README.md

metadata

license: other
base_model: nvidia/segformer-b3-finetuned-cityscapes-1024-1024
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: segformer-b3-cityscapes-512-512-finetuned-coastTrain
    results: []

segformer-b3-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b3-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.4888
• Mean Iou: 0.7304
• Mean Accuracy: 0.8267
• Overall Accuracy: 0.8944
• Accuracy Water: 0.9447
• Accuracy Whitewater: 0.8151
• Accuracy Sediment: 0.8756
• Accuracy Other Natural Terrain: 0.5243
• Accuracy Vegetation: 0.9131
• Accuracy Development: 0.8836
• Accuracy Unknown: 0.8307
• Iou Water: 0.8786
• Iou Whitewater: 0.6862
• Iou Sediment: 0.7756
• Iou Other Natural Terrain: 0.4322
• Iou Vegetation: 0.8250
• Iou Development: 0.7213
• Iou Unknown: 0.7937

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
1.7904	0.05	20	1.6507	0.1961	0.2878	0.5264	0.6006	0.1414	0.0010	0.0065	0.9231	0.0433	0.2987	0.4811	0.1296	0.0010	0.0030	0.4222	0.0428	0.2927
1.6791	0.11	40	1.3550	0.1875	0.2867	0.5746	0.8195	0.0348	0.0106	0.0005	0.9075	0.2328	0.0014	0.5425	0.0346	0.0105	0.0005	0.4971	0.2257	0.0014
1.3496	0.16	60	1.2091	0.2052	0.3061	0.5861	0.7749	0.0705	0.0071	0.0000	0.9740	0.3137	0.0023	0.5667	0.0700	0.0070	0.0000	0.5004	0.2897	0.0023
1.0358	0.22	80	1.0742	0.2410	0.3391	0.6320	0.8877	0.0271	0.0137	0.0000	0.9316	0.4350	0.0785	0.5851	0.0270	0.0135	0.0000	0.5773	0.4053	0.0785
1.1266	0.27	100	1.0193	0.3300	0.4329	0.6869	0.8898	0.0645	0.1276	0.0	0.8862	0.7286	0.3335	0.6468	0.0639	0.1090	0.0	0.6005	0.5606	0.3291
0.8695	0.32	120	0.9362	0.3452	0.4440	0.7047	0.9120	0.0357	0.1548	0.0	0.8841	0.6873	0.4342	0.6616	0.0357	0.1315	0.0	0.6251	0.5342	0.4286
1.2565	0.38	140	0.9870	0.3429	0.4329	0.6869	0.7836	0.0056	0.3794	0.0	0.9753	0.4296	0.4567	0.6823	0.0056	0.3310	0.0	0.5374	0.3931	0.4507
1.3679	0.43	160	0.8931	0.3729	0.4897	0.7180	0.9006	0.0392	0.4117	0.0	0.8210	0.7848	0.4704	0.7126	0.0391	0.3469	0.0	0.5979	0.4507	0.4633
1.0609	0.49	180	0.8444	0.3897	0.4977	0.7379	0.8786	0.0116	0.4159	0.0	0.9101	0.7734	0.4942	0.7263	0.0116	0.3328	0.0	0.6344	0.5438	0.4787
0.988	0.54	200	0.8040	0.4415	0.5765	0.7508	0.8661	0.2453	0.7349	0.0	0.8149	0.8760	0.4987	0.7525	0.2407	0.5046	0.0	0.6454	0.4613	0.4858
0.859	0.59	220	0.7529	0.4587	0.5614	0.7666	0.8739	0.2374	0.6597	0.0	0.9230	0.7393	0.4964	0.7549	0.2312	0.5377	0.0	0.6432	0.5563	0.4872
1.2341	0.65	240	0.7440	0.4487	0.5650	0.7694	0.9095	0.1206	0.7930	0.0	0.8479	0.7852	0.4985	0.7466	0.1186	0.5127	0.0	0.6717	0.6038	0.4875
0.8086	0.7	260	0.8151	0.4104	0.5143	0.7408	0.9080	0.2138	0.2823	0.0	0.8900	0.7932	0.5127	0.6991	0.2075	0.2369	0.0	0.6642	0.5648	0.5000
0.9247	0.76	280	0.7165	0.4762	0.5819	0.7821	0.8908	0.3229	0.8226	0.0	0.9340	0.6057	0.4970	0.7758	0.3117	0.5261	0.0	0.6938	0.5396	0.4865
0.5895	0.81	300	0.6861	0.5050	0.6243	0.7881	0.8896	0.4884	0.7628	0.0	0.8836	0.8257	0.5199	0.7917	0.4211	0.5906	0.0	0.6710	0.5658	0.4944
1.8994	0.86	320	0.7095	0.4846	0.5804	0.7783	0.9031	0.4074	0.6645	0.0	0.9462	0.7287	0.4128	0.7652	0.3754	0.5614	0.0	0.6666	0.6149	0.4089
0.6713	0.92	340	0.6913	0.5128	0.6352	0.7967	0.9137	0.4842	0.8293	0.0	0.8614	0.8425	0.5156	0.7855	0.4104	0.6060	0.0	0.7003	0.5854	0.5020
0.5565	0.97	360	0.6736	0.5170	0.6240	0.7965	0.8940	0.4972	0.7566	0.0	0.9197	0.7734	0.5274	0.7909	0.4251	0.6095	0.0	0.6806	0.6044	0.5085
0.7905	1.03	380	0.6451	0.5314	0.6499	0.8050	0.8971	0.5923	0.8343	0.0	0.9074	0.8040	0.5141	0.8072	0.4899	0.5962	0.0	0.7007	0.6246	0.5013
0.8551	1.08	400	0.6445	0.5302	0.6450	0.8052	0.9162	0.5942	0.8049	0.0	0.9026	0.8016	0.4955	0.7930	0.4930	0.6052	0.0	0.7143	0.6218	0.4840
0.6385	1.14	420	0.6379	0.5256	0.6567	0.7998	0.9217	0.5890	0.8463	0.0	0.8272	0.8774	0.5352	0.7935	0.4870	0.6023	0.0	0.6998	0.5856	0.5113
0.4609	1.19	440	0.6235	0.5475	0.6669	0.8135	0.9195	0.6607	0.8375	0.0	0.8877	0.8438	0.5191	0.8090	0.5283	0.6509	0.0	0.7129	0.6362	0.4954
0.3534	1.24	460	0.6009	0.5578	0.6690	0.8184	0.9125	0.6689	0.8514	0.0	0.9085	0.7859	0.5558	0.8170	0.5672	0.6652	0.0	0.7179	0.6253	0.5120
0.7522	1.3	480	0.6468	0.5417	0.6478	0.8127	0.9309	0.6465	0.8064	0.0	0.9218	0.7195	0.5094	0.8088	0.5337	0.6337	0.0	0.7196	0.6091	0.4867
0.8532	1.35	500	0.6074	0.5517	0.6746	0.8168	0.9112	0.6768	0.8506	0.0	0.8951	0.8636	0.5247	0.8213	0.5722	0.6382	0.0	0.7274	0.5948	0.5080
0.5042	1.41	520	0.6108	0.5548	0.6795	0.8181	0.9218	0.7476	0.8080	0.0	0.8948	0.8704	0.5137	0.8228	0.5715	0.6629	0.0	0.7216	0.6029	0.5017
0.378	1.46	540	0.6197	0.5555	0.6718	0.8172	0.9172	0.7386	0.7948	0.0	0.9162	0.8226	0.5131	0.8142	0.5862	0.6440	0.0	0.7211	0.6225	0.5001
0.3847	1.51	560	0.5786	0.5589	0.6727	0.8206	0.9183	0.6747	0.8505	0.0	0.9033	0.8084	0.5535	0.8114	0.5440	0.6554	0.0	0.7242	0.6485	0.5285
0.4656	1.57	580	0.6244	0.5528	0.6646	0.8145	0.9174	0.6969	0.7974	0.0	0.9111	0.8084	0.5211	0.8104	0.5625	0.6425	0.0	0.7070	0.6395	0.5074
0.578	1.62	600	0.5941	0.5604	0.6992	0.8217	0.9167	0.8114	0.8891	0.0	0.8722	0.8685	0.5364	0.8296	0.5553	0.6390	0.0	0.7221	0.6561	0.5207
0.3565	1.68	620	0.5782	0.5704	0.7035	0.8239	0.9068	0.8019	0.8390	0.0	0.8677	0.8986	0.6108	0.8306	0.5881	0.6698	0.0	0.7124	0.6180	0.5740
0.3954	1.73	640	0.5547	0.5815	0.6894	0.8320	0.9106	0.7744	0.8182	0.0	0.9288	0.7536	0.6406	0.8327	0.6155	0.6686	0.0	0.7259	0.6266	0.6011
1.2455	1.78	660	0.5603	0.5786	0.7005	0.8297	0.9014	0.7581	0.8468	0.0	0.8944	0.8617	0.6410	0.8279	0.5835	0.6685	0.0	0.7210	0.6386	0.6111
0.8652	1.84	680	0.5378	0.5863	0.6959	0.8382	0.9391	0.7241	0.8381	0.0	0.8959	0.8562	0.6176	0.8313	0.5784	0.6698	0.0	0.7414	0.6823	0.6008
0.4393	1.89	700	0.5327	0.5910	0.7063	0.8370	0.8984	0.7348	0.8615	0.0	0.9026	0.8644	0.6825	0.8308	0.5909	0.6546	0.0	0.7304	0.6911	0.6391
0.7	1.95	720	0.5942	0.5673	0.6839	0.8208	0.8793	0.7467	0.8172	0.0012	0.9104	0.7195	0.7128	0.8003	0.5591	0.6482	0.0012	0.7204	0.6380	0.6037
1.746	2.0	740	0.7138	0.5278	0.6732	0.8013	0.9318	0.7955	0.8057	0.0010	0.8537	0.9250	0.3992	0.8048	0.5543	0.6416	0.0010	0.7173	0.5818	0.3940
0.4611	2.05	760	0.6208	0.5500	0.6593	0.8225	0.9357	0.7112	0.8183	0.0001	0.9431	0.6831	0.5236	0.8292	0.5095	0.6558	0.0001	0.7311	0.6129	0.5114
0.4004	2.11	780	0.5979	0.5515	0.6926	0.8163	0.9168	0.8219	0.8174	0.0	0.8751	0.9105	0.5068	0.8365	0.5725	0.6819	0.0	0.7259	0.5607	0.4830
0.5163	2.16	800	0.5320	0.5910	0.7065	0.8408	0.9288	0.7216	0.8485	0.0100	0.8684	0.8214	0.7465	0.8299	0.5627	0.6998	0.0100	0.7516	0.6414	0.6412
1.4139	2.22	820	0.5261	0.6052	0.7183	0.8477	0.9241	0.7723	0.8330	0.0437	0.8991	0.8219	0.7339	0.8359	0.5929	0.6965	0.0437	0.7671	0.6399	0.6602
0.2512	2.27	840	0.5899	0.5621	0.7086	0.8177	0.8722	0.7757	0.8715	0.0130	0.8373	0.8402	0.7501	0.8045	0.5341	0.6345	0.0130	0.7320	0.6304	0.5861
0.6579	2.32	860	0.5584	0.5662	0.7055	0.8245	0.9188	0.8300	0.7897	0.0336	0.8691	0.8952	0.6022	0.8289	0.5713	0.6508	0.0336	0.7498	0.5764	0.5530
0.2589	2.38	880	0.5637	0.5679	0.6975	0.8254	0.9144	0.8393	0.7848	0.0476	0.9199	0.8391	0.5375	0.8328	0.5790	0.6544	0.0475	0.7424	0.6048	0.5144
0.6649	2.43	900	0.5399	0.5848	0.6947	0.8347	0.9131	0.7230	0.8278	0.0293	0.9241	0.8281	0.6172	0.8401	0.5884	0.6777	0.0293	0.7333	0.6394	0.5850
1.0592	2.49	920	0.5233	0.5952	0.7157	0.8425	0.9191	0.7525	0.8208	0.0256	0.8782	0.8793	0.7347	0.8453	0.5799	0.6614	0.0255	0.7476	0.6589	0.6480
0.3802	2.54	940	0.5256	0.6019	0.7028	0.8446	0.9399	0.7763	0.7928	0.0539	0.9305	0.7856	0.6404	0.8453	0.6062	0.6787	0.0539	0.7488	0.6760	0.6041
0.4936	2.59	960	0.4995	0.6090	0.7202	0.8480	0.9330	0.8033	0.8208	0.0502	0.8946	0.8130	0.7266	0.8328	0.6082	0.6709	0.0501	0.7626	0.6726	0.6657
0.2547	2.65	980	0.5693	0.5816	0.7020	0.8355	0.9288	0.7960	0.8532	0.0162	0.9111	0.8438	0.5646	0.8466	0.6251	0.6982	0.0162	0.7551	0.5815	0.5482
0.3966	2.7	1000	0.5405	0.5989	0.7220	0.8440	0.9234	0.8325	0.8774	0.0268	0.9014	0.8649	0.6275	0.8511	0.6307	0.6899	0.0267	0.7566	0.6374	0.5999
0.3763	2.76	1020	0.5465	0.6010	0.7212	0.8412	0.9236	0.7869	0.8837	0.0277	0.8688	0.8777	0.6801	0.8198	0.6274	0.6603	0.0277	0.7591	0.6788	0.6338
0.3186	2.81	1040	0.6535	0.5532	0.6718	0.8149	0.8839	0.5667	0.7725	0.0258	0.8812	0.8928	0.6797	0.8022	0.4506	0.6641	0.0257	0.7271	0.6862	0.5168
0.4744	2.86	1060	0.5521	0.6064	0.7255	0.8447	0.9151	0.8669	0.8614	0.0306	0.9135	0.8533	0.6379	0.8321	0.6276	0.6957	0.0305	0.7567	0.7028	0.5994
0.4106	2.92	1080	0.5327	0.5828	0.7096	0.8350	0.9341	0.8627	0.8158	0.0492	0.9125	0.8563	0.5367	0.8246	0.5217	0.7029	0.0490	0.7544	0.7054	0.5218
