README.md

metadata

license: other
base_model: nvidia/segformer-b1-finetuned-cityscapes-1024-1024
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
model-index:
  - name: segformer-b1-cityscapes-512-512-finetuned-coastTrain
    results: []

segformer-b1-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b1-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5086
• Mean Iou: 0.6771
• Mean Accuracy: 0.7899
• Overall Accuracy: 0.8692
• Accuracy Water: 0.9396
• Accuracy Whitewater: 0.7192
• Accuracy Sediment: 0.8602
• Accuracy Other Natural Terrain: 0.4893
• Accuracy Vegetation: 0.8863
• Accuracy Development: 0.8891
• Accuracy Unknown: 0.7453
• Iou Water: 0.8743
• Iou Whitewater: 0.6111
• Iou Sediment: 0.7312
• Iou Other Natural Terrain: 0.3814
• Iou Vegetation: 0.7853
• Iou Development: 0.6664
• Iou Unknown: 0.6897

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
1.7833	0.05	20	1.7879	0.1419	0.3283	0.3147	0.2403	0.0035	0.6402	0.0150	0.1397	0.6060	0.6537	0.2314	0.0032	0.1836	0.0069	0.1270	0.2117	0.2297
1.7838	0.11	40	1.4716	0.2776	0.4365	0.5639	0.6459	0.0188	0.6544	0.0124	0.5326	0.6361	0.5554	0.5485	0.0170	0.2836	0.0101	0.3969	0.3399	0.3473
1.3207	0.16	60	1.3530	0.2778	0.4193	0.6006	0.7190	0.0227	0.6142	0.0037	0.7399	0.6753	0.1603	0.5667	0.0207	0.3067	0.0033	0.5163	0.3960	0.1346
1.2493	0.22	80	1.1657	0.3101	0.4158	0.6514	0.8203	0.0248	0.3678	0.0002	0.8330	0.5171	0.3471	0.6202	0.0240	0.2424	0.0002	0.5365	0.4152	0.3320
1.4569	0.27	100	1.0787	0.3327	0.4714	0.6681	0.8664	0.0324	0.5682	0.0002	0.6991	0.8054	0.3278	0.6566	0.0312	0.3498	0.0002	0.5457	0.4568	0.2888
0.9883	0.32	120	1.0321	0.3442	0.4645	0.6870	0.8079	0.0227	0.4348	0.0001	0.8664	0.6983	0.4212	0.6806	0.0220	0.3484	0.0001	0.5722	0.4199	0.3664
1.1583	0.38	140	0.9649	0.3624	0.4941	0.6990	0.8404	0.0292	0.6201	0.0003	0.7906	0.7313	0.4467	0.6709	0.0286	0.4056	0.0003	0.6029	0.4312	0.3977
1.5981	0.43	160	0.9504	0.3799	0.4918	0.7109	0.8049	0.0585	0.5255	0.0001	0.9056	0.6823	0.4659	0.6668	0.0572	0.3996	0.0001	0.6063	0.5181	0.4109
1.1484	0.49	180	0.9021	0.3767	0.5004	0.7134	0.8194	0.0280	0.5764	0.0000	0.8630	0.7351	0.4811	0.6771	0.0278	0.3995	0.0000	0.6241	0.4980	0.4105
1.2655	0.54	200	0.9353	0.3623	0.5124	0.6832	0.7741	0.1112	0.6530	0.0000	0.7712	0.8471	0.4305	0.6580	0.1051	0.3867	0.0000	0.5997	0.3917	0.3951
0.8305	0.59	220	0.8839	0.3975	0.5069	0.7196	0.7823	0.1060	0.6188	0.0	0.9452	0.6436	0.4523	0.6602	0.1045	0.4440	0.0	0.6185	0.5265	0.4292
