709	0.6980	0.7702	0.4277	0.7957	0.7214	0.7186
0.1081	20.92	7740	0.5306	0.7158	0.8173	0.8826	0.9393	0.8267	0.8674	0.5339	0.9089	0.8833	0.7616	0.8712	0.6975	0.7703	0.4277	0.7967	0.7211	0.7259
0.1707	20.97	7760	0.5283	0.7167	0.8143	0.8842	0.9382	0.8324	0.8755	0.4941	0.9148	0.8718	0.7731	0.8711	0.6988	0.7703	0.4199	0.8003	0.7205	0.7362
0.122	21.03	7780	0.5323	0.7170	0.8137	0.8845	0.9438	0.8208	0.8783	0.5060	0.9096	0.8593	0.7782	0.8686	0.6960	0.7711	0.4208	0.8028	0.7190	0.7409
0.0951	21.08	7800	0.5344	0.7142	0.8126	0.8822	0.9388	0.8252	0.8686	0.5019	0.9133	0.8850	0.7549	0.8705	0.6985	0.7699	0.4227	0.7968	0.7215	0.7191
0.1561	21.14	7820	0.5678	0.7108	0.8118	0.8800	0.9426	0.8291	0.8740	0.5106	0.9078	0.8872	0.7311	0.8694	0.6975	0.7711	0.4228	0.7935	0.7195	0.7017
0.0966	21.19	7840	0.4841	0.7250	0.8224	0.8894	0.9423	0.8323	0.8717	0.5137	0.9106	0.8799	0.8061	0.8741	0.7001	0.7702	0.4264	0.8114	0.7247	0.7682
0.1362	21.24	7860	0.5114	0.7173	0.8162	0.8841	0.9388	0.8310	0.8622	0.5194	0.9162	0.8790	0.7667	0.8726	0.6985	0.7671	0.4282	0.8001	0.7228	0.7321
0.0383	21.3	7880	0.5743	0.7119	0.8133	0.8804	0.9362	0.8395	0.8661	0.5197	0.9166	0.8721	0.7427	0.8701	0.6988	0.7636	0.4290	0.7944	0.7183	0.7091
0.1295	21.35	7900	0.5497	0.7130	0.8135	0.8812	0.9385	0.8287	0.8700	0.5175	0.9127	0.8785	0.7484	0.8711	0.6987	0.7650	0.4274	0.7950	0.7203	0.7137
0.176	21.41	7920	0.5293	0.7150	0.8149	0.8829	0.9444	0.8322	0.8598	0.5333	0.9126	0.8641	0.7581	0.8729	0.6963	0.7651	0.4290	0.7988	0.7215	0.7217
0.1668	21.46	7940	0.5478	0.7130	0.8073	0.8818	0.9461	0.7878	0.8749	0.5211	0.9132	0.8564	0.7517	0.8704	0.6904	0.7706	0.4282	0.7958	0.7187	0.7174
0.0873	21.51	7960	0.5093	0.7198	0.8187	0.8859	0.9453	0.8315	0.8734	0.5284	0.9113	0.8729	0.7679	0.8764	0.7006	0.7705	0.4335	0.8041	0.7222	0.7311
0.1029	21.57	7980	0.5399	0.7167	0.8150	0.8843	0.9483	0.8273	0.8665	0.5269	0.9118	0.8702	0.7540	0.8761	0.6993	0.7686	0.4308	0.8016	0.7209	0.7193
0.0735	21.62	8000	0.5728	0.7106	0.8112	0.8808	0.9464	0.8353	0.8590	0.5218	0.9141	0.8738	0.7282	0.8755	0.6988	0.7652	0.4316	0.7976	0.7112	0.6944
0.1241	21.68	8020	0.5378	0.7131	0.8143	0.8822	0.9475	0.8299	0.8678	0.5294	0.9092	0.8786	0.7374	0.8760	0.6979	0.7688	0.4342	0.8001	0.7142	0.7008