0.3022	2.97	1100	0.5092	0.6074	0.7249	0.8388	0.9335	0.7849	0.8508	0.1168	0.8741	0.9124	0.6017	0.8311	0.6358	0.7039	0.1159	0.7440	0.6517	0.5692
0.3841	3.03	1120	0.5060	0.6195	0.7321	0.8532	0.9288	0.8132	0.8910	0.0545	0.9012	0.8518	0.6842	0.8372	0.6251	0.7079	0.0541	0.7711	0.6924	0.6488
0.5748	3.08	1140	0.5011	0.6160	0.7312	0.8502	0.9182	0.7347	0.8292	0.1173	0.8926	0.8879	0.7383	0.8378	0.5580	0.7239	0.1162	0.7707	0.6540	0.6516
0.7093	3.14	1160	0.5459	0.6043	0.7229	0.8442	0.9093	0.8401	0.8065	0.0764	0.9321	0.8534	0.6426	0.8292	0.5620	0.6926	0.0759	0.7567	0.6839	0.6302
0.2525	3.19	1180	0.5292	0.6171	0.7330	0.8468	0.9317	0.8241	0.8576	0.1023	0.8953	0.9069	0.6132	0.8421	0.6480	0.7023	0.1010	0.7519	0.6670	0.6076
0.2101	3.24	1200	0.4930	0.6471	0.7484	0.8622	0.9452	0.7725	0.8465	0.1504	0.8878	0.9129	0.7231	0.8438	0.6437	0.7259	0.1483	0.7715	0.6907	0.7056
0.3821	3.3	1220	0.5048	0.6427	0.7465	0.8597	0.9158	0.7802	0.8831	0.1459	0.9073	0.8126	0.7805	0.8444	0.6464	0.7044	0.1441	0.7691	0.6742	0.7161
0.3041	3.35	1240	0.4916	0.6479	0.7563	0.8601	0.9367	0.8092	0.8307	0.2226	0.8924	0.8646	0.7381	0.8414	0.6030	0.7230	0.2179	0.7742	0.6896	0.6863
0.877	3.41	1260	0.4969	0.6313	0.7306	0.8542	0.9189	0.7119	0.8496	0.1484	0.9161	0.8405	0.7288	0.8371	0.5931	0.6993	0.1376	0.7579	0.6908	0.7030
0.5803	3.46	1280	0.4857	0.6434	0.7548	0.8573	0.9361	0.7455	0.8894	0.2424	0.8761	0.8748	0.7195	0.8475	0.6043	0.7230	0.2192	0.7682	0.6573	0.6844
0.3577	3.51	1300	0.4575	0.6801	0.7878	0.8747	0.9237	0.8381	0.8561	0.3108	0.9054	0.8638	0.8165	0.8593	0.6342	0.7421	0.2855	0.7912	0.6722	0.7760
0.3857	3.57	1320	0.4992	0.6409	0.7417	0.8528	0.9494	0.7708	0.8397	0.2643	0.9080	0.8469	0.6130	0.8355	0.6430	0.7199	0.2518	0.7739	0.6631	0.5987
0.4317	3.62	1340	0.5130	0.6411	0.7393	0.8558	0.9341	0.7172	0.8395	0.2569	0.9212	0.8294	0.6772	0.8565	0.6033	0.7349	0.2306	0.7576	0.6503	0.6544
0.279	3.68	1360	0.5247	0.6505	0.7680	0.8544	0.9295	0.8210	0.8200	0.3374	0.8926	0.9224	0.6530	0.8584	0.6335	0.7284	0.3043	0.7591	0.6398	0.6300
0.5528	3.73	1380	0.5214	0.6524	0.7662	0.8572	0.9401	0.8184	0.8497	0.3197	0.8929	0.8971	0.6452	0.8595	0.6395	0.7348	0.2899	0.7649	0.6529	0.6253
0.3221	3.78	1400	0.5247	0.6501	0.7681	0.8528	0.9180	0.7262	0.8485	0.4457	0.8990	0.8556	0.6833	0.8564	0.6046	0.7172	0.3405	0.7634	0.6381	0.6305
0.257	3.84	1420	0.5622	0.6518	0.7680	0.8516	0.9312	0.7704	0.8379	0.4372	0.9002	0.8928	0.6067	0.8496	0.6256	0.7287	0.3589	0.7632	0.6507	0.5858
0.6232	3.89	1440	0.5148	0.6594	0.7713	0.8570	0.9253	0.8351	0.8465	0.3555	0.9045	0.8582	0.6740	0.8460	0.6457	0.7315	0.3327	0.7708	0.6616	0.6273
0.9689	3.95	1460	0.5393	0.6573	0.7600	0.8558	0.9216	0.7498	0.8429	0.3396	0.9090	0.8776	0.6793	0.8373	0.6220	0.7368	0.3166	0.7604	0.6821	0.6461
0.3059	4.0	1480	0.5314	0.6502	0.7583	0.8511	0.8975	0.7380	0.8691	0.3444	0.9034	0.7944	0.7617	0.8303	0.6097	0.7075	0.3169	0.7587	0.6729	0.6558
0.2312	4.05	1500	0.4809	0.6717	0.7782	0.8664	0.9312	0.8285	0.8694	0.3303	0.8959	0.8278	0.7647	0.8463	0.6506	0.7327	0.3003	0.7816	0.6732	0.7172
0.2505	4.11	1520	0.5401	0.6736	0.7759	0.8613	0.9490	0.7739	0.8114	0.4408	0.8811	0.8501	0.7251	0.8302	0.6405	0.7154	0.3682	0.7746	0.6800	0.7061
0.4578	4.16	1540	0.4937	0.6730	0.7779	0.8668	0.9160	0.7678	0.8327	0.3910	0.9177	0.8404	0.7800	0.8495	0.6076	0.7339	0.3204	0.7757	0.6750	0.7485
0.3604	4.22	1560	0.5027	0.6753	0.7973	0.8680	0.9352	0.8633	0.8587	0.3710	0.8543	0.8802	0.8181	0.8538	0.6253	0.7315	0.3190	0.7772	0.6666	0.7539
0.6676	4.27	1580	0.5017	0.6788	0.7869	0.8689	0.9267	0.8172	0.8469	0.3701	0.8987	0.8880	0.7608	0.8546	0.6521	0.7304	0.3301	0.7815	0.6783	0.7249
0.1231	4.32	1600	0.5008	0.6713	0.7710	0.8664	0.9371	0.8211	0.8457	0.3196	0.9029	0.7992	0.7716	0.8450	0.6524	0.7356	0.2952	0.7786	0.6712	0.7211
0.3991	4.38	1620	0.6165	0.6542	0.7692	0.8539	0.9096	0.7636	0.8482	0.3961	0.9117	0.8941	0.6611	0.8521	0.6223	0.7413	0.3299	0.7602	0.6441	0.6299
0.3374	4.43	1640	0.5656	0.6503	0.7579	0.8521	0.9218	0.7054	0.8495	0.4547	0.9258	0.8131	0.6349	0.8468	0.5978	0.7480	0.3540	0.7660	0.6454	0.5940
0.2853	4.49	1660	0.5989	0.6416	0.7584	0.8473	0.9182	0.7487	0.8607	0.4385	0.9187	0.8241	0.5998	0.8398	0.5995	0.7400	0.3578	0.7700	0.6089	0.5752
0.1362	4.54	1680	0.5808	0.6533	0.7805	0.8545	0.9286	0.8281	0.8796	0.3899	0.8687	0.8906	0.6777	0.8500	0.6408	0.7263	0.3331	0.7817	0.6165	0.6247
0.1935	4.59	1700	0.4929	0.6909	0.8036	0.8701	0.9285	0.7931	0.8721	0.4901	0.8679	0.8462	0.8274	0.8422	0.6501	0.7307	0.3715	0.7786	0.6794	0.7839
0.23	4.65	1720	0.5351	0.6558	0.7640	0.8529	0.9163	0.7330	0.8231	0.4532	0.9160	0.8160	0.6904	0.8435	0.5954	0.7369	0.3572	0.7517	0.6459	0.6602
0.4055	4.7	1740	0.5457	0.6712	0.7843	0.8613	0.9040	0.7703	0.8824	0.3972	0.8791	0.8235	0.8337	0.8272	0.6273	0.7331	0.3483	0.7824	0.6680	0.7122
0.2744	4.76	1760	0.6800	0.6233	0.7548	0.8376	0.9306	0.7361	0.8890	0.4210	0.8727	0.9083	0.5256	0.8451	0.6057	0.7186	0.3316	0.7603	0.5895	0.5122
0.469	4.81	1780	0.6159	0.6264	0.7628	0.8368	0.9363	0.7177	0.8547	0.4980	0.8503	0.9243	0.5585	0.8540	0.5957	0.7468	0.3247	0.7444	0.5753	0.5438
0.2803	4.86	1800	0.5012	0.6601	0.7721	0.8577	0.9490	0.7459	0.8659	0.4695	0.8950	0.8639	0.6157	0.8526	0.6117	0.7482	0.3772	0.7746	0.6526	0.6036
0.4582	4.92	1820	0.5956	0.6374	0.7729	0.8381	0.8865	0.7623	0.8605	0.5189	0.9038	0.8988	0.5799	0.8265	0.5897	0.7438	0.3813	0.7539	0.6224	0.5446
0.4948	4.97	1840	0.5011	0.6770	0.7975	0.8635	0.9280	0.8081	0.8527	0.5205	0.8942	0.8904	0.6887	0.8618	0.6385	0.7489	0.3947	0.7731	0.6590	0.6628
0.1456	5.03	1860	0.5256	0.6611	0.7731	0.8581	0.9506	0.7433	0.8696	0.4652	0.8856	0.8581	0.6394	0.8547	0.6196	0.7380	0.3663	0.7710	0.6615	0.6162
0.3301	5.08	1880	0.4919	0.6732	0.7839	0.8653	0.9438	0.7269	0.8244	0.5229	0.9012	0.8771	0.6911	0.8582	0.6066	0.7519	0.3819	0.7859	0.6633	0.6643
0.299	5.14	1900	0.4769	0.6853	0.7996	0.8716	0.9275	0.8343	0.8666	0.4431	0.8991	0.8692	0.7573	0.8570	0.6412	0.7570	0.3795	0.8006	0.6609	0.7008
0.2052	5.19	1920	0.4750	0.6876	0.8037	0.8716	0.9221	0.8353	0.8538	0.4640	0.8972	0.8777	0.7758	0.8599	0.6529	0.7515	0.3792	0.7950	0.6620	0.7128
0.4131	5.24	1940	0.4493	0.6933	0.8046	0.8750	0.9245	0.8567	0.8570	0.4241	0.8936	0.8566	0.8198	0.8569	0.6530	0.7519	0.3751	0.7943	0.6738	0.7478
0.1709	5.3	1960	0.4802	0.6730	0.7809	0.8673	0.9340	0.7420	0.8846	0.4231	0.9024	0.8664	0.7137	0.8563	0.6168	0.7500	0.3602	0.7925	0.6522	0.6828
0.2687	5.35	1980	0.4540	0.7021	0.8019	0.8805	0.9298	0.8179	0.8422	0.4446	0.9221	0.8621	0.7948	0.8594	0.6583	0.7534	0.3840	0.8061	0.6928	0.7607
0.2657	5.41	2000	0.4879	0.6708	0.7745	0.8669	0.9376	0.7919	0.8356	0.3863	0.9193	0.8456	0.7048	0.8660	0.6639	0.7518	0.3458	0.8004	0.6207	0.6471
0.6565	5.46	2020	0.4412	0.6847	0.8030	0.8724	0.9439	0.8229	0.8794	0.4631	0.8748	0.8805	0.7567	0.8720	0.6563	0.7589	0.3642	0.7981	0.6469	0.6965
0.1725	5.51	2040	0.4157	0.7030	0.8073	0.8813	0.9320	0.8220	0.8568	0.4515	0.9105	0.8843	0.7942	0.8642	0.6645	0.7601	0.3817	0.8085	0.6854	0.7568
0.3233	5.57	2060	0.4343	0.7010	0.7992	0.8795	0.9450	0.7840	0.8599	0.4533	0.8949	0.8431	0.8141	0.8570	0.6596	0.7507	0.3765	0.7999	0.6931	0.7701
0.2919	5.62	2080	0.4530	0.6860	0.7916	0.8724	0.9396	0.7579	0.8412	0.5087	0.9077	0.8191	0.7667	0.8646	0.6289	0.7381	0.3894	0.7896	0.6562	0.7350
0.2267	5.68	2100	0.4909	0.6791	0.7877	0.8685	0.9427	0.8439	0.8246	0.3941	0.8916	0.8745	0.7425	0.8645	0.6602	0.7295	0.3639	0.7808	0.6452	0.7097
0.1193	5.73	2120	0.4938	0.6811	0.7798	0.8706	0.9315	0.8016	0.8415	0.3974	0.9260	0.8110	0.7495	0.8626	0.6433	0.7518	0.3361	0.7774	0.6829	0.7135
0.6777	5.78	2140	0.5045	0.6750	0.7922	0.8651	0.9397	0.8520	0.8463	0.4397	0.8904	0.8903	0.6872	0.8618	0.6612	0.7530	0.3742	0.7887	0.6313	0.6546
0.1854	5.84	2160	0.5463	0.6723	0.7785	0.8636	0.9540	0.8106	0.8812	0.4216	0.8990	0.8551	0.6280	0.8494	0.6637	0.7521	0.3749	0.7919	0.6692	0.6052
0.1881	5.89	2180	0.4630	0.7064	0.8106	0.8842	0.9362	0.8576	0.8725	0.4282	0.9107	0.8702	0.7986	0.8656	0.6537	0.7518	0.3841	0.8110	0.7091	0.7692
0.3118	5.95	2200	0.4420	0.7141	0.8200	0.8850	0.9275	0.8425	0.8546	0.5110	0.9097	0.8499	0.8450	0.8650	0.6661	0.7646	0.3949	0.8043	0.7048	0.7991
0.205	6.0	2220	0.4587	0.7014	0.8095	0.8774	0.9392	0.8329	0.8618	0.4599	0.8808	0.8941	0.7978	0.8547	0.6674	0.7559	0.3837	0.7946	0.6877	0.7656
0.2836	6.05	2240	0.4604	0.7093	0.8103	0.8831	0.9320	0.8135	0.8549	0.4698	0.9098	0.8773	0.8147	0.8659	0.6714	0.7567	0.3899	0.8015	0.6958	0.7842
0.2346	6.11	2260	0.4548	0.7058	0.8216	0.8808	0.9392	0.8332	0.8794	0.5435	0.8801	0.8525	0.8233	0.8664	0.6634	0.7501	0.3802	0.7989	0.6977	0.7841