1.5123	0.65	240	0.8430	0.3902	0.5250	0.7172	0.8534	0.0608	0.6691	0.0	0.7783	0.8502	0.4628	0.6740	0.0601	0.4756	0.0	0.6136	0.4758	0.4324
0.9996	0.7	260	0.8608	0.3757	0.4775	0.7121	0.8782	0.1402	0.2912	0.0	0.8831	0.6765	0.4733	0.6548	0.1346	0.2280	0.0	0.6414	0.5281	0.4433
0.9909	0.76	280	0.8172	0.4291	0.5545	0.7440	0.8263	0.2318	0.7596	0.0	0.9054	0.7363	0.4219	0.7128	0.2122	0.5178	0.0	0.6548	0.4875	0.4189
0.7002	0.81	300	0.7744	0.4516	0.5659	0.7592	0.8694	0.2774	0.7680	0.0	0.8950	0.6964	0.4553	0.7310	0.2575	0.5217	0.0	0.6629	0.5521	0.4361
1.7656	0.86	320	0.8864	0.4227	0.5272	0.7159	0.7410	0.3094	0.5361	0.0	0.9597	0.6123	0.5321	0.6556	0.2776	0.4545	0.0	0.5859	0.5128	0.4722
0.8531	0.92	340	0.7569	0.4701	0.5816	0.7706	0.9061	0.3233	0.7389	0.0000	0.8673	0.7594	0.4763	0.7278	0.3026	0.5458	0.0000	0.6846	0.5615	0.4683
0.7323	0.97	360	0.7855	0.4447	0.5625	0.7557	0.8573	0.1807	0.7383	0.0	0.8728	0.7895	0.4987	0.7131	0.1753	0.5450	0.0	0.6563	0.5650	0.4579
0.8552	1.03	380	0.7549	0.4656	0.5857	0.7701	0.8681	0.2906	0.7826	0.0	0.8960	0.8032	0.4594	0.7522	0.2777	0.5258	0.0	0.6754	0.5781	0.4499
0.8444	1.08	400	0.7084	0.4602	0.5651	0.7733	0.8821	0.2122	0.7753	0.0000	0.9224	0.6566	0.5071	0.7470	0.2069	0.5471	0.0000	0.6805	0.5564	0.4835
0.7175	1.14	420	0.6904	0.4768	0.6050	0.7799	0.8965	0.3162	0.8371	0.0000	0.8460	0.8234	0.5159	0.7681	0.2930	0.5312	0.0000	0.7022	0.5577	0.4852
0.6141	1.19	440	0.6932	0.4782	0.6098	0.7763	0.9053	0.3743	0.8092	0.0	0.8231	0.8610	0.4957	0.7759	0.3372	0.5589	0.0	0.6807	0.5357	0.4592
0.4936	1.24	460	0.6680	0.4800	0.5962	0.7750	0.9042	0.3591	0.7624	0.0000	0.8449	0.7623	0.5406	0.7705	0.3300	0.5855	0.0000	0.6756	0.5718	0.4267
0.6058	1.3	480	0.6953	0.4912	0.6144	0.7867	0.8988	0.3983	0.8362	0.0	0.8741	0.8000	0.4933	0.7802	0.3497	0.5556	0.0	0.6987	0.5825	0.4716
1.1279	1.35	500	0.6761	0.4951	0.6085	0.7863	0.9020	0.4554	0.7078	0.0001	0.8995	0.7898	0.5052	0.7811	0.3955	0.5496	0.0001	0.6854	0.5695	0.4849
0.5908	1.41	520	0.6702	0.5043	0.6249	0.7881	0.8911	0.4835	0.7965	0.0000	0.8795	0.8112	0.5123	0.7803	0.4253	0.5761	0.0000	0.6836	0.5677	0.4971
0.5619	1.46	540	0.6795	0.5068	0.6168	0.7953	0.8982	0.4286	0.8136	0.0000	0.9130	0.7514	0.5129	0.7990	0.3923	0.5732	0.0000	0.6878	0.5927	0.5029
0.542	1.51	560	0.6615	0.5083	0.6324	0.7891	0.8796	0.5115	0.8307	0.0000	0.8815	0.8008	0.5229	0.7694	0.4374	0.5711	0.0000	0.7034	0.6046	0.4723
0.5351	1.57	580	0.6603	0.5124	0.6308	0.7940	0.9082	0.5228	0.8054	0.0004	0.8829	0.8067	0.4895	0.7787	0.4395	0.5959	0.0004	0.6977	0.5971	0.4773