0.1456	21.73	8040	0.5700	0.7107	0.8099	0.8808	0.9469	0.8073	0.8641	0.5361	0.9134	0.8733	0.7286	0.8754	0.6955	0.7658	0.4338	0.7974	0.7133	0.6936
0.1718	21.78	8060	0.5572	0.7102	0.8138	0.8803	0.9475	0.8285	0.8637	0.5474	0.9090	0.8762	0.7241	0.8752	0.6961	0.7669	0.4323	0.7973	0.7120	0.6916
0.0592	21.84	8080	0.5832	0.7112	0.8180	0.8807	0.9451	0.8232	0.8658	0.5628	0.9034	0.8929	0.7328	0.8766	0.6951	0.7673	0.4354	0.7979	0.7068	0.6996
0.0823	21.89	8100	0.5474	0.7157	0.8173	0.8827	0.9396	0.8341	0.8708	0.5360	0.9118	0.8709	0.7582	0.8738	0.6984	0.7688	0.4339	0.7972	0.7181	0.7201
0.1769	21.95	8120	0.5557	0.7126	0.8155	0.8815	0.9433	0.8268	0.8745	0.5414	0.9099	0.8752	0.7377	0.8760	0.6984	0.7706	0.4323	0.7974	0.7110	0.7024
0.1213	22.0	8140	0.5464	0.7129	0.8153	0.8814	0.9391	0.8340	0.8662	0.5266	0.9110	0.8792	0.7513	0.8733	0.6999	0.7683	0.4298	0.7974	0.7082	0.7131
0.086	22.05	8160	0.5355	0.7134	0.8177	0.8814	0.9381	0.8381	0.8604	0.5436	0.9106	0.8789	0.7539	0.8720	0.6987	0.7647	0.4342	0.7983	0.7098	0.7162
0.0569	22.11	8180	0.5513	0.7107	0.8095	0.8798	0.9419	0.8049	0.8646	0.5381	0.9142	0.8621	0.7407	0.8697	0.6955	0.7631	0.4341	0.7953	0.7113	0.7056
0.1725	22.16	8200	0.5476	0.7114	0.8143	0.8804	0.9412	0.8400	0.8665	0.5273	0.9096	0.8740	0.7418	0.8712	0.6993	0.7641	0.4308	0.7961	0.7128	0.7057
0.1424	22.22	8220	0.5766	0.7096	0.8123	0.8792	0.9366	0.8393	0.8607	0.5203	0.9142	0.8767	0.7381	0.8706	0.6995	0.7656	0.4282	0.7935	0.7090	0.7008
0.0815	22.27	8240	0.5603	0.7117	0.8106	0.8805	0.9362	0.8323	0.8617	0.5083	0.9189	0.8691	0.7478	0.8712	0.7010	0.7678	0.4260	0.7940	0.7123	0.7095
0.1072	22.32	8260	0.5785	0.7106	0.8133	0.8796	0.9399	0.8229	0.8683	0.5322	0.9088	0.8857	0.7354	0.8712	0.6991	0.7697	0.4309	0.7943	0.7082	0.7009
0.6081	22.38	8280	0.5738	0.7090	0.8126	0.8789	0.9388	0.8331	0.8765	0.5201	0.9099	0.8851	0.7244	0.8710	0.6988	0.7719	0.4309	0.7941	0.7046	0.6919
0.1266	22.43	8300	0.5503	0.7105	0.8116	0.8799	0.9393	0.8274	0.8678	0.5223	0.9141	0.8770	0.7336	0.8717	0.6984	0.7723	0.4306	0.7948	0.7084	0.6975
0.0965	22.49	8320	0.5334	0.7118	0.8122	0.8807	0.9405	0.8295	0.8791	0.5216	0.9135	0.8605	0.7410	0.8719	0.6994	0.7727	0.4289	0.7956	0.7101	0.7040