0.2304	6.16	2280	0.4675	0.6888	0.8025	0.8740	0.9301	0.8471	0.8687	0.4387	0.8978	0.8612	0.7741	0.8651	0.6603	0.7497	0.3576	0.7941	0.6541	0.7410
0.2936	6.22	2300	0.4553	0.6983	0.8042	0.8775	0.9405	0.8216	0.8636	0.4870	0.9001	0.8263	0.7900	0.8662	0.6602	0.7549	0.3741	0.7888	0.6826	0.7615
0.2135	6.27	2320	0.5014	0.6795	0.7885	0.8691	0.9494	0.7152	0.8402	0.5288	0.8878	0.8566	0.7418	0.8648	0.6113	0.7424	0.3808	0.7828	0.6661	0.7085
0.1978	6.32	2340	0.4746	0.6861	0.7971	0.8720	0.9345	0.7484	0.8656	0.5179	0.8988	0.8601	0.7547	0.8700	0.6211	0.7444	0.3786	0.7815	0.6872	0.7200
0.2561	6.38	2360	0.4713	0.7023	0.8146	0.8797	0.9404	0.8607	0.8609	0.4841	0.8902	0.8739	0.7918	0.8653	0.6661	0.7433	0.3860	0.8008	0.6920	0.7623
0.265	6.43	2380	0.4941	0.6835	0.8008	0.8641	0.9501	0.8349	0.8520	0.5194	0.8607	0.8752	0.7132	0.8551	0.6713	0.7447	0.3982	0.7650	0.6629	0.6874
0.32	6.49	2400	0.4610	0.7081	0.8196	0.8806	0.9286	0.8512	0.8848	0.4831	0.8865	0.8812	0.8222	0.8675	0.6692	0.7497	0.4099	0.7917	0.6843	0.7846
0.2377	6.54	2420	0.4208	0.7134	0.8183	0.8849	0.9296	0.8551	0.8574	0.4912	0.9086	0.8384	0.8476	0.8652	0.6670	0.7500	0.4035	0.8047	0.6998	0.8035
0.2178	6.59	2440	0.4318	0.7136	0.8135	0.8852	0.9364	0.8122	0.8575	0.5123	0.9121	0.8275	0.8365	0.8673	0.6648	0.7533	0.4060	0.8042	0.6988	0.8007
0.2994	6.65	2460	0.4384	0.7149	0.8159	0.8869	0.9378	0.8006	0.8743	0.5005	0.9062	0.8604	0.8313	0.8736	0.6694	0.7519	0.3945	0.8050	0.7018	0.8085
0.1453	6.7	2480	0.4681	0.6962	0.8114	0.8751	0.9301	0.8197	0.8586	0.5348	0.8980	0.8651	0.7732	0.8676	0.6482	0.7511	0.3668	0.7812	0.7043	0.7544
0.4144	6.76	2500	0.5016	0.6820	0.7871	0.8690	0.9397	0.8307	0.8773	0.4030	0.9021	0.8416	0.7150	0.8548	0.6659	0.7494	0.3477	0.7813	0.6801	0.6949
0.3051	6.81	2520	0.5708	0.6723	0.7962	0.8626	0.9274	0.8137	0.8669	0.4929	0.8884	0.9000	0.6844	0.8593	0.6439	0.7414	0.3789	0.7830	0.6388	0.6610
0.2012	6.86	2540	0.5169	0.6803	0.7907	0.8670	0.9484	0.8071	0.8554	0.4894	0.8947	0.8505	0.6896	0.8619	0.6631	0.7501	0.3867	0.7853	0.6479	0.6669
0.3411	6.92	2560	0.5019	0.6933	0.8070	0.8723	0.9314	0.8527	0.8582	0.4851	0.8966	0.8849	0.7399	0.8651	0.6719	0.7533	0.3955	0.7839	0.6745	0.7087
0.2627	6.97	2580	0.4331	0.7049	0.8045	0.8812	0.9387	0.8024	0.8698	0.4437	0.8887	0.8259	0.8626	0.8603	0.6714	0.7533	0.3689	0.7967	0.6968	0.7869
0.1814	7.03	2600	0.4798	0.6998	0.8098	0.8795	0.9294	0.7445	0.8532	0.5032	0.8831	0.9079	0.8474	0.8591	0.6135	0.7563	0.3801	0.7990	0.7132	0.7778
0.1949	7.08	2620	0.4401	0.7123	0.8125	0.8855	0.9398	0.7901	0.8464	0.5213	0.9072	0.8378	0.8449	0.8663	0.6504	0.7578	0.3933	0.8050	0.7097	0.8036
0.9191	7.14	2640	0.4283	0.7161	0.8189	0.8865	0.9349	0.8279	0.8426	0.5157	0.9032	0.8361	0.8720	0.8661	0.6628	0.7641	0.3880	0.8027	0.7075	0.8214
0.0697	7.19	2660	0.4656	0.6975	0.8059	0.8769	0.9399	0.7600	0.8618	0.5274	0.8889	0.8691	0.7939	0.8706	0.6271	0.7655	0.3677	0.7791	0.7173	0.7550
0.2438	7.24	2680	0.5148	0.6837	0.7996	0.8677	0.9298	0.7569	0.8776	0.5432	0.8950	0.8857	0.7088	0.8638	0.6286	0.7633	0.3756	0.7724	0.7030	0.6795
0.2386	7.3	2700	0.4630	0.7081	0.8087	0.8798	0.9369	0.8512	0.8502	0.4760	0.9090	0.8542	0.7834	0.8651	0.6771	0.7664	0.3964	0.7858	0.7182	0.7480
0.2898	7.35	2720	0.4967	0.6884	0.7933	0.8742	0.9363	0.7286	0.8623	0.5093	0.9109	0.8526	0.7535	0.8672	0.6216	0.7613	0.3672	0.7902	0.6913	0.7198
0.1998	7.41	2740	0.5332	0.6869	0.7992	0.8684	0.9438	0.8082	0.8374	0.5133	0.8868	0.8941	0.7107	0.8622	0.6691	0.7539	0.3912	0.7794	0.6726	0.6798
0.1355	7.46	2760	0.5049	0.6841	0.7927	0.8705	0.9357	0.7665	0.8663	0.5052	0.9105	0.8445	0.7201	0.8653	0.6366	0.7645	0.3842	0.7896	0.6629	0.6854
0.2999	7.51	2780	0.5097	0.6883	0.7943	0.8716	0.9361	0.8230	0.8818	0.4548	0.9114	0.8405	0.7125	0.8639	0.6751	0.7616	0.3841	0.7908	0.6623	0.6800
0.212	7.57	2800	0.5677	0.6757	0.7898	0.8670	0.9366	0.7212	0.8633	0.5259	0.8988	0.8827	0.7001	0.8637	0.6131	0.7452	0.3833	0.7886	0.6632	0.6727
0.2469	7.62	2820	0.5099	0.6742	0.7910	0.8653	0.9426	0.7490	0.8571	0.5594	0.8953	0.8319	0.7016	0.8579	0.6145	0.7567	0.3705	0.7872	0.6628	0.6694
0.1863	7.68	2840	0.5382	0.6780	0.7864	0.8671	0.9368	0.7580	0.8590	0.5191	0.9193	0.8304	0.6822	0.8572	0.6319	0.7658	0.3787	0.7916	0.6678	0.6533
1.4722	7.73	2860	0.5411	0.6839	0.7966	0.8678	0.9463	0.8245	0.8694	0.4979	0.8931	0.8657	0.6791	0.8549	0.6717	0.7682	0.3847	0.7926	0.6614	0.6541
0.1961	7.78	2880	0.5241	0.6721	0.7749	0.8664	0.9498	0.8119	0.8907	0.3502	0.8987	0.8442	0.6785	0.8474	0.6786	0.7620	0.3072	0.7955	0.6648	0.6497
0.1708	7.84	2900	0.5011	0.6829	0.8066	0.8706	0.9208	0.7905	0.8997	0.4520	0.8622	0.9016	0.8196	0.8656	0.6582	0.7350	0.2982	0.7822	0.6630	0.7781
0.0816	7.89	2920	0.4790	0.6876	0.8070	0.8732	0.9372	0.7412	0.8653	0.5503	0.8718	0.8829	0.8001	0.8681	0.6178	0.7608	0.3522	0.7870	0.6624	0.7647
1.0574	7.95	2940	0.5601	0.6821	0.7900	0.8714	0.9295	0.7559	0.8607	0.4660	0.9125	0.8635	0.7421	0.8716	0.6233	0.7560	0.3550	0.7822	0.6829	0.7035
0.1518	8.0	2960	0.5089	0.6903	0.8073	0.8720	0.9427	0.8368	0.8689	0.4881	0.8727	0.8840	0.7575	0.8659	0.6679	0.7601	0.3500	0.7790	0.6896	0.7194
0.2055	8.05	2980	0.5392	0.6919	0.7943	0.8749	0.9361	0.8005	0.8740	0.4283	0.9094	0.8710	0.7409	0.8652	0.6681	0.7604	0.3570	0.7900	0.6931	0.7096
0.3339	8.11	3000	0.5170	0.6919	0.7965	0.8740	0.9376	0.8238	0.8608	0.4697	0.9154	0.8341	0.7341	0.8698	0.6769	0.7643	0.3867	0.7921	0.6529	0.7006
0.3377	8.16	3020	0.5235	0.6924	0.7999	0.8740	0.9373	0.8454	0.8595	0.4626	0.9107	0.8540	0.7302	0.8678	0.6827	0.7586	0.3868	0.7960	0.6595	0.6952
0.4816	8.22	3040	0.4929	0.7076	0.8129	0.8814	0.9416	0.8051	0.8681	0.5256	0.9009	0.8664	0.7826	0.8620	0.6764	0.7682	0.3888	0.8077	0.6970	0.7530
0.2001	8.27	3060	0.4784	0.7010	0.8166	0.8770	0.9356	0.7887	0.8533	0.5842	0.8844	0.8617	0.8079	0.8571	0.6650	0.7477	0.3697	0.8002	0.6982	0.7693
0.2262	8.32	3080	0.5180	0.6939	0.7955	0.8739	0.9469	0.7936	0.8688	0.4765	0.9053	0.8689	0.7088	0.8611	0.6638	0.7667	0.4030	0.7947	0.6897	0.6783
0.1501	8.38	3100	0.5257	0.6937	0.8054	0.8758	0.9313	0.7568	0.8890	0.5093	0.8966	0.8981	0.7567	0.8676	0.6298	0.7535	0.3933	0.7945	0.6957	0.7212
0.1749	8.43	3120	0.5309	0.6995	0.8106	0.8755	0.9168	0.7978	0.8713	0.5126	0.9085	0.8997	0.7676	0.8622	0.6627	0.7410	0.4140	0.7943	0.6953	0.7270
0.4568	8.49	3140	0.4759	0.7176	0.8208	0.8880	0.9271	0.8391	0.8783	0.4739	0.9108	0.8718	0.8444	0.8689	0.6719	0.7635	0.3881	0.8090	0.7204	0.8015
0.2018	8.54	3160	0.4739	0.7112	0.8230	0.8829	0.9354	0.8469	0.8549	0.5386	0.8970	0.8816	0.8069	0.8688	0.6688	0.7644	0.3931	0.8009	0.7165	0.7660
0.124	8.59	3180	0.5135	0.6952	0.8054	0.8768	0.9337	0.7318	0.8729	0.5478	0.9010	0.8850	0.7658	0.8717	0.6264	0.7740	0.3758	0.7922	0.7036	0.7227
0.1762	8.65	3200	0.5125	0.6938	0.8049	0.8737	0.9376	0.7921	0.8716	0.5136	0.8899	0.8727	0.7572	0.8656	0.6387	0.7699	0.3977	0.7829	0.6816	0.7203
0.4706	8.7	3220	0.5122	0.6864	0.7990	0.8692	0.9415	0.8153	0.8616	0.4985	0.8870	0.8595	0.7299	0.8667	0.6729	0.7624	0.3591	0.7743	0.6714	0.6981
0.0903	8.76	3240	0.4676	0.7101	0.8193	0.8831	0.9252	0.8529	0.8545	0.4965	0.9046	0.8609	0.8406	0.8682	0.6697	0.7542	0.3777	0.7961	0.7036	0.8012
0.287	8.81	3260	0.4132	0.7188	0.8190	0.8883	0.9428	0.8180	0.8715	0.4571	0.8861	0.9058	0.8519	0.8730	0.6792	0.7626	0.4021	0.8041	0.6983	0.8127
0.1618	8.86	3280	0.4648	0.6883	0.8063	0.8708	0.9382	0.8018	0.8765	0.5463	0.8911	0.8772	0.7132	0.8648	0.6429	0.7636	0.3960	0.7876	0.6740	0.6891
0.1509	8.92	3300	0.4426	0.6955	0.8082	0.8766	0.9456	0.7607	0.8956	0.5559	0.8821	0.8331	0.7844	0.8641	0.6400	0.7597	0.3742	0.7970	0.6775	0.7558
0.2368	8.97	3320	0.4561	0.7039	0.8085	0.8809	0.9502	0.7863	0.8776	0.5092	0.8914	0.8650	0.7795	0.8630	0.6614	0.7638	0.3932	0.8097	0.6903	0.7458
0.2234	9.03	3340	0.4336	0.7150	0.8146	0.8878	0.9461	0.8002	0.8794	0.4864	0.9039	0.8784	0.8079	0.8682	0.6633	0.7660	0.3932	0.8165	0.7173	0.7807
0.1483	9.08	3360	0.4472	0.7188	0.8215	0.8875	0.9400	0.8120	0.8512	0.5269	0.9026	0.8936	0.8240	0.8675	0.6701	0.7645	0.4040	0.8106	0.7222	0.7925
0.2744	9.14	3380	0.4686	0.7170	0.8127	0.8867	0.9417	0.8067	0.8681	0.4995	0.9139	0.8473	0.8120	0.8616	0.6737	0.7632	0.4120	0.8150	0.7170	0.7767
0.1425	9.19	3400	0.4754	0.6980	0.8020	0.8751	0.9420	0.7846	0.8599	0.5262	0.9065	0.8656	0.7294	0.8569	0.6522	0.7604	0.4091	0.7952	0.7102	0.7021
0.1164	9.24	3420	0.4351	0.7161	0.8224	0.8879	0.9456	0.7896	0.8755	0.5458	0.8949	0.8873	0.8180	0.8689	0.6597	0.7623	0.3967	0.8195	0.7195	0.7864