0.7767	1.62	600	0.6802	0.5108	0.6430	0.7922	0.8979	0.5737	0.8680	0.0005	0.8646	0.8102	0.4860	0.7870	0.4653	0.5432	0.0005	0.7091	0.5987	0.4720
0.4142	1.68	620	0.6632	0.5123	0.6604	0.7860	0.8661	0.6956	0.8274	0.0007	0.8505	0.8581	0.5245	0.7852	0.4962	0.5795	0.0007	0.6827	0.5455	0.4966
0.5649	1.73	640	0.6215	0.5268	0.6389	0.8050	0.9020	0.5309	0.8440	0.0029	0.9119	0.7378	0.5428	0.7913	0.4438	0.6085	0.0029	0.7136	0.6102	0.5173
1.1126	1.78	660	0.6710	0.5072	0.6214	0.7856	0.8710	0.5075	0.7161	0.0	0.9091	0.8224	0.5237	0.7825	0.4429	0.5821	0.0	0.6619	0.5734	0.5074
0.9695	1.84	680	0.6198	0.5305	0.6630	0.8004	0.9084	0.6110	0.8637	0.0011	0.8216	0.8349	0.6004	0.7829	0.4816	0.5928	0.0011	0.6994	0.5993	0.5561
0.5523	1.89	700	0.6441	0.5227	0.6491	0.7951	0.8706	0.6036	0.7684	0.0072	0.8922	0.8333	0.5685	0.7877	0.4882	0.5808	0.0072	0.6934	0.5828	0.5191
0.8006	1.95	720	0.6019	0.5348	0.6611	0.8020	0.8892	0.5983	0.8240	0.0051	0.8494	0.8173	0.6445	0.7772	0.4853	0.6089	0.0051	0.7054	0.6004	0.5611
1.6557	2.0	740	0.5739	0.5392	0.6624	0.8116	0.8952	0.6136	0.8470	0.0024	0.8979	0.7930	0.5875	0.8091	0.4682	0.6307	0.0024	0.7159	0.6020	0.5459
0.4772	2.05	760	0.7001	0.5047	0.6195	0.7793	0.8289	0.5551	0.8231	0.0007	0.9302	0.5940	0.6043	0.7435	0.4602	0.6202	0.0007	0.6870	0.5443	0.4770
0.6135	2.11	780	0.6414	0.5178	0.6635	0.7902	0.8637	0.6637	0.8236	0.0045	0.8499	0.8699	0.5692	0.7959	0.4827	0.6279	0.0045	0.6915	0.5276	0.4941
0.5883	2.16	800	0.5719	0.5373	0.6471	0.8131	0.9205	0.5466	0.8529	0.0078	0.9038	0.7275	0.5703	0.8165	0.4514	0.6144	0.0078	0.7094	0.6121	0.5496
1.5178	2.22	820	0.7556	0.4534	0.6071	0.7457	0.9334	0.6884	0.8198	0.0109	0.8006	0.8734	0.1228	0.7201	0.4488	0.6383	0.0109	0.6681	0.5701	0.1178
0.4899	2.27	840	0.6151	0.5235	0.6614	0.7937	0.8531	0.6943	0.8269	0.0151	0.9031	0.8045	0.5328	0.7822	0.4611	0.6161	0.0151	0.6892	0.6043	0.4967
0.7717	2.32	860	0.5694	0.5410	0.6771	0.8102	0.9023	0.6725	0.8554	0.0118	0.8576	0.8537	0.5867	0.8122	0.5123	0.5947	0.0118	0.7240	0.5941	0.5382
0.3124	2.38	880	0.5912	0.5308	0.6764	0.8035	0.8728	0.7280	0.8663	0.0176	0.8925	0.8320	0.5252	0.8101	0.4774	0.5993	0.0176	0.7131	0.5974	0.5011
1.0881	2.43	900	0.5762	0.5450	0.6645	0.8132	0.9058	0.6614	0.8226	0.0095	0.9106	0.8050	0.5362	0.8183	0.5055	0.6395	0.0095	0.7089	0.6193	0.5140
1.1418	2.49	920	0.6212	0.5409	0.6790	0.8073	0.8891	0.6945	0.8658	0.0135	0.8693	0.8758	0.5451	0.8050	0.5274	0.5857	0.0134	0.7164	0.6161	0.5223
0.4935	2.54	940	0.5831	0.5492	0.6870	0.8099	0.9066	0.7587	0.8185	0.0128	0.8430	0.8689	0.6006	0.8184	0.5442	0.6307	0.0128	0.6979	0.6119	0.5283