0.0954	22.54	8340	0.5871	0.7064	0.8094	0.8776	0.9403	0.8274	0.8615	0.5317	0.9132	0.8697	0.7223	0.8718	0.6974	0.7685	0.4273	0.7916	0.6994	0.6885
0.0541	22.59	8360	0.5509	0.7109	0.8137	0.8807	0.9442	0.8316	0.8640	0.5374	0.9097	0.8684	0.7405	0.8743	0.6968	0.7676	0.4267	0.7957	0.7109	0.7042
0.1117	22.65	8380	0.5819	0.7039	0.8110	0.8764	0.9404	0.8394	0.8661	0.5365	0.9092	0.8758	0.7098	0.8712	0.6966	0.7682	0.4283	0.7928	0.6925	0.6775
0.1635	22.7	8400	0.5829	0.7093	0.8106	0.8794	0.9440	0.8297	0.8635	0.5252	0.9116	0.8737	0.7267	0.8712	0.6976	0.7690	0.4302	0.7953	0.7082	0.6935
0.0433	22.76	8420	0.5677	0.7094	0.8125	0.8791	0.9402	0.8238	0.8619	0.5343	0.9099	0.8874	0.7301	0.8714	0.6976	0.7677	0.4326	0.7942	0.7069	0.6958
1.1943	22.81	8440	0.5698	0.7098	0.8120	0.8793	0.9427	0.8280	0.8726	0.5379	0.9111	0.8632	0.7286	0.8702	0.6977	0.7698	0.4304	0.7945	0.7097	0.6963
0.0504	22.86	8460	0.5308	0.7134	0.8157	0.8817	0.9428	0.8360	0.8711	0.5340	0.9098	0.8711	0.7450	0.8724	0.6987	0.7685	0.4306	0.7979	0.7169	0.7091
0.1853	22.92	8480	0.5508	0.7116	0.8122	0.8811	0.9447	0.8256	0.8715	0.5254	0.9111	0.8693	0.7380	0.8740	0.6985	0.7667	0.4287	0.7971	0.7136	0.7026
0.2347	22.97	8500	0.5389	0.7132	0.8148	0.8822	0.9450	0.8338	0.8628	0.5267	0.9099	0.8812	0.7446	0.8755	0.6981	0.7677	0.4284	0.7986	0.7159	0.7085
1.5401	23.03	8520	0.5766	0.7113	0.8133	0.8813	0.9484	0.8311	0.8695	0.5294	0.9075	0.8728	0.7342	0.8751	0.6969	0.7681	0.4250	0.7970	0.7154	0.7018
0.2574	23.08	8540	0.5870	0.7099	0.8104	0.8808	0.9473	0.8340	0.8651	0.5127	0.9115	0.8731	0.7293	0.8750	0.6969	0.7684	0.4232	0.7960	0.7135	0.6964
0.1632	23.14	8560	0.5995	0.7083	0.8100	0.8795	0.9457	0.8221	0.8642	0.5330	0.9136	0.8736	0.7176	0.8755	0.6967	0.7674	0.4272	0.7948	0.7099	0.6865
0.1034	23.19	8580	0.5488	0.7133	0.8156	0.8824	0.9448	0.8405	0.8758	0.5264	0.9114	0.8710	0.7392	0.8765	0.6986	0.7710	0.4270	0.7994	0.7167	0.7038
0.1135	23.24	8600	0.5597	0.7119	0.8128	0.8817	0.9456	0.8379	0.8639	0.5206	0.9129	0.8706	0.7384	0.8764	0.6979	0.7679	0.4248	0.7968	0.7160	0.7031
0.1802	23.3	8620	0.5903	0.7094	0.8045	0.8809	0.9467	0.8124	0.8603	0.4947	0.9187	0.8655	0.7330	0.8748	0.6971	0.7671	0.4196	0.7955	0.7127	0.6988
0.0857	23.35	8640	0.5284	0.7150	0.8147	0.8834	0.9431	0.8353	0.8775	0.5122	0.9120	0.8673	0.7555	0.8756	0.7001	0.7708	0.4235	0.7985	0.7187	0.7179