0.2658	9.3	3440	0.4865	0.6946	0.7964	0.8744	0.9560	0.7853	0.8785	0.5134	0.9025	0.8364	0.7025	0.8591	0.6636	0.7638	0.4011	0.7980	0.6940	0.6827
0.116	9.35	3460	0.4434	0.7177	0.8206	0.8885	0.9439	0.8191	0.8659	0.5081	0.9012	0.8832	0.8226	0.8680	0.6550	0.7624	0.4064	0.8148	0.7161	0.8010
0.1327	9.41	3480	0.4668	0.7046	0.8044	0.8847	0.9492	0.7082	0.8741	0.5215	0.9005	0.8663	0.8106	0.8673	0.6195	0.7645	0.3889	0.8166	0.6993	0.7763
0.1944	9.46	3500	0.4559	0.7034	0.8089	0.8845	0.9327	0.7475	0.8475	0.5314	0.9178	0.8598	0.8258	0.8723	0.6176	0.7547	0.3800	0.8145	0.6999	0.7849
0.1356	9.51	3520	0.4541	0.6971	0.7982	0.8821	0.9441	0.7352	0.8645	0.4764	0.9098	0.8631	0.7940	0.8696	0.6183	0.7550	0.3756	0.8134	0.6906	0.7575
1.2019	9.57	3540	0.4935	0.6907	0.7890	0.8784	0.9434	0.7412	0.8817	0.4441	0.9158	0.8304	0.7665	0.8652	0.6218	0.7522	0.3705	0.8064	0.6868	0.7324
0.2405	9.62	3560	0.5145	0.6829	0.7959	0.8723	0.9352	0.7712	0.8609	0.5041	0.9129	0.8728	0.7138	0.8655	0.6181	0.7619	0.3665	0.8002	0.6860	0.6824
0.5129	9.68	3580	0.4985	0.6830	0.7955	0.8716	0.9356	0.7488	0.8668	0.5537	0.9159	0.8265	0.7216	0.8689	0.6191	0.7649	0.3678	0.7938	0.6772	0.6894
0.2311	9.73	3600	0.4891	0.6875	0.8037	0.8734	0.9314	0.7520	0.8752	0.5583	0.9085	0.8760	0.7242	0.8690	0.6255	0.7690	0.3783	0.8000	0.6797	0.6911
0.1726	9.78	3620	0.4717	0.6978	0.8147	0.8780	0.9277	0.7774	0.8944	0.5534	0.8974	0.8708	0.7822	0.8617	0.6354	0.7491	0.3916	0.8100	0.6947	0.7418
0.1894	9.84	3640	0.5919	0.6738	0.7782	0.8680	0.9416	0.7092	0.8693	0.4757	0.9179	0.8580	0.6755	0.8712	0.6179	0.7536	0.3792	0.7895	0.6551	0.6498
0.2567	9.89	3660	0.4845	0.6869	0.7998	0.8711	0.9408	0.7815	0.8661	0.5220	0.8937	0.8674	0.7268	0.8682	0.6483	0.7571	0.3976	0.7908	0.6598	0.6863
0.2441	9.95	3680	0.5265	0.6833	0.7961	0.8701	0.9425	0.7661	0.8480	0.5546	0.9054	0.8443	0.7116	0.8689	0.6380	0.7610	0.3727	0.7877	0.6715	0.6830
0.1955	10.0	3700	0.5393	0.6749	0.8018	0.8649	0.9356	0.7599	0.8614	0.5662	0.8738	0.8998	0.7156	0.8636	0.6121	0.7627	0.3686	0.7814	0.6519	0.6840
0.1065	10.05	3720	0.6142	0.6773	0.7802	0.8685	0.9430	0.6808	0.8799	0.5006	0.9059	0.8437	0.7078	0.8628	0.6052	0.7517	0.3726	0.7829	0.6885	0.6774
0.1503	10.11	3740	0.5452	0.6907	0.8022	0.8740	0.9437	0.7243	0.8874	0.5502	0.8866	0.8797	0.7437	0.8653	0.6246	0.7597	0.3886	0.7925	0.6928	0.7117
0.1538	10.16	3760	0.4948	0.7078	0.8073	0.8847	0.9471	0.7502	0.8410	0.5321	0.9113	0.8714	0.7983	0.8652	0.6315	0.7657	0.4099	0.8186	0.7021	0.7617
0.212	10.22	3780	0.4668	0.7134	0.8117	0.8857	0.9375	0.7837	0.8760	0.5092	0.9163	0.8569	0.8023	0.8685	0.6657	0.7673	0.4145	0.8133	0.6996	0.7649
0.1462	10.27	3800	0.4617	0.7131	0.8161	0.8850	0.9394	0.8052	0.8811	0.5202	0.9070	0.8606	0.7989	0.8678	0.6743	0.7720	0.3997	0.8112	0.7025	0.7640
0.1509	10.32	3820	0.4631	0.7024	0.8135	0.8805	0.9228	0.7383	0.8690	0.5696	0.9088	0.8719	0.8139	0.8595	0.6240	0.7740	0.3867	0.8133	0.7057	0.7534
0.1106	10.38	3840	0.4633	0.7071	0.8155	0.8838	0.9373	0.7150	0.8711	0.6031	0.9038	0.8671	0.8112	0.8671	0.6181	0.7789	0.3951	0.8137	0.7070	0.7701
0.1689	10.43	3860	0.4888	0.6998	0.8181	0.8781	0.9268	0.7344	0.8888	0.6139	0.8917	0.8683	0.8025	0.8622	0.6231	0.7600	0.3887	0.8031	0.7000	0.7614
0.986	10.49	3880	0.4773	0.7104	0.8218	0.8823	0.9295	0.8247	0.8756	0.5450	0.9028	0.8777	0.7973	0.8634	0.6577	0.7700	0.4167	0.8079	0.6937	0.7630
0.1181	10.54	3900	0.4418	0.7108	0.8142	0.8848	0.9372	0.7416	0.8841	0.5569	0.9061	0.8625	0.8108	0.8672	0.6415	0.7726	0.4102	0.8138	0.7070	0.7633
0.1374	10.59	3920	0.4574	0.7150	0.8165	0.8854	0.9348	0.7843	0.8685	0.5491	0.9149	0.8563	0.8074	0.8672	0.6610	0.7734	0.4235	0.8121	0.7073	0.7605
0.175	10.65	3940	0.4561	0.7203	0.8294	0.8877	0.9258	0.8323	0.8565	0.5547	0.9073	0.8819	0.8477	0.8695	0.6647	0.7673	0.4156	0.8108	0.7234	0.7909
0.0805	10.7	3960	0.4652	0.7141	0.8209	0.8846	0.9389	0.8305	0.8795	0.5245	0.8986	0.8705	0.8039	0.8673	0.6770	0.7708	0.3989	0.8072	0.7142	0.7632
0.1396	10.76	3980	0.4803	0.7139	0.8137	0.8853	0.9400	0.8224	0.8754	0.4965	0.9122	0.8489	0.8003	0.8652	0.6734	0.7724	0.4065	0.8117	0.7045	0.7638
0.1261	10.81	4000	0.4742	0.7103	0.8178	0.8826	0.9456	0.8078	0.8795	0.5307	0.8888	0.8855	0.7867	0.8650	0.6733	0.7680	0.3919	0.8045	0.7097	0.7599
0.1406	10.86	4020	0.4877	0.7072	0.8063	0.8838	0.9489	0.7947	0.8658	0.4710	0.9034	0.8743	0.7862	0.8621	0.6560	0.7684	0.3836	0.8130	0.7086	0.7586
0.3038	10.92	4040	0.4616	0.7243	0.8275	0.8900	0.9389	0.8352	0.8542	0.5369	0.9035	0.8803	0.8434	0.8708	0.6848	0.7717	0.4005	0.8120	0.7261	0.8044
0.9241	10.97	4060	0.4572	0.7195	0.8211	0.8880	0.9339	0.8038	0.8732	0.5411	0.9127	0.8470	0.8362	0.8725	0.6792	0.7673	0.3918	0.8072	0.7166	0.8021
0.2285	11.03	4080	0.4664	0.7163	0.8265	0.8859	0.9377	0.8312	0.8673	0.5617	0.8987	0.8708	0.8179	0.8720	0.6835	0.7639	0.3920	0.8086	0.7112	0.7827
0.1239	11.08	4100	0.4471	0.7194	0.8266	0.8893	0.9481	0.8495	0.8539	0.5465	0.8987	0.8560	0.8337	0.8761	0.6729	0.7597	0.3931	0.8125	0.7203	0.8013
0.0742	11.14	4120	0.4513	0.7231	0.8197	0.8905	0.9421	0.8260	0.8597	0.5005	0.9130	0.8609	0.8357	0.8703	0.6826	0.7677	0.4029	0.8154	0.7231	0.8001
0.1861	11.19	4140	0.4522	0.7220	0.8164	0.8913	0.9425	0.8161	0.8642	0.4633	0.9115	0.8749	0.8427	0.8718	0.6794	0.7633	0.3943	0.8167	0.7229	0.8057
0.0794	11.24	4160	0.4709	0.7219	0.8258	0.8896	0.9432	0.8393	0.8598	0.5297	0.9005	0.8669	0.8410	0.8705	0.6805	0.7621	0.3984	0.8145	0.7222	0.8049
0.1616	11.3	4180	0.4946	0.7039	0.8013	0.8809	0.9357	0.7777	0.8639	0.4778	0.9215	0.8607	0.7715	0.8702	0.6613	0.7655	0.3997	0.8007	0.6951	0.7348
0.2923	11.35	4200	0.4866	0.7009	0.8007	0.8795	0.9394	0.7483	0.8629	0.5252	0.9185	0.8486	0.7621	0.8702	0.6403	0.7659	0.4087	0.7988	0.6945	0.7279
0.1627	11.41	4220	0.4521	0.7152	0.8235	0.8888	0.9363	0.7641	0.8771	0.5685	0.9020	0.8681	0.8487	0.8729	0.6243	0.7679	0.3929	0.8161	0.7252	0.8068
0.1719	11.46	4240	0.4681	0.7174	0.8207	0.8895	0.9373	0.7653	0.8788	0.5549	0.9087	0.8545	0.8456	0.8728	0.6424	0.7709	0.3909	0.8162	0.7249	0.8037
0.2675	11.51	4260	0.5033	0.7066	0.8051	0.8813	0.9440	0.7739	0.8806	0.5025	0.9053	0.8487	0.7804	0.8710	0.6578	0.7663	0.4037	0.7939	0.7133	0.7403
0.1108	11.57	4280	0.4680	0.7138	0.8164	0.8858	0.9338	0.7772	0.8839	0.5244	0.9098	0.8779	0.8077	0.8735	0.6583	0.7645	0.4067	0.8064	0.7198	0.7676
0.2194	11.62	4300	0.4652	0.7107	0.8192	0.8855	0.9438	0.7492	0.8640	0.5798	0.8919	0.8751	0.8307	0.8733	0.6476	0.7666	0.3774	0.8109	0.7116	0.7874
0.1106	11.68	4320	0.4775	0.7096	0.8164	0.8826	0.9377	0.7927	0.8621	0.5615	0.9042	0.8516	0.8049	0.8673	0.6761	0.7588	0.3876	0.8065	0.7042	0.7667
0.158	11.73	4340	0.4871	0.7105	0.8172	0.8822	0.9319	0.8248	0.8622	0.5417	0.9101	0.8460	0.8038	0.8638	0.6827	0.7552	0.4001	0.8067	0.7009	0.7641
0.163	11.78	4360	0.5091	0.7146	0.8131	0.8850	0.9444	0.8177	0.8572	0.5094	0.9097	0.8536	0.7995	0.8650	0.6877	0.7614	0.4080	0.8119	0.7053	0.7628
0.1114	11.84	4380	0.4869	0.7161	0.8221	0.8855	0.9348	0.8450	0.8767	0.5252	0.9073	0.8548	0.8109	0.8660	0.6823	0.7646	0.4086	0.8119	0.7103	0.7688
0.2994	11.89	4400	0.5103	0.7133	0.8114	0.8838	0.9459	0.8384	0.8919	0.4736	0.9022	0.8338	0.7940	0.8593	0.6848	0.7636	0.4136	0.8095	0.7020	0.7604
0.1622	11.95	4420	0.4914	0.7122	0.8152	0.8835	0.9427	0.8549	0.8816	0.4822	0.9011	0.8503	0.7935	0.8597	0.6797	0.7615	0.4053	0.8098	0.7102	0.7595
0.1255	12.0	4440	0.4792	0.7144	0.8228	0.8836	0.9438	0.8124	0.8637	0.5545	0.8867	0.8942	0.8040	0.8662	0.6768	0.7604	0.4174	0.8055	0.7078	0.7670
0.2135	12.05	4460	0.4807	0.7121	0.8127	0.8854	0.9312	0.7552	0.8769	0.5448	0.9194	0.8410	0.8203	0.8694	0.6475	0.7606	0.4150	0.8115	0.7014	0.7793
0.1955	12.11	4480	0.5035	0.7149	0.8200	0.8846	0.9325	0.8246	0.8859	0.5171	0.9061	0.8724	0.8014	0.8604	0.6796	0.7521	0.4200	0.8161	0.7070	0.7693
0.2167	12.16	4500	0.4763	0.7194	0.8257	0.8874	0.9356	0.8337	0.8724	0.5464	0.9074	0.8682	0.8163	0.8661	0.6726	0.7668	0.4262	0.8184	0.7063	0.7796
0.1579	12.22	4520	0.4657	0.7177	0.8237	0.8867	0.9368	0.8175	0.8703	0.5574	0.9088	0.8671	0.8078	0.8697	0.6802	0.7633	0.4190	0.8173	0.7071	0.7670
0.2283	12.27	4540	0.5004	0.7110	0.8160	0.8841	0.9343	0.7661	0.8655	0.5524	0.9074	0.8792	0.8071	0.8656	0.6547	0.7625	0.4119	0.8136	0.7032	0.7658
0.1976	12.32	4560	0.4800	0.7098	0.8224	0.8840	0.9317	0.7796	0.8673	0.5767	0.9015	0.8894	0.8105	0.8676	0.6407	0.7650	0.4060	0.8137	0.7050	0.7709
0.0708	12.38	4580	0.4814	0.7175	0.8268	0.8857	0.9324	0.8030	0.8685	0.5721	0.8991	0.8922	0.8204	0.8701	0.6756	0.7664	0.4241	0.8115	0.6960	0.7787
0.083	12.43	4600	0.4913	0.7198	0.8250	0.8873	0.9328	0.8259	0.8798	0.5362	0.9065	0.8737	0.8204	0.8694	0.6812	0.7649	0.4283	0.8149	0.7037	0.7765