0.7153	2.59	960	0.5784	0.5527	0.6864	0.8137	0.9067	0.7290	0.8433	0.0171	0.8511	0.8346	0.6233	0.8207	0.5102	0.6319	0.0171	0.6994	0.6420	0.5472
0.4808	2.65	980	0.6047	0.5518	0.6716	0.8172	0.9073	0.6681	0.8479	0.0178	0.9072	0.7985	0.5541	0.8204	0.5282	0.6540	0.0178	0.7194	0.5846	0.5381
0.5405	2.7	1000	0.5798	0.5567	0.6888	0.8168	0.9112	0.7304	0.8401	0.0173	0.8620	0.8775	0.5830	0.8256	0.5653	0.6591	0.0173	0.7188	0.5628	0.5480
0.6905	2.76	1020	0.5554	0.5689	0.6973	0.8244	0.9102	0.7144	0.8725	0.0209	0.8490	0.8160	0.6984	0.8153	0.5483	0.6368	0.0209	0.7274	0.6094	0.6245
0.2956	2.81	1040	0.5439	0.5732	0.6998	0.8270	0.9022	0.7176	0.8426	0.0137	0.8652	0.8603	0.6967	0.8270	0.5666	0.6591	0.0137	0.7254	0.5932	0.6278
0.6673	2.86	1060	0.6360	0.5521	0.6563	0.8161	0.9069	0.5855	0.8413	0.0161	0.9258	0.7681	0.5503	0.8207	0.5115	0.6415	0.0161	0.7017	0.6434	0.5297
0.5508	2.92	1080	0.5958	0.5477	0.6840	0.8130	0.9085	0.7176	0.8131	0.0227	0.8676	0.9155	0.5430	0.8231	0.5035	0.6603	0.0226	0.7068	0.5900	0.5275
0.3581	2.97	1100	0.5723	0.5555	0.6838	0.8171	0.9139	0.7258	0.8684	0.0243	0.8794	0.8203	0.5546	0.8212	0.5387	0.6548	0.0243	0.7154	0.6083	0.5262
0.4841	3.03	1120	0.5942	0.5540	0.6757	0.8156	0.8956	0.6895	0.8729	0.0263	0.9085	0.7743	0.5625	0.8169	0.5370	0.6322	0.0262	0.7145	0.6168	0.5345
1.2171	3.08	1140	0.5655	0.5743	0.6854	0.8267	0.9018	0.7026	0.8219	0.0210	0.9170	0.8073	0.6264	0.8188	0.5745	0.6617	0.0209	0.7254	0.6344	0.5845
0.7295	3.14	1160	0.5892	0.5635	0.6893	0.8206	0.9051	0.7172	0.8210	0.0193	0.8819	0.8843	0.5967	0.8103	0.5722	0.6286	0.0193	0.7319	0.6104	0.5715
0.4304	3.19	1180	0.5996	0.5626	0.6676	0.8220	0.9283	0.6472	0.8038	0.0209	0.9114	0.8080	0.5539	0.8254	0.5520	0.6522	0.0209	0.7104	0.6297	0.5473
0.3914	3.24	1200	0.5846	0.5586	0.6802	0.8165	0.9289	0.6335	0.8373	0.0270	0.8397	0.9028	0.5918	0.8165	0.5484	0.6610	0.0269	0.7062	0.5918	0.5592
0.459	3.3	1220	0.5626	0.5697	0.6759	0.8249	0.9200	0.6211	0.8378	0.0247	0.8927	0.8096	0.6256	0.8267	0.5479	0.6707	0.0247	0.7100	0.6239	0.5844
0.4273	3.35	1240	0.5436	0.5748	0.6971	0.8261	0.9160	0.7420	0.8223	0.0284	0.8748	0.8662	0.6296	0.8349	0.5690	0.6648	0.0283	0.7073	0.6220	0.5974
0.7307	3.41	1260	0.5777	0.5740	0.6867	0.8265	0.9018	0.6797	0.8685	0.0287	0.9120	0.8129	0.6032	0.8323	0.5624	0.6609	0.0286	0.7120	0.6408	0.5811
0.8064	3.46	1280	0.5871	0.5709	0.7007	0.8195	0.9046	0.7119	0.8968	0.0283	0.8309	0.8656	0.6669	0.8063	0.5839	0.6250	0.0282	0.7109	0.6261	0.6156