1.4639	23.41	8660	0.5624	0.7108	0.8139	0.8804	0.9453	0.8230	0.8743	0.5360	0.9051	0.8793	0.7341	0.8740	0.6983	0.7689	0.4263	0.7950	0.7119	0.7009
0.4716	23.46	8680	0.5759	0.7098	0.8134	0.8801	0.9459	0.8281	0.8704	0.5395	0.9076	0.8741	0.7281	0.8750	0.6982	0.7684	0.4264	0.7953	0.7093	0.6959
0.1424	23.51	8700	0.6016	0.7062	0.8049	0.8788	0.9469	0.8120	0.8714	0.5144	0.9158	0.8582	0.7152	0.8741	0.6969	0.7665	0.4238	0.7943	0.7033	0.6847
0.1204	23.57	8720	0.6076	0.7072	0.8103	0.8789	0.9448	0.8232	0.8670	0.5388	0.9134	0.8683	0.7164	0.8756	0.6981	0.7662	0.4271	0.7952	0.7032	0.6852
0.1257	23.62	8740	0.5440	0.7118	0.8154	0.8816	0.9464	0.8338	0.8716	0.5362	0.9076	0.8754	0.7370	0.8763	0.6987	0.7684	0.4260	0.7991	0.7114	0.7024
0.2179	23.68	8760	0.5609	0.7106	0.8135	0.8809	0.9429	0.8358	0.8679	0.5310	0.9139	0.8695	0.7332	0.8768	0.6992	0.7676	0.4268	0.7969	0.7092	0.6980
0.1164	23.73	8780	0.5748	0.7090	0.8135	0.8799	0.9431	0.8425	0.8606	0.5360	0.9132	0.8718	0.7273	0.8765	0.6977	0.7664	0.4264	0.7954	0.7075	0.6934
0.0919	23.78	8800	0.5438	0.7120	0.8140	0.8817	0.9438	0.8326	0.8649	0.5313	0.9132	0.8716	0.7405	0.8772	0.6997	0.7671	0.4264	0.7978	0.7122	0.7037
0.036	23.84	8820	0.5488	0.7113	0.8134	0.8815	0.9468	0.8407	0.8598	0.5294	0.9115	0.8660	0.7398	0.8756	0.6982	0.7662	0.4246	0.7984	0.7125	0.7040
0.0586	23.89	8840	0.5605	0.7089	0.8111	0.8801	0.9475	0.8407	0.8589	0.5258	0.9123	0.8676	0.7253	0.8744	0.6974	0.7655	0.4257	0.7973	0.7088	0.6929
0.1225	23.95	8860	0.5631	0.7091	0.8081	0.8809	0.9451	0.8345	0.8627	0.4950	0.9178	0.8749	0.7264	0.8754	0.6995	0.7662	0.4214	0.7991	0.7094	0.6931
0.1302	24.0	8880	0.5985	0.7087	0.8087	0.8802	0.9450	0.8338	0.8645	0.5075	0.9158	0.8683	0.7257	0.8750	0.6995	0.7656	0.4231	0.7962	0.7092	0.6923
0.7791	24.05	8900	0.5912	0.7091	0.8098	0.8807	0.9460	0.8422	0.8633	0.5032	0.9138	0.8694	0.7308	0.8748	0.6979	0.7666	0.4216	0.7979	0.7092	0.6959
0.1207	24.11	8920	0.5727	0.7082	0.8106	0.8799	0.9446	0.8382	0.8673	0.5120	0.9128	0.8760	0.7230	0.8758	0.6990	0.7691	0.4249	0.7975	0.7022	0.6887
0.0369	24.16	8940	0.5716	0.7093	0.8109	0.8804	0.9444	0.8315	0.8750	0.5187	0.9134	0.8677	0.7257	0.8759	0.6986	0.7696	0.4261	0.7970	0.7058	0.6919