0.1268	12.49	4620	0.4745	0.7132	0.8133	0.8852	0.9426	0.7967	0.8799	0.5131	0.9059	0.8451	0.8094	0.8662	0.6782	0.7670	0.3981	0.8126	0.7009	0.7695
0.2728	12.54	4640	0.5005	0.7110	0.8214	0.8835	0.9406	0.8310	0.8646	0.5391	0.8927	0.8687	0.8133	0.8684	0.6781	0.7656	0.3807	0.8058	0.7003	0.7781
0.1652	12.59	4660	0.4490	0.7244	0.8264	0.8909	0.9373	0.8113	0.8600	0.5563	0.9068	0.8429	0.8706	0.8728	0.6780	0.7709	0.3907	0.8118	0.7160	0.8305
0.3775	12.65	4680	0.4482	0.7281	0.8263	0.8930	0.9409	0.8235	0.8679	0.5153	0.9065	0.8707	0.8595	0.8720	0.6841	0.7684	0.4080	0.8185	0.7239	0.8220
0.1325	12.7	4700	0.4561	0.7242	0.8265	0.8907	0.9427	0.8141	0.8761	0.5290	0.8979	0.8854	0.8401	0.8737	0.6823	0.7721	0.4114	0.8163	0.7142	0.7994
0.2477	12.76	4720	0.4650	0.7206	0.8196	0.8898	0.9362	0.8128	0.8657	0.5048	0.9167	0.8737	0.8272	0.8739	0.6817	0.7673	0.4077	0.8177	0.7052	0.7904
0.1046	12.81	4740	0.4666	0.7127	0.8205	0.8842	0.9393	0.8162	0.8727	0.5512	0.9008	0.8569	0.8062	0.8714	0.6797	0.7619	0.3981	0.8060	0.7003	0.7718
0.1242	12.86	4760	0.4870	0.7043	0.8156	0.8793	0.9373	0.8145	0.8804	0.5417	0.9008	0.8808	0.7539	0.8741	0.6811	0.7665	0.4029	0.8002	0.6841	0.7210
0.1909	12.92	4780	0.5522	0.6987	0.8020	0.8762	0.9426	0.8216	0.8797	0.5001	0.9145	0.8369	0.7186	0.8686	0.6810	0.7737	0.4095	0.7967	0.6737	0.6875
0.142	12.97	4800	0.5047	0.7038	0.8064	0.8798	0.9394	0.8153	0.8796	0.4926	0.9151	0.8588	0.7438	0.8728	0.6857	0.7735	0.4113	0.8051	0.6706	0.7077
0.1242	13.03	4820	0.5378	0.6990	0.8047	0.8773	0.9405	0.8212	0.8890	0.4726	0.9053	0.8772	0.7273	0.8691	0.6843	0.7697	0.4003	0.8026	0.6717	0.6950
0.202	13.08	4840	0.4988	0.7043	0.8121	0.8798	0.9348	0.8340	0.8864	0.5075	0.9107	0.8537	0.7575	0.8661	0.6832	0.7610	0.4099	0.8097	0.6741	0.7263
0.1793	13.14	4860	0.4787	0.7134	0.8156	0.8850	0.9397	0.8351	0.8804	0.5004	0.9086	0.8378	0.8070	0.8650	0.6848	0.7616	0.4041	0.8140	0.6920	0.7721
0.1127	13.19	4880	0.4951	0.7127	0.8106	0.8847	0.9419	0.8063	0.8622	0.4947	0.9118	0.8599	0.7972	0.8629	0.6821	0.7566	0.4077	0.8148	0.6976	0.7672
0.3186	13.24	4900	0.4851	0.7161	0.8143	0.8865	0.9383	0.8289	0.8699	0.4787	0.9135	0.8621	0.8087	0.8650	0.6865	0.7587	0.4097	0.8164	0.7046	0.7717
0.0742	13.3	4920	0.4537	0.7180	0.8222	0.8875	0.9384	0.8105	0.8876	0.5297	0.9011	0.8609	0.8271	0.8679	0.6756	0.7565	0.4170	0.8171	0.7015	0.7904
0.239	13.35	4940	0.4803	0.7176	0.8244	0.8871	0.9306	0.8286	0.8829	0.5318	0.9103	0.8682	0.8184	0.8675	0.6715	0.7636	0.4206	0.8188	0.6998	0.7814
0.313	13.41	4960	0.5416	0.6948	0.8065	0.8744	0.9373	0.7847	0.8905	0.5462	0.9027	0.8608	0.7231	0.8646	0.6620	0.7641	0.4123	0.8022	0.6694	0.6894
0.1568	13.46	4980	0.5448	0.6918	0.7989	0.8744	0.9489	0.7640	0.8815	0.5194	0.8978	0.8645	0.7165	0.8630	0.6564	0.7647	0.3938	0.8041	0.6744	0.6860
1.6999	13.51	5000	0.5304	0.6930	0.8041	0.8738	0.9399	0.8000	0.8815	0.5332	0.9027	0.8460	0.7254	0.8639	0.6642	0.7609	0.3986	0.7992	0.6748	0.6894
0.0895	13.57	5020	0.5758	0.6924	0.8062	0.8726	0.9397	0.7865	0.8731	0.5551	0.8960	0.8769	0.7164	0.8653	0.6623	0.7586	0.4020	0.7937	0.6763	0.6887
0.1111	13.62	5040	0.5716	0.7012	0.8049	0.8758	0.9305	0.8156	0.8741	0.5043	0.9174	0.8614	0.7307	0.8654	0.6864	0.7529	0.4294	0.7964	0.6820	0.6957
0.2358	13.68	5060	0.4927	0.7151	0.8263	0.8831	0.9372	0.8262	0.8733	0.5730	0.8905	0.8771	0.8068	0.8652	0.6864	0.7560	0.4173	0.8054	0.7038	0.7715
0.2064	13.73	5080	0.5011	0.7053	0.8176	0.8785	0.9377	0.8290	0.8680	0.5611	0.8998	0.8736	0.7541	0.8681	0.6856	0.7611	0.4249	0.8045	0.6713	0.7213
0.2091	13.78	5100	0.5034	0.7112	0.8232	0.8820	0.9343	0.8270	0.8709	0.5490	0.8943	0.8955	0.7910	0.8696	0.6850	0.7554	0.4303	0.8095	0.6797	0.7486
0.079	13.84	5120	0.5097	0.7037	0.8106	0.8779	0.9405	0.8260	0.8620	0.5184	0.9049	0.8890	0.7336	0.8703	0.6894	0.7646	0.4265	0.8021	0.6758	0.6975
0.205	13.89	5140	0.4906	0.7016	0.8057	0.8774	0.9455	0.8202	0.8718	0.5209	0.9095	0.8419	0.7298	0.8699	0.6920	0.7652	0.4171	0.8014	0.6707	0.6949
0.1016	13.95	5160	0.4983	0.7065	0.8102	0.8801	0.9412	0.8151	0.8751	0.5208	0.9114	0.8660	0.7420	0.8701	0.6917	0.7688	0.4237	0.8085	0.6751	0.7074
0.1474	14.0	5180	0.4849	0.7157	0.8210	0.8852	0.9438	0.8319	0.8696	0.5334	0.9001	0.8755	0.7927	0.8671	0.6888	0.7704	0.4120	0.8143	0.7021	0.7548
0.0501	14.05	5200	0.5273	0.7015	0.8105	0.8772	0.9407	0.8596	0.8686	0.5113	0.9120	0.8689	0.7124	0.8684	0.6905	0.7701	0.4137	0.8030	0.6788	0.6859
1.6024	14.11	5220	0.5348	0.7028	0.8118	0.8769	0.9348	0.8290	0.8883	0.5219	0.9077	0.8815	0.7194	0.8690	0.6911	0.7726	0.4222	0.8000	0.6817	0.6831
0.175	14.16	5240	0.5391	0.7019	0.8117	0.8769	0.9422	0.8212	0.9006	0.5242	0.8958	0.8726	0.7255	0.8662	0.6841	0.7670	0.4270	0.8036	0.6711	0.6946
0.1283	14.22	5260	0.5025	0.7047	0.8106	0.8783	0.9430	0.8315	0.8790	0.5257	0.9080	0.8610	0.7259	0.8686	0.6914	0.7715	0.4289	0.8044	0.6757	0.6926
0.055	14.27	5280	0.5071	0.7203	0.8201	0.8873	0.9432	0.8248	0.8695	0.5408	0.9146	0.8590	0.7886	0.8705	0.6879	0.7688	0.4319	0.8140	0.7094	0.7599
0.116	14.32	5300	0.4516	0.7234	0.8328	0.8891	0.9296	0.8452	0.8716	0.5655	0.9098	0.8842	0.8238	0.8742	0.6837	0.7684	0.4236	0.8154	0.7146	0.7839
0.1624	14.38	5320	0.4612	0.7211	0.8120	0.8900	0.9402	0.8069	0.8687	0.4762	0.9268	0.8489	0.8163	0.8730	0.6914	0.7692	0.4097	0.8179	0.7093	0.7772
0.0905	14.43	5340	0.5054	0.7191	0.8181	0.8875	0.9462	0.8199	0.8706	0.4929	0.9016	0.8985	0.7968	0.8682	0.6911	0.7707	0.4128	0.8151	0.7111	0.7648
0.1946	14.49	5360	0.4936	0.7200	0.8254	0.8875	0.9355	0.8464	0.8768	0.5426	0.9139	0.8623	0.8006	0.8690	0.6799	0.7769	0.4180	0.8155	0.7138	0.7668
0.1407	14.54	5380	0.5064	0.7184	0.8240	0.8857	0.9375	0.8265	0.8840	0.5519	0.9072	0.8753	0.7853	0.8680	0.6856	0.7731	0.4208	0.8112	0.7133	0.7566
0.1457	14.59	5400	0.4936	0.7182	0.8204	0.8860	0.9406	0.8197	0.8767	0.5070	0.8978	0.9005	0.8007	0.8673	0.6899	0.7715	0.4171	0.8102	0.7053	0.7661
0.1503	14.65	5420	0.5100	0.7028	0.8093	0.8787	0.9369	0.8380	0.8747	0.4937	0.9112	0.8686	0.7417	0.8708	0.6851	0.7669	0.4009	0.7993	0.6893	0.7073
0.2983	14.7	5440	0.5051	0.7028	0.8087	0.8792	0.9361	0.8354	0.8726	0.4787	0.9118	0.8844	0.7421	0.8707	0.6855	0.7640	0.3966	0.8017	0.6924	0.7092
0.168	14.76	5460	0.4620	0.7229	0.8271	0.8903	0.9376	0.8473	0.8669	0.5054	0.9030	0.8918	0.8374	0.8726	0.6844	0.7665	0.4008	0.8153	0.7217	0.7988
0.1338	14.81	5480	0.4887	0.7121	0.8213	0.8835	0.9331	0.8463	0.8525	0.5236	0.9070	0.8965	0.7902	0.8751	0.6859	0.7633	0.4067	0.8042	0.6973	0.7524
0.1672	14.86	5500	0.5014	0.7046	0.8138	0.8794	0.9370	0.8247	0.8690	0.5302	0.9075	0.8806	0.7476	0.8744	0.6861	0.7706	0.4044	0.8007	0.6829	0.7134
0.2296	14.92	5520	0.5313	0.6963	0.8049	0.8763	0.9432	0.7757	0.8739	0.5365	0.9029	0.8732	0.7293	0.8705	0.6613	0.7686	0.3956	0.7998	0.6819	0.6965
0.1513	14.97	5540	0.5274	0.6941	0.7987	0.8768	0.9426	0.7528	0.8702	0.5081	0.9102	0.8770	0.7299	0.8713	0.6469	0.7666	0.3939	0.8019	0.6810	0.6974
0.252	15.03	5560	0.4824	0.7041	0.8097	0.8837	0.9384	0.7608	0.8776	0.5197	0.9096	0.8647	0.7968	0.8746	0.6408	0.7632	0.3878	0.8126	0.6887	0.7612
0.1755	15.08	5580	0.4582	0.7146	0.8126	0.8892	0.9418	0.7445	0.8582	0.5304	0.9142	0.8574	0.8417	0.8759	0.6404	0.7661	0.3923	0.8155	0.7084	0.8036
0.1621	15.14	5600	0.4815	0.7000	0.7990	0.8802	0.9382	0.7697	0.8770	0.4916	0.9226	0.8249	0.7691	0.8716	0.6581	0.7659	0.3875	0.8030	0.6794	0.7342
0.1574	15.19	5620	0.5001	0.6989	0.8053	0.8775	0.9364	0.8046	0.8812	0.5101	0.9123	0.8438	0.7486	0.8707	0.6735	0.7652	0.3911	0.7981	0.6781	0.7156
0.0942	15.24	5640	0.5032	0.7019	0.8079	0.8786	0.9384	0.8194	0.8816	0.5162	0.9137	0.8415	0.7441	0.8737	0.6861	0.7686	0.3967	0.7989	0.6775	0.7122
0.2344	15.3	5660	0.4795	0.7205	0.8166	0.8889	0.9418	0.8047	0.8772	0.5131	0.9170	0.8514	0.8111	0.8714	0.6843	0.7691	0.4191	0.8172	0.7055	0.7771
0.09	15.35	5680	0.4891	0.7194	0.8227	0.8878	0.9383	0.7864	0.8629	0.5659	0.9082	0.8794	0.8174	0.8734	0.6687	0.7713	0.4229	0.8128	0.7053	0.7811
0.1229	15.41	5700	0.5433	0.6990	0.8082	0.8765	0.9409	0.7778	0.8542	0.5850	0.9119	0.8596	0.7284	0.8731	0.6594	0.7705	0.4174	0.7977	0.6785	0.6960
0.1885	15.46	5720	0.4991	0.7217	0.8241	0.8885	0.9364	0.8245	0.8705	0.5246	0.9090	0.8912	0.8123	0.8718	0.6825	0.7700	0.4259	0.8147	0.7126	0.7743
0.0921	15.51	5740	0.4973	0.7201	0.8165	0.8882	0.9431	0.8082	0.8634	0.5052	0.9124	0.8778	0.8052	0.8693	0.6841	0.7673	0.4206	0.8158	0.7145	0.7691
0.1609	15.57	5760	0.5065	0.7176	0.8145	0.8868	0.9351	0.8171	0.8477	0.5257	0.9280	0.8355	0.8124	0.8693	0.6749	0.7670	0.4226	0.8118	0.7064	0.7708