0.4575	3.51	1300	0.5396	0.5813	0.7039	0.8279	0.8869	0.7134	0.8213	0.0278	0.8780	0.8872	0.7128	0.8239	0.5751	0.6786	0.0277	0.7162	0.6100	0.6374
0.8346	3.57	1320	0.5407	0.5862	0.6868	0.8356	0.9215	0.6417	0.8160	0.0303	0.9099	0.8184	0.6701	0.8282	0.5544	0.6760	0.0302	0.7313	0.6665	0.6172
0.538	3.62	1340	0.5798	0.5755	0.6826	0.8288	0.9249	0.6392	0.8513	0.0333	0.8881	0.7921	0.6493	0.8136	0.5373	0.6637	0.0332	0.7297	0.6494	0.6020
0.5	3.68	1360	0.5624	0.5740	0.6972	0.8261	0.9038	0.7564	0.7993	0.0466	0.9040	0.8654	0.6048	0.8267	0.5610	0.6471	0.0459	0.7242	0.6314	0.5817
0.7963	3.73	1380	0.5464	0.5881	0.7196	0.8327	0.9158	0.8199	0.8458	0.0977	0.8864	0.8724	0.5991	0.8307	0.5584	0.6788	0.0955	0.7413	0.6441	0.5681
0.5019	3.78	1400	0.5732	0.5641	0.6892	0.8188	0.8884	0.6861	0.8045	0.0426	0.8905	0.8966	0.6157	0.8294	0.5582	0.6449	0.0417	0.7119	0.5982	0.5647
0.3556	3.84	1420	0.5614	0.5656	0.6939	0.8221	0.9059	0.6968	0.8426	0.0388	0.8769	0.9076	0.5883	0.8286	0.5495	0.6699	0.0379	0.7255	0.5967	0.5512
1.2328	3.89	1440	0.5214	0.5834	0.7049	0.8364	0.9089	0.7927	0.8279	0.0314	0.9174	0.7945	0.6613	0.8361	0.5510	0.6667	0.0311	0.7469	0.6389	0.6130
0.6292	3.95	1460	0.5268	0.5940	0.7025	0.8370	0.9295	0.7078	0.7920	0.0505	0.8791	0.8610	0.6977	0.8302	0.5766	0.6913	0.0502	0.7273	0.6415	0.6410
0.4666	4.0	1480	0.5203	0.5982	0.7149	0.8414	0.8985	0.7237	0.8719	0.0347	0.8957	0.8460	0.7340	0.8261	0.5801	0.6709	0.0343	0.7505	0.6559	0.6697
0.3796	4.05	1500	0.5665	0.5732	0.6847	0.8278	0.9225	0.6943	0.8157	0.0277	0.9059	0.8394	0.5871	0.8228	0.5673	0.6594	0.0276	0.7330	0.6489	0.5531
0.3788	4.11	1520	0.5967	0.5710	0.7094	0.8238	0.9039	0.7587	0.8920	0.0344	0.8499	0.9073	0.6202	0.8123	0.5820	0.6207	0.0341	0.7459	0.6208	0.5810
0.5981	4.16	1540	0.5219	0.6034	0.7141	0.8464	0.9115	0.7437	0.8373	0.0402	0.9134	0.8226	0.7297	0.8375	0.5922	0.6727	0.0400	0.7600	0.6553	0.6659
0.6172	4.22	1560	0.5506	0.6019	0.7276	0.8424	0.9150	0.7922	0.8591	0.0421	0.8637	0.8910	0.7302	0.8310	0.6222	0.6465	0.0419	0.7595	0.6467	0.6653
0.9793	4.27	1580	0.5662	0.5945	0.7157	0.8315	0.8954	0.7067	0.8588	0.1124	0.8828	0.8973	0.6562	0.8274	0.5828	0.6668	0.1099	0.7263	0.6428	0.6055
0.1778	4.32	1600	0.5729	0.5887	0.7027	0.8305	0.9020	0.6804	0.8818	0.0979	0.8952	0.8093	0.6524	0.8203	0.5735	0.6227	0.0960	0.7345	0.6617	0.6122
0.5063	4.38	1620	0.5600	0.6120	0.7229	0.8389	0.8885	0.7092	0.8553	0.1859	0.9225	0.8204	0.6787	0.8280	0.5850	0.6491	0.1766	0.7422	0.6705	0.6325
0.3814	4.43	1640	0.5574	0.6034	0.7102	0.8367	0.8978	0.6917	0.8472	0.1500	0.9286	0.8116	0.6445	0.8259	0.5884	0.6513	0.1386	0.7443	0.6665	0.6089