0.0854	24.22	8960	0.5496	0.7112	0.8143	0.8813	0.9435	0.8420	0.8665	0.5268	0.9129	0.8729	0.7352	0.8764	0.6979	0.7705	0.4279	0.7986	0.7091	0.6981
0.1296	24.27	8980	0.5903	0.7087	0.8103	0.8799	0.9462	0.8319	0.8728	0.5222	0.9121	0.8647	0.7225	0.8748	0.6977	0.7694	0.4250	0.7958	0.7077	0.6903
0.1722	24.32	9000	0.5730	0.7099	0.8103	0.8804	0.9451	0.8336	0.8667	0.5284	0.9172	0.8509	0.7299	0.8752	0.6975	0.7696	0.4260	0.7955	0.7092	0.6958
0.0266	24.38	9020	0.5943	0.7062	0.8093	0.8786	0.9450	0.8267	0.8686	0.5267	0.9130	0.8748	0.7102	0.8754	0.6975	0.7694	0.4279	0.7962	0.6978	0.6789
0.1113	24.43	9040	0.5776	0.7099	0.8101	0.8812	0.9459	0.8356	0.8658	0.5062	0.9147	0.8743	0.7284	0.8763	0.6986	0.7697	0.4238	0.7989	0.7078	0.6940
0.1312	24.49	9060	0.5847	0.7080	0.8101	0.8797	0.9460	0.8215	0.8657	0.5264	0.9114	0.8790	0.7209	0.8768	0.6978	0.7679	0.4274	0.7964	0.7026	0.6871
0.1281	24.54	9080	0.5907	0.7089	0.8114	0.8800	0.9439	0.8333	0.8674	0.5263	0.9140	0.8707	0.7244	0.8766	0.6981	0.7680	0.4269	0.7958	0.7064	0.6905
0.0558	24.59	9100	0.5632	0.7092	0.8133	0.8802	0.9445	0.8376	0.8700	0.5320	0.9116	0.8731	0.7241	0.8770	0.6975	0.7694	0.4278	0.7969	0.7056	0.6903
0.1248	24.65	9120	0.5770	0.7087	0.8098	0.8804	0.9466	0.8291	0.8648	0.5126	0.9122	0.8794	0.7238	0.8763	0.6983	0.7686	0.4240	0.7976	0.7057	0.6905
0.2245	24.7	9140	0.5899	0.7070	0.8098	0.8793	0.9484	0.8299	0.8632	0.5259	0.9098	0.8753	0.7162	0.8754	0.6968	0.7679	0.4243	0.7963	0.7035	0.6849
0.1617	24.76	9160	0.6000	0.7088	0.8076	0.8800	0.9442	0.8312	0.8732	0.5157	0.9204	0.8421	0.7261	0.8753	0.6984	0.7675	0.4236	0.7939	0.7093	0.6937
0.0511	24.81	9180	0.5836	0.7091	0.8110	0.8803	0.9449	0.8414	0.8621	0.5167	0.9140	0.8690	0.7288	0.8758	0.6965	0.7671	0.4239	0.7958	0.7093	0.6949
0.1321	24.86	9200	0.5826	0.7092	0.8090	0.8807	0.9465	0.8284	0.8660	0.5077	0.9136	0.8724	0.7283	0.8759	0.6984	0.7679	0.4227	0.7969	0.7082	0.6944
0.0827	24.92	9220	0.5856	0.7073	0.8091	0.8796	0.9482	0.8329	0.8612	0.5195	0.9127	0.8731	0.7164	0.8752	0.6969	0.7681	0.4244	0.7976	0.7039	0.6852
0.131	24.97	9240	0.5660	0.7096	0.8100	0.8811	0.9463	0.8319	0.8716	0.4993	0.9117	0.8799	0.7292	0.8761	0.6987	0.7692	0.4207	0.7986	0.7085	0.6951

Framework versions

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