0.0469	15.62	5780	0.4886	0.7223	0.8205	0.8891	0.9431	0.8182	0.8719	0.5112	0.9095	0.8843	0.8054	0.8697	0.6838	0.7707	0.4291	0.8189	0.7142	0.7694
0.1541	15.68	5800	0.5050	0.7189	0.8215	0.8865	0.9426	0.8289	0.8893	0.4996	0.8942	0.8930	0.8031	0.8688	0.6886	0.7723	0.4235	0.8108	0.6986	0.7693
0.0944	15.73	5820	0.5343	0.7051	0.8020	0.8814	0.9445	0.7882	0.8862	0.4734	0.9174	0.8670	0.7375	0.8691	0.6804	0.7769	0.4098	0.8117	0.6828	0.7048
0.1106	15.78	5840	0.4883	0.7202	0.8240	0.8889	0.9411	0.7954	0.8744	0.5544	0.9068	0.8894	0.8066	0.8721	0.6697	0.7760	0.4254	0.8219	0.7082	0.7680
0.1322	15.84	5860	0.5120	0.7151	0.8149	0.8854	0.9485	0.7949	0.8842	0.5345	0.9070	0.8626	0.7725	0.8638	0.6774	0.7749	0.4170	0.8184	0.7093	0.7445
0.1645	15.89	5880	0.5088	0.7066	0.8086	0.8809	0.9456	0.7986	0.8496	0.5327	0.9140	0.8764	0.7432	0.8665	0.6763	0.7681	0.4188	0.8115	0.6922	0.7130
0.2885	15.95	5900	0.5200	0.7179	0.8232	0.8857	0.9407	0.8060	0.8772	0.5637	0.9043	0.8878	0.7823	0.8667	0.6839	0.7739	0.4213	0.8155	0.7131	0.7507
0.1412	16.0	5920	0.5463	0.7049	0.8077	0.8793	0.9383	0.7954	0.8787	0.5323	0.9202	0.8658	0.7232	0.8738	0.6801	0.7722	0.4312	0.8030	0.6820	0.6924
0.091	16.05	5940	0.4954	0.7081	0.8085	0.8832	0.9418	0.7740	0.8777	0.5227	0.9172	0.8652	0.7610	0.8729	0.6621	0.7751	0.4212	0.8131	0.6871	0.7251
0.1643	16.11	5960	0.5759	0.7020	0.8116	0.8775	0.9384	0.8081	0.8759	0.5597	0.9132	0.8721	0.7140	0.8708	0.6669	0.7745	0.4343	0.8033	0.6782	0.6861
0.1183	16.16	5980	0.5929	0.7029	0.8172	0.8762	0.9375	0.8448	0.8602	0.5840	0.9079	0.8687	0.7171	0.8702	0.6799	0.7706	0.4386	0.7982	0.6775	0.6855
0.5279	16.22	6000	0.5750	0.7054	0.8117	0.8781	0.9403	0.8191	0.8778	0.5382	0.9078	0.8725	0.7263	0.8695	0.6867	0.7687	0.4381	0.8020	0.6813	0.6916
0.1544	16.27	6020	0.5374	0.7066	0.8112	0.8791	0.9386	0.8314	0.8604	0.5393	0.9205	0.8662	0.7220	0.8714	0.6868	0.7714	0.4411	0.8042	0.6834	0.6882
0.0963	16.32	6040	0.5530	0.7029	0.8069	0.8781	0.9391	0.8075	0.8810	0.5368	0.9208	0.8469	0.7165	0.8704	0.6777	0.7733	0.4323	0.8040	0.6778	0.6846
0.0602	16.38	6060	0.6505	0.6977	0.8035	0.8752	0.9470	0.8152	0.8775	0.5288	0.9111	0.8539	0.6914	0.8644	0.6816	0.7699	0.4210	0.8034	0.6758	0.6678
0.1542	16.43	6080	0.5294	0.7021	0.8136	0.8781	0.9420	0.8220	0.8912	0.5470	0.9031	0.8654	0.7245	0.8686	0.6810	0.7690	0.4154	0.8080	0.6778	0.6949
0.137	16.49	6100	0.5182	0.7184	0.8156	0.8872	0.9446	0.7972	0.8600	0.5389	0.9170	0.8595	0.7924	0.8694	0.6816	0.7678	0.4274	0.8172	0.7043	0.7609
0.0867	16.54	6120	0.5216	0.7193	0.8213	0.8872	0.9388	0.8108	0.8635	0.5617	0.9165	0.8579	0.8001	0.8691	0.6825	0.7644	0.4288	0.8181	0.7050	0.7670
0.5929	16.59	6140	0.5043	0.7233	0.8254	0.8890	0.9393	0.8252	0.8775	0.5460	0.9106	0.8736	0.8058	0.8684	0.6858	0.7662	0.4400	0.8222	0.7103	0.7704
0.0974	16.65	6160	0.4912	0.7220	0.8271	0.8891	0.9368	0.8349	0.8698	0.5416	0.9072	0.8742	0.8254	0.8713	0.6870	0.7559	0.4222	0.8194	0.7094	0.7889
0.095	16.7	6180	0.4927	0.7230	0.8245	0.8901	0.9314	0.8442	0.8709	0.5040	0.9164	0.8689	0.8353	0.8694	0.6868	0.7518	0.4146	0.8196	0.7173	0.8015
0.1762	16.76	6200	0.4817	0.7245	0.8222	0.8917	0.9339	0.8061	0.8888	0.5058	0.9154	0.8567	0.8483	0.8709	0.6797	0.7528	0.4135	0.8218	0.7227	0.8098
0.2064	16.81	6220	0.4831	0.7223	0.8190	0.8909	0.9332	0.8165	0.8739	0.4928	0.9234	0.8572	0.8358	0.8704	0.6787	0.7542	0.4173	0.8232	0.7128	0.7996
2.5722	16.86	6240	0.4929	0.7249	0.8200	0.8922	0.9375	0.8226	0.8883	0.4654	0.9130	0.8658	0.8470	0.8692	0.6880	0.7566	0.4044	0.8224	0.7237	0.8101
0.0689	16.92	6260	0.4486	0.7294	0.8316	0.8924	0.9362	0.8250	0.8771	0.5544	0.9072	0.8705	0.8508	0.8704	0.6850	0.7599	0.4309	0.8221	0.7257	0.8117
0.1418	16.97	6280	0.4676	0.7265	0.8279	0.8918	0.9324	0.8054	0.8903	0.5608	0.9159	0.8416	0.8491	0.8702	0.6729	0.7592	0.4288	0.8226	0.7200	0.8116
0.077	17.03	6300	0.4762	0.7229	0.8299	0.8893	0.9258	0.8208	0.8694	0.5676	0.9126	0.8604	0.8527	0.8666	0.6730	0.7488	0.4191	0.8194	0.7247	0.8087
0.1309	17.08	6320	0.4832	0.7261	0.8323	0.8912	0.9401	0.8092	0.8773	0.5829	0.8978	0.8661	0.8528	0.8748	0.6809	0.7696	0.4021	0.8146	0.7280	0.8126
0.0753	17.14	6340	0.4893	0.7281	0.8320	0.8920	0.9401	0.8229	0.8759	0.5826	0.9065	0.8460	0.8497	0.8754	0.6857	0.7703	0.4125	0.8162	0.7253	0.8112
0.2753	17.19	6360	0.4742	0.7226	0.8235	0.8899	0.9404	0.8150	0.8837	0.5345	0.9116	0.8657	0.8138	0.8695	0.6825	0.7733	0.4140	0.8219	0.7176	0.7795
1.1311	17.24	6380	0.5416	0.7014	0.8033	0.8793	0.9505	0.8132	0.8690	0.5012	0.9163	0.8656	0.7075	0.8704	0.6818	0.7692	0.4125	0.8123	0.6849	0.6783
0.1347	17.3	6400	0.5364	0.7023	0.8065	0.8792	0.9478	0.8087	0.8736	0.5131	0.9112	0.8782	0.7131	0.8724	0.6871	0.7708	0.4117	0.8101	0.6850	0.6792
0.0778	17.35	6420	0.5326	0.7016	0.8074	0.8783	0.9428	0.8297	0.8640	0.5127	0.9151	0.8696	0.7180	0.8707	0.6858	0.7702	0.4096	0.8066	0.6851	0.6829
0.1207	17.41	6440	0.5027	0.7172	0.8179	0.8874	0.9365	0.8283	0.8666	0.5249	0.9237	0.8417	0.8035	0.8751	0.6841	0.7654	0.4160	0.8147	0.7005	0.7648
0.2002	17.46	6460	0.5099	0.7254	0.8218	0.8923	0.9356	0.8219	0.8703	0.5060	0.9239	0.8566	0.8380	0.8749	0.6876	0.7624	0.4139	0.8224	0.7185	0.7981
0.0712	17.51	6480	0.4945	0.7244	0.8203	0.8920	0.9424	0.8054	0.8736	0.5065	0.9169	0.8730	0.8239	0.8751	0.6852	0.7693	0.4161	0.8242	0.7160	0.7852
0.1096	17.57	6500	0.4888	0.7185	0.8208	0.8877	0.9443	0.8046	0.8595	0.5492	0.9082	0.8775	0.8025	0.8701	0.6775	0.7671	0.4142	0.8186	0.7162	0.7660
0.4782	17.62	6520	0.4773	0.7219	0.8221	0.8910	0.9415	0.7918	0.8712	0.5380	0.9107	0.8662	0.8355	0.8774	0.6722	0.7737	0.4023	0.8176	0.7155	0.7946
0.1332	17.68	6540	0.4696	0.7275	0.8288	0.8927	0.9381	0.8197	0.8763	0.5248	0.9049	0.8872	0.8505	0.8765	0.6833	0.7746	0.4059	0.8166	0.7283	0.8072
0.1496	17.73	6560	0.4684	0.7250	0.8240	0.8922	0.9421	0.8137	0.8870	0.5164	0.9090	0.8635	0.8366	0.8756	0.6816	0.7765	0.4090	0.8206	0.7144	0.7973
0.149	17.78	6580	0.4651	0.7206	0.8250	0.8907	0.9365	0.8058	0.8748	0.5337	0.9098	0.8794	0.8350	0.8761	0.6598	0.7757	0.4030	0.8186	0.7158	0.7952
0.1736	17.84	6600	0.5323	0.7061	0.8092	0.8826	0.9394	0.7930	0.8848	0.5039	0.9150	0.8698	0.7589	0.8767	0.6671	0.7703	0.4086	0.8081	0.6871	0.7249
0.3321	17.89	6620	0.4991	0.7120	0.8163	0.8852	0.9406	0.8114	0.8850	0.5254	0.9131	0.8632	0.7755	0.8760	0.6755	0.7732	0.4146	0.8142	0.6902	0.7405
0.1987	17.95	6640	0.4752	0.7305	0.8273	0.8946	0.9402	0.8406	0.8792	0.4942	0.9138	0.8805	0.8424	0.8764	0.6892	0.7750	0.4233	0.8244	0.7240	0.8009
0.1911	18.0	6660	0.5053	0.7273	0.8273	0.8925	0.9409	0.8458	0.8824	0.4997	0.9088	0.8874	0.8260	0.8740	0.6886	0.7747	0.4249	0.8238	0.7158	0.7889
0.1184	18.05	6680	0.4973	0.7249	0.8196	0.8920	0.9404	0.8141	0.8849	0.4833	0.9167	0.8745	0.8231	0.8725	0.6864	0.7727	0.4190	0.8243	0.7156	0.7835
0.1047	18.11	6700	0.4979	0.7262	0.8292	0.8912	0.9366	0.8400	0.8689	0.5451	0.9152	0.8805	0.8183	0.8729	0.6811	0.7726	0.4362	0.8231	0.7174	0.7799
0.2527	18.16	6720	0.5006	0.7240	0.8239	0.8911	0.9404	0.7979	0.8787	0.5354	0.9117	0.8840	0.8189	0.8740	0.6744	0.7696	0.4286	0.8231	0.7163	0.7821
0.1367	18.22	6740	0.4952	0.7191	0.8153	0.8893	0.9470	0.7558	0.8805	0.5440	0.9101	0.8504	0.8193	0.8725	0.6611	0.7628	0.4275	0.8197	0.7093	0.7807
0.224	18.27	6760	0.4985	0.7188	0.8205	0.8896	0.9382	0.7685	0.8647	0.5672	0.9173	0.8618	0.8259	0.8756	0.6472	0.7652	0.4258	0.8198	0.7112	0.7867
0.1453	18.32	6780	0.5145	0.7164	0.8207	0.8884	0.9385	0.7515	0.8721	0.5760	0.9090	0.8736	0.8240	0.8766	0.6500	0.7664	0.4069	0.8158	0.7135	0.7857
0.2411	18.38	6800	0.4901	0.7171	0.8238	0.8883	0.9409	0.7708	0.8802	0.5778	0.9017	0.8718	0.8238	0.8760	0.6602	0.7682	0.4008	0.8159	0.7143	0.7846
0.1758	18.43	6820	0.4820	0.7228	0.8262	0.8905	0.9429	0.8053	0.8721	0.5507	0.9035	0.8809	0.8281	0.8760	0.6761	0.7709	0.4159	0.8192	0.7151	0.7864
0.1194	18.49	6840	0.4806	0.7290	0.8248	0.8937	0.9461	0.7974	0.8768	0.5301	0.9081	0.8744	0.8410	0.8760	0.6793	0.7719	0.4245	0.8212	0.7262	0.8038
0.225	18.54	6860	0.4762	0.7296	0.8280	0.8937	0.9371	0.8040	0.8766	0.5344	0.9122	0.8834	0.8484	0.8766	0.6792	0.7710	0.4273	0.8207	0.7272	0.8054
0.1178	18.59	6880	0.4880	0.7209	0.8179	0.8913	0.9464	0.7552	0.8777	0.5302	0.9084	0.8814	0.8264	0.8757	0.6530	0.7732	0.4189	0.8221	0.7147	0.7888
0.1537	18.65	6900	0.4707	0.7277	0.8244	0.8939	0.9367	0.7855	0.8764	0.5479	0.9227	0.8518	0.8499	0.8770	0.6584	0.7744	0.4234	0.8215	0.7285	0.8105
0.0794	18.7	6920	0.4622	0.7324	0.8356	0.8943	0.9375	0.8252	0.8802	0.5589	0.9041	0.8894	0.8541	0.8777	0.6824	0.7745	0.4287	0.8195	0.7335	0.8108
0.0975	18.76	6940	0.4682	0.7333	0.8342	0.8946	0.9381	0.8358	0.8710	0.5608	0.9126	0.8713	0.8500	0.8776	0.6880	0.7731	0.4301	0.8200	0.7335	0.8106
0.1813	18.81	6960	0.4706	0.7343	0.8309	0.8955	0.9429	0.8136	0.8781	0.5481	0.9117	0.8742	0.8473	0.8787	0.6883	0.7750	0.4333	0.8214	0.7336	0.8098
0.0857	18.86	6980	0.4844	0.7328	0.8312	0.8947	0.9393	0.8289	0.8654	0.5511	0.9166	0.8695	0.8472	0.8788	0.6865	0.7727	0.4308	0.8195	0.7318	0.8096
0.1551	18.92	7000	0.4666	0.7352	0.8309	0.8960	0.9439	0.8132	0.8696	0.5473	0.9124	0.8803	0.8497	0.8788	0.6834	0.7763	0.4410	0.8228	0.7338	0.8102
0.1407	18.97	7020	0.4837	0.7310	0.8302	0.8944	0.9437	0.7943	0.8691	0.5775	0.9110	0.8691	0.8466	0.8782	0.6703	0.7739	0.4332	0.8211	0.7309	0.8097
0.1402	19.03	7040	0.4735	0.7329	0.8334	0.8946	0.9401	0.8166	0.8735	0.5754	0.9118	0.8694	0.8473	0.8783	0.6798	0.7741	0.4393	0.8206	0.7288	0.8097
0.1547	19.08	7060	0.4666	0.7314	0.8330	0.8937	0.9447	0.7889	0.8776	0.5901	0.8997	0.8806	0.8493	0.8780	0.6780	0.7745	0.4320	0.8180	0.7294	0.8099
0.1281	19.14	7080	0.4763	0.7312	0.8350	0.8935	0.9366	0.8173	0.8772	0.5880	0.9102	0.8688	0.8471	0.8781	0.6767	0.7767	0.4302	0.8172	0.7301	0.8093
0.1814	19.19	7100	0.4838	0.7289	0.8304	0.8928	0.9437	0.8016	0.8739	0.5739	0.9039	0.8732	0.8430	0.8780	0.6782	0.7742	0.4240	0.8166	0.7261	0.8054
0.0967	19.24	7120	0.4687	0.7306	0.8317	0.8936	0.9459	0.8151	0.8723	0.5706	0.9037	0.8688	0.8453	0.8772	0.6811	0.7769	0.4217	0.8181	0.7307	0.8086
0.1277	19.3	7140	0.5458	0.7056	0.8151	0.8802	0.9436	0.8211	0.8827	0.5622	0.9096	0.8530	0.7332	0.8747	0.6797	0.7771	0.4184	0.8067	0.6792	0.7032
0.0862	19.35	7160	0.5271	0.7125	0.8142	0.8846	0.9421	0.8138	0.8758	0.5210	0.9175	0.8712	0.7577	0.8773	0.6780	0.7757	0.4335	0.8123	0.6856	0.7252
0.0718	19.41	7180	0.4886	0.7280	0.8239	0.8927	0.9435	0.8049	0.8675	0.5252	0.9139	0.8914	0.8210	0.8780	0.6857	0.7738	0.4394	0.8218	0.7119	0.7851
0.148	19.46	7200	0.5017	0.7235	0.8215	0.8912	0.9415	0.8003	0.8630	0.5352	0.9192	0.8760	0.8150	0.8787	0.6736	0.7719	0.4328	0.8206	0.7060	0.7806
0.1105	19.51	7220	0.4812	0.7233	0.8252	0.8907	0.9455	0.8138	0.8570	0.5550	0.9092	0.8763	0.8199	0.8755	0.6731	0.7720	0.4224	0.8199	0.7142	0.7862
0.0709	19.57	7240	0.4805	0.7242	0.8228	0.8907	0.9452	0.8073	0.8717	0.5493	0.9132	0.8554	0.8177	0.8753	0.6825	0.7715	0.4256	0.8186	0.7106	0.7854
0.1934	19.62	7260	0.4811	0.7242	0.8220	0.8903	0.9461	0.8242	0.8679	0.5299	0.9131	0.8646	0.8079	0.8732	0.6894	0.7716	0.4273	0.8192	0.7127	0.7756
0.0762	19.68	7280	0.4661	0.7280	0.8291	0.8925	0.9392	0.8374	0.8738	0.5377	0.9136	0.8722	0.8299	0.8779	0.6898	0.7735	0.4265	0.8201	0.7151	0.7931
0.2017	19.73	7300	0.4777	0.7228	0.8266	0.8899	0.9402	0.7996	0.8826	0.5660	0.9077	0.8744	0.8158	0.8756	0.6788	0.7740	0.4179	0.8175	0.7159	0.7803
0.1173	19.78	7320	0.4833	0.7228	0.8261	0.8904	0.9417	0.7978	0.8614	0.5786	0.9123	0.8714	0.8195	0.8777	0.6708	0.7742	0.4182	0.8174	0.7137	0.7874
1.7033	19.84	7340	0.5097	0.7215	0.8239	0.8890	0.9449	0.7910	0.8810	0.5681	0.9059	0.8736	0.8032	0.8754	0.6774	0.7740	0.4212	0.8152	0.7143	0.7733
1.7523	19.89	7360	0.5358	0.7203	0.8238	0.8886	0.9467	0.7921	0.8760	0.5742	0.9057	0.8758	0.7962	0.8739	0.6713	0.7742	0.4207	0.8173	0.7170	0.7678
0.0955	19.95	7380	0.4843	0.7216	0.8243	0.8905	0.9399	0.7800	0.8671	0.5689	0.9132	0.8817	0.8195	0.8776	0.6589	0.7725	0.4203	0.8191	0.7195	0.7836
0.2175	20.0	7400	0.5001	0.7194	0.8288	0.8889	0.9424	0.7667	0.8775	0.6093	0.8978	0.8926	0.8152	0.8765	0.6511	0.7753	0.4154	0.8163	0.7196	0.7813
0.1156	20.05	7420	0.4869	0.7242	0.8260	0.8913	0.9425	0.7803	0.8851	0.5681	0.9082	0.8777	0.8198	0.8770	0.6640	0.7746	0.4288	0.8201	0.7213	0.7834
0.128	20.11	7440	0.5023	0.7210	0.8236	0.8894	0.9415	0.7794	0.8686	0.5775	0.9126	0.8808	0.8051	0.8749	0.6573	0.7718	0.4305	0.8177	0.7213	0.7731
0.1642	20.16	7460	0.4848	0.7228	0.8234	0.8907	0.9375	0.7764	0.8633	0.5613	0.9161	0.8849	0.8243	0.8774	0.6595	0.7693	0.4291	0.8180	0.7205	0.7857
0.0871	20.22	7480	0.4817	0.7226	0.8179	0.8912	0.9426	0.7800	0.8762	0.5262	0.9200	0.8666	0.8139	0.8759	0.6664	0.7724	0.4238	0.8203	0.7195	0.7797
0.0701	20.27	7500	0.4760	0.7250	0.8239	0.8924	0.9400	0.7765	0.8865	0.5526	0.9153	0.8666	0.8299	0.8780	0.6647	0.7719	0.4254	0.8215	0.7197	0.7937
0.275	20.32	7520	0.4720	0.7269	0.8242	0.8926	0.9443	0.7999	0.8789	0.5413	0.9147	0.8698	0.8204	0.8762	0.6776	0.7745	0.4330	0.8236	0.7189	0.7849
0.1521	20.38	7540	0.4797	0.7268	0.8258	0.8928	0.9396	0.7946	0.8817	0.5511	0.9176	0.8713	0.8249	0.8780	0.6713	0.7755	0.4297	0.8226	0.7195	0.7907
0.0776	20.43	7560	0.4675	0.7252	0.8254	0.8923	0.9413	0.8044	0.8793	0.5346	0.9129	0.8839	0.8217	0.8765	0.6697	0.7745	0.4258	0.8234	0.7197	0.7870
0.1081	20.49	7580	0.4725	0.7203	0.8214	0.8905	0.9448	0.7544	0.8850	0.5586	0.9067	0.8879	0.8127	0.8752	0.6520	0.7763	0.4180	0.8222	0.7195	0.7792
0.0522	20.54	7600	0.4875	0.7169	0.8190	0.8894	0.9400	0.7647	0.8702	0.5631	0.9187	0.8645	0.8122	0.8755	0.6415	0.7757	0.4101	0.8210	0.7160	0.7781
0.0807	20.59	7620	0.4822	0.7175	0.8196	0.8897	0.9458	0.7638	0.8635	0.5698	0.9134	0.8717	0.8093	0.8747	0.6434	0.7768	0.4102	0.8230	0.7172	0.7770
0.3588	20.65	7640	0.4908	0.7203	0.8216	0.8909	0.9419	0.7738	0.8696	0.5543	0.9154	0.8814	0.8150	0.8764	0.6487	0.7766	0.4181	0.8236	0.7183	0.7802
1.3304	20.7	7660	0.4822	0.7216	0.8231	0.8907	0.9450	0.7617	0.8726	0.5752	0.9096	0.8858	0.8121	0.8766	0.6547	0.7773	0.4245	0.8223	0.7183	0.7774
0.1188	20.76	7680	0.5012	0.7243	0.8259	0.8912	0.9419	0.7976	0.8590	0.5690	0.9142	0.8824	0.8174	0.8769	0.6689	0.7719	0.4335	0.8217	0.7169	0.7805
0.0712	20.81	7700	0.5107	0.7250	0.8234	0.8913	0.9417	0.8058	0.8690	0.5371	0.9170	0.8851	0.8082	0.8758	0.6779	0.7708	0.4356	0.8219	0.7198	0.7735
0.15	20.86	7720	0.5057	0.7282	0.8255	0.8923	0.9424	0.8196	0.8810	0.5270	0.9143	0.8807	0.8137	0.8764	0.6907	0.7725	0.4390	0.8220	0.7195	0.7777
0.1319	20.92	7740	0.4962	0.7290	0.8296	0.8924	0.9398	0.8344	0.8665	0.5473	0.9143	0.8823	0.8224	0.8775	0.6894	0.7717	0.4404	0.8209	0.7186	0.7843
0.2179	20.97	7760	0.4837	0.7290	0.8233	0.8936	0.9413	0.8217	0.8757	0.5049	0.9191	0.8691	0.8315	0.8777	0.6916	0.7719	0.4305	0.8226	0.7170	0.7919
0.1186	21.03	7780	0.5011	0.7276	0.8215	0.8927	0.9467	0.8186	0.8792	0.5126	0.9151	0.8528	0.8257	0.8743	0.6893	0.7729	0.4321	0.8231	0.7145	0.7872
0.121	21.08	7800	0.4848	0.7288	0.8248	0.8929	0.9433	0.8225	0.8702	0.5209	0.9159	0.8791	0.8214	0.8761	0.6904	0.7723	0.4377	0.8232	0.7177	0.7844
0.165	21.14	7820	0.4982	0.7298	0.8295	0.8931	0.9425	0.8330	0.8767	0.5448	0.9138	0.8752	0.8202	0.8770	0.6885	0.7746	0.4411	0.8233	0.7167	0.7876
0.1054	21.19	7840	0.4609	0.7374	0.8338	0.8969	0.9409	0.8280	0.8774	0.5493	0.9150	0.8719	0.8544	0.8781	0.6903	0.7767	0.4416	0.8250	0.7345	0.8155
0.1345	21.24	7860	0.4607	0.7363	0.8323	0.8963	0.9408	0.8189	0.8751	0.5512	0.9159	0.8741	0.8501	0.8781	0.6891	0.7752	0.4414	0.8238	0.7337	0.8128
0.0448	21.3	7880	0.5015	0.7322	0.8270	0.8944	0.9409	0.8056	0.8779	0.5403	0.9183	0.8708	0.8352	0.8778	0.6876	0.7735	0.4405	0.8224	0.7246	0.7986
0.1437	21.35	7900	0.4811	0.7334	0.8297	0.8956	0.9402	0.8099	0.8836	0.5408	0.9160	0.8712	0.8461	0.8787	0.6822	0.7745	0.4352	0.8234	0.7314	0.8087
0.2107	21.41	7920	0.4812	0.7352	0.8351	0.8958	0.9421	0.8290	0.8721	0.5611	0.9090	0.8812	0.8513	0.8773	0.6843	0.7756	0.4378	0.8242	0.7360	0.8108
0.1664	21.46	7940	0.4943	0.7334	0.8256	0.8957	0.9459	0.7897	0.8795	0.5299	0.9130	0.8733	0.8475	0.8760	0.6830	0.7736	0.4322	0.8247	0.7353	0.8092
0.1027	21.51	7960	0.4708	0.7351	0.8332	0.8959	0.9416	0.8249	0.8747	0.5460	0.9107	0.8855	0.8490	0.8774	0.6872	0.7758	0.4372	0.8244	0.7347	0.8092
0.1035	21.57	7980	0.4890	0.7339	0.8302	0.8955	0.9440	0.8218	0.8757	0.5384	0.9125	0.8767	0.8424	0.8771	0.6879	0.7760	0.4352	0.8249	0.7314	0.8046
0.0801	21.62	8000	0.5082	0.7255	0.8224	0.8914	0.9450	0.8059	0.8670	0.5354	0.9151	0.8770	0.8117	0.8741	0.6811	0.7730	0.4327	0.8227	0.7193	0.7756
0.1395	21.68	8020	0.4834	0.7250	0.8249	0.8914	0.9433	0.8098	0.8754	0.5362	0.9110	0.8846	0.8138	0.8743	0.6774	0.7771	0.4282	0.8233	0.7205	0.7741
0.1542	21.73	8040	0.5085	0.7223	0.8205	0.8904	0.9430	0.7801	0.8773	0.5407	0.9137	0.8802	0.8083	0.8735	0.6718	0.7751	0.4235	0.8223	0.7205	0.7696
0.1969	21.78	8060	0.5139	0.7217	0.8233	0.8899	0.9443	0.7977	0.8750	0.5524	0.9098	0.8786	0.8052	0.8724	0.6703	0.7773	0.4206	0.8221	0.7211	0.7684
0.0782	21.84	8080	0.5488	0.7194	0.8238	0.8891	0.9417	0.7647	0.8789	0.5749	0.9056	0.8937	0.8071	0.8738	0.6554	0.7756	0.4218	0.8205	0.7184	0.7704
0.0925	21.89	8100	0.5151	0.7236	0.8253	0.8910	0.9399	0.7941	0.8814	0.5522	0.9119	0.8805	0.8169	0.8744	0.6673	0.7755	0.4273	0.8231	0.7209	0.7768
0.2007	21.95	8120	0.5069	0.7241	0.8242	0.8914	0.9419	0.7844	0.8809	0.5595	0.9141	0.8731	0.8157	0.8753	0.6674	0.7771	0.4272	0.8236	0.7198	0.7779
0.1353	22.0	8140	0.4981	0.7248	0.8228	0.8927	0.9432	0.7742	0.8804	0.5458	0.9141	0.8766	0.8256	0.8767	0.6628	0.7770	0.4257	0.8258	0.7202	0.7855
0.0952	22.05	8160	0.4900	0.7222	0.8242	0.8914	0.9411	0.7676	0.8757	0.5723	0.9137	0.8774	0.8214	0.8767	0.6529	0.7776	0.4237	0.8245	0.7186	0.7817
0.0638	22.11	8180	0.4970	0.7224	0.8202	0.8915	0.9436	0.7471	0.8805	0.5671	0.9156	0.8679	0.8198	0.8762	0.6555	0.7758	0.4263	0.8240	0.7180	0.7812
0.1891	22.16	8200	0.4894	0.7260	0.8262	0.8925	0.9406	0.7966	0.8797	0.5499	0.9142	0.8777	0.8246	0.8770	0.6710	0.7758	0.4298	0.8249	0.7185	0.7848
0.1589	22.22	8220	0.4982	0.7266	0.8289	0.8925	0.9389	0.7952	0.8756	0.5674	0.9122	0.8818	0.8310	0.8776	0.6712	0.7757	0.4297	0.8239	0.7176	0.7901
0.0954	22.27	8240	0.4850	0.7296	0.8294	0.8934	0.9396	0.8139	0.8746	0.5601	0.9169	0.8702	0.8304	0.8774	0.6825	0.7764	0.4385	0.8255	0.7177	0.7889
0.122	22.32	8260	0.5113	0.7269	0.8307	0.8915	0.9414	0.8099	0.8763	0.5802	0.9089	0.8824	0.8161	0.8757	0.6823	0.7764	0.4350	0.8234	0.7171	0.7784
0.9475	22.38	8280	0.5083	0.7271	0.8291	0.8917	0.9419	0.8128	0.8830	0.5613	0.9101	0.8837	0.8109	0.8762	0.6829	0.7751	0.4383	0.8230	0.7175	0.7764
0.1368	22.43	8300	0.4833	0.7275	0.8255	0.8931	0.9407	0.7950	0.8759	0.5505	0.9182	0.8716	0.8262	0.8775	0.6771	0.7757	0.4342	0.8256	0.7168	0.7858
0.1054	22.49	8320	0.4837	0.7302	0.8292	0.8939	0.9416	0.8187	0.8878	0.5471	0.9141	0.8648	0.8303	0.8775	0.6858	0.7767	0.4380	0.8260	0.7179	0.7891
0.1031	22.54	8340	0.5020	0.7290	0.8293	0.8928	0.9417	0.8192	0.8727	0.5527	0.9119	0.8810	0.8257	0.8772	0.6859	0.7741	0.4378	0.8233	0.7179	0.7865
0.0597	22.59	8360	0.4823	0.7300	0.8301	0.8936	0.9436	0.8204	0.8737	0.5578	0.9106	0.8699	0.8348	0.8772	0.6843	0.7756	0.4351	0.8242	0.7203	0.7933
0.1235	22.65	8380	0.4940	0.7273	0.8267	0.8921	0.9447	0.8200	0.8729	0.5466	0.9119	0.8732	0.8176	0.8753	0.6841	0.7743	0.4349	0.8234	0.7183	0.7807
0.1661	22.7	8400	0.5082	0.7286	0.8279	0.8927	0.9464	0.8178	0.8682	0.5506	0.9087	0.8807	0.8230	0.8756	0.6850	0.7747	0.4365	0.8239	0.7187	0.7859
0.0454	22.76	8420	0.4871	0.7287	0.8282	0.8935	0.9414	0.7992	0.8663	0.5585	0.9141	0.8859	0.8318	0.8791	0.6766	0.7742	0.4349	0.8238	0.7197	0.7924
1.6658	22.81	8440	0.5005	0.7299	0.8296	0.8936	0.9432	0.8191	0.8819	0.5613	0.9142	0.8590	0.8286	0.8775	0.6844	0.7760	0.4370	0.8249	0.7177	0.7918
0.0592	22.86	8460	0.4833	0.7307	0.8297	0.8943	0.9422	0.8234	0.8804	0.5452	0.9140	0.8686	0.8340	0.8779	0.6854	0.7753	0.4354	0.8258	0.7210	0.7940
0.2034	22.92	8480	0.4816	0.7297	0.8257	0.8942	0.9430	0.8072	0.8806	0.5360	0.9178	0.8626	0.8324	0.8782	0.6843	0.7752	0.4330	0.8256	0.7187	0.7929
0.219	22.97	8500	0.4757	0.7320	0.8316	0.8948	0.9415	0.8203	0.8677	0.5598	0.9150	0.8788	0.8384	0.8789	0.6826	0.7760	0.4382	0.8256	0.7246	0.7985
1.6245	23.03	8520	0.4976	0.7325	0.8304	0.8949	0.9435	0.8109	0.8732	0.5627	0.9149	0.8692	0.8382	0.8784	0.6823	0.7758	0.4375	0.8245	0.7272	0.8018
0.3622	23.08	8540	0.5006	0.7335	0.8298	0.8956	0.9429	0.8151	0.8690	0.5464	0.9161	0.8760	0.8430	0.8783	0.6837	0.7750	0.4366	0.8246	0.7311	0.8054
0.1775	23.14	8560	0.4989	0.7307	0.8279	0.8944	0.9419	0.8006	0.8692	0.5572	0.9180	0.8751	0.8335	0.8791	0.6793	0.7748	0.4362	0.8239	0.7239	0.7975
0.1161	23.19	8580	0.4835	0.7354	0.8354	0.8962	0.9410	0.8242	0.8795	0.5682	0.9122	0.8730	0.8494	0.8787	0.6832	0.7784	0.4365	0.8250	0.7362	0.8096
0.115	23.24	8600	0.4783	0.7343	0.8324	0.8958	0.9430	0.8173	0.8665	0.5654	0.9140	0.8709	0.8497	0.8786	0.6811	0.7752	0.4366	0.8238	0.7342	0.8104
0.1906	23.3	8620	0.4966	0.7327	0.8234	0.8961	0.9468	0.7885	0.8655	0.5206	0.9170	0.8763	0.8487	0.8778	0.6789	0.7735	0.4286	0.8246	0.7345	0.8109
0.0925	23.35	8640	0.4744	0.7358	0.8315	0.8968	0.9425	0.8182	0.8856	0.5370	0.9139	0.8711	0.8520	0.8790	0.6874	0.7776	0.4333	0.8256	0.7360	0.8117
1.6185	23.41	8660	0.4855	0.7338	0.8319	0.8956	0.9453	0.8040	0.8841	0.5642	0.9091	0.8741	0.8426	0.8791	0.6829	0.7773	0.4345	0.8241	0.7318	0.8073
0.3196	23.46	8680	0.4950	0.7336	0.8319	0.8957	0.9427	0.8137	0.8765	0.5641	0.9153	0.8691	0.8418	0.8792	0.6821	0.7781	0.4344	0.8249	0.7307	0.8062
0.1816	23.51	8700	0.5101	0.7298	0.8242	0.8942	0.9456	0.7986	0.8740	0.5440	0.9197	0.8610	0.8267	0.8783	0.6820	0.7757	0.4342	0.8243	0.7197	0.7943
0.1225	23.57	8720	0.5229	0.7287	0.8285	0.8933	0.9426	0.7977	0.8747	0.5714	0.9149	0.8725	0.8258	0.8792	0.6790	0.7764	0.4321	0.8229	0.7200	0.7916
0.1507	23.62	8740	0.4819	0.7337	0.8348	0.8954	0.9437	0.8198	0.8790	0.5703	0.9077	0.8805	0.8428	0.8794	0.6835	0.7790	0.4328	0.8241	0.7311	0.8058
0.228	23.68	8760	0.4819	0.7348	0.8339	0.8961	0.9408	0.8189	0.8732	0.5635	0.9139	0.8778	0.8489	0.8797	0.6835	0.7775	0.4338	0.8240	0.7351	0.8102
0.1354	23.73	8780	0.4838	0.7341	0.8355	0.8955	0.9397	0.8270	0.8674	0.5729	0.9128	0.8799	0.8490	0.8793	0.6808	0.7763	0.4330	0.8225	0.7357	0.8113
0.1018	23.78	8800	0.4698	0.7351	0.8331	0.8964	0.9413	0.8098	0.8744	0.5628	0.9139	0.8773	0.8521	0.8799	0.6823	0.7775	0.4336	0.8243	0.7365	0.8117
0.0382	23.84	8820	0.4737	0.7345	0.8335	0.8960	0.9436	0.8198	0.8710	0.5671	0.9123	0.8706	0.8500	0.8793	0.6824	0.7773	0.4326	0.8241	0.7347	0.8110
0.0626	23.89	8840	0.4759	0.7320	0.8318	0.8950	0.9447	0.8173	0.8676	0.5704	0.9130	0.8702	0.8396	0.8798	0.6786	0.7773	0.4323	0.8234	0.7274	0.8049
0.133	23.95	8860	0.4844	0.7316	0.8273	0.8951	0.9413	0.8210	0.8741	0.5234	0.9204	0.8792	0.8315	0.8803	0.6871	0.7768	0.4341	0.8251	0.7220	0.7961
0.1631	24.0	8880	0.5030	0.7297	0.8271	0.8937	0.9441	0.8169	0.8721	0.5400	0.9149	0.8749	0.8270	0.8788	0.6863	0.7744	0.4349	0.8233	0.7189	0.7911
1.1022	24.05	8900	0.4980	0.7310	0.8303	0.8943	0.9437	0.8310	0.8688	0.5447	0.9131	0.8782	0.8326	0.8786	0.6864	0.7758	0.4353	0.8247	0.7216	0.7949
0.141	24.11	8920	0.4811	0.7307	0.8295	0.8944	0.9431	0.8174	0.8706	0.5475	0.9136	0.8799	0.8341	0.8793	0.6833	0.7758	0.4344	0.8243	0.7217	0.7961
0.0416	24.16	8940	0.4828	0.7298	0.8284	0.8942	0.9434	0.8018	0.8763	0.5577	0.9138	0.8718	0.8341	0.8792	0.6782	0.7767	0.4314	0.8241	0.7216	0.7970
0.0939	24.22	8960	0.4767	0.7301	0.8314	0.8942	0.9415	0.8115	0.8711	0.5720	0.9133	0.8714	0.8391	0.8794	0.6773	0.7777	0.4299	0.8240	0.7235	0.7989
0.1396	24.27	8980	0.4921	0.7295	0.8288	0.8940	0.9434	0.8037	0.8770	0.5635	0.9144	0.8655	0.8338	0.8791	0.6773	0.7766	0.4295	0.8236	0.7224	0.7983
1.2201	24.32	9000	0.4818	0.7291	0.8297	0.8937	0.9426	0.8100	0.8709	0.5747	0.9150	0.8567	0.8380	0.8791	0.6767	0.7765	0.4278	0.8226	0.7210	0.8001
0.0287	24.38	9020	0.4900	0.7288	0.8297	0.8935	0.9420	0.8038	0.8780	0.5641	0.9122	0.8790	0.8286	0.8794	0.6783	0.7764	0.4306	0.8234	0.7202	0.7934
0.1132	24.43	9040	0.4940	0.7308	0.8282	0.8944	0.9432	0.8193	0.8745	0.5367	0.9149	0.8765	0.8323	0.8784	0.6860	0.7761	0.4339	0.8250	0.7216	0.7946
0.1419	24.49	9060	0.4925	0.7294	0.8279	0.8936	0.9440	0.8011	0.8720	0.5558	0.9121	0.8808	0.8297	0.8791	0.6823	0.7745	0.4341	0.8232	0.7194	0.7929
0.1347	24.54	9080	0.4996	0.7295	0.8289	0.8936	0.9416	0.8125	0.8720	0.5588	0.9157	0.8714	0.8306	0.8791	0.6829	0.7749	0.4336	0.8231	0.7191	0.7935
0.0695	24.59	9100	0.4812	0.7295	0.8315	0.8935	0.9405	0.8235	0.8741	0.5674	0.9144	0.8697	0.8308	0.8795	0.6815	0.7766	0.4332	0.8228	0.7193	0.7936
0.1431	24.65	9120	0.4953	0.7301	0.8272	0.8941	0.9448	0.8128	0.8702	0.5408	0.9143	0.8787	0.8290	0.8788	0.6846	0.7753	0.4341	0.8243	0.7203	0.7929
0.2409	24.7	9140	0.4958	0.7297	0.8283	0.8937	0.9458	0.8127	0.8679	0.5569	0.9134	0.8756	0.8260	0.8787	0.6829	0.7756	0.4346	0.8240	0.7197	0.7922
0.2551	24.76	9160	0.5110	0.7286	0.8247	0.8935	0.9427	0.8118	0.8768	0.5444	0.9213	0.8467	0.8292	0.8786	0.6829	0.7749	0.4336	0.8226	0.7142	0.7937
0.0546	24.81	9180	0.4938	0.7298	0.8277	0.8940	0.9434	0.8217	0.8667	0.5422	0.9166	0.8716	0.8314	0.8789	0.6829	0.7742	0.4349	0.8238	0.7197	0.7944
0.1439	24.86	9200	0.4937	0.7299	0.8262	0.8942	0.9439	0.8105	0.8724	0.5322	0.9157	0.8771	0.8315	0.8789	0.6840	0.7746	0.4331	0.8242	0.7206	0.7943
0.0879	24.92	9220	0.5009	0.7298	0.8271	0.8939	0.9465	0.8115	0.8670	0.5498	0.9146	0.8747	0.8259	0.8784	0.6825	0.7761	0.4348	0.8246	0.7201	0.7919
0.1349	24.97	9240	0.4888	0.7304	0.8267	0.8944	0.9447	0.8151	0.8756	0.5243	0.9131	0.8836	0.8307	0.8786	0.6862	0.7756	0.4322	0.8250	0.7213	0.7937

Framework versions

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