0.519	4.49	1660	0.5396	0.6096	0.7251	0.8424	0.9117	0.7642	0.8589	0.1320	0.9047	0.8380	0.6662	0.8281	0.5938	0.6625	0.1257	0.7578	0.6706	0.6288
0.2187	4.54	1680	0.6028	0.5772	0.7055	0.8238	0.8965	0.7234	0.8792	0.0723	0.8685	0.8578	0.6407	0.8122	0.5735	0.6276	0.0670	0.7327	0.6279	0.5993
0.2743	4.59	1700	0.5523	0.5925	0.7134	0.8340	0.9116	0.7041	0.8633	0.0752	0.8666	0.9024	0.6703	0.8247	0.5761	0.6458	0.0702	0.7339	0.6523	0.6442
0.3156	4.65	1720	0.5467	0.6008	0.7072	0.8397	0.9288	0.7070	0.8212	0.1022	0.9079	0.8624	0.6207	0.8364	0.5710	0.6920	0.0975	0.7371	0.6732	0.5983
0.5023	4.7	1740	0.5488	0.6001	0.7166	0.8361	0.9347	0.7274	0.8471	0.0957	0.8405	0.8542	0.7168	0.8248	0.5901	0.6627	0.0909	0.7316	0.6688	0.6320
0.4018	4.76	1760	0.5632	0.5931	0.7186	0.8354	0.9207	0.7819	0.8658	0.0854	0.8792	0.8807	0.6162	0.8303	0.6058	0.6519	0.0820	0.7514	0.6402	0.5901
0.6518	4.81	1780	0.5562	0.6116	0.7399	0.8365	0.9176	0.7384	0.8397	0.2313	0.8446	0.9202	0.6874	0.8353	0.5929	0.6764	0.1943	0.7405	0.6012	0.6409
0.4821	4.86	1800	0.5385	0.6090	0.7344	0.8386	0.9156	0.7558	0.8533	0.2101	0.8750	0.8643	0.6663	0.8297	0.5646	0.6635	0.1696	0.7538	0.6649	0.6165
1.2351	4.92	1820	0.5615	0.6048	0.7211	0.8349	0.8931	0.7518	0.8394	0.2313	0.9361	0.7695	0.6264	0.8268	0.5576	0.6753	0.1981	0.7446	0.6386	0.5928
0.4926	4.97	1840	0.5058	0.6325	0.7543	0.8488	0.9236	0.8063	0.8364	0.2754	0.8900	0.8906	0.6580	0.8455	0.5986	0.6978	0.2565	0.7620	0.6363	0.6306
0.4371	5.03	1860	0.5275	0.6269	0.7513	0.8429	0.9164	0.7504	0.8757	0.3191	0.8825	0.8876	0.6275	0.8410	0.5952	0.7030	0.2756	0.7565	0.6221	0.5952
0.6446	5.08	1880	0.5330	0.6232	0.7285	0.8422	0.9206	0.6609	0.8161	0.2624	0.8956	0.8826	0.6610	0.8409	0.5665	0.7013	0.2397	0.7293	0.6589	0.6262
0.4632	5.14	1900	0.5035	0.6373	0.7409	0.8490	0.9317	0.7629	0.8298	0.2748	0.9075	0.8210	0.6584	0.8436	0.6154	0.7021	0.2513	0.7484	0.6889	0.6111
0.2719	5.19	1920	0.5557	0.6045	0.7392	0.8278	0.9006	0.8015	0.8556	0.2787	0.8798	0.9001	0.5582	0.8267	0.5779	0.6913	0.2251	0.7257	0.6632	0.5217
0.5509	5.24	1940	0.5240	0.6182	0.7483	0.8366	0.9072	0.7877	0.8543	0.2800	0.8729	0.9156	0.6203	0.8345	0.5899	0.6798	0.2451	0.7344	0.6602	0.5837
0.2536	5.3	1960	0.5593	0.5963	0.7201	0.8315	0.9170	0.7085	0.8697	0.2047	0.8921	0.9169	0.5316	0.8325	0.5605	0.6759	0.1901	0.7413	0.6639	0.5096
0.8791	5.35	1980	0.5216	0.6331	0.7435	0.8490	0.9181	0.7519	0.8773	0.2744	0.9182	0.8311	0.6334	0.8428	0.5950	0.6767	0.2585	0.7640	0.7008	0.5938
0.3974	5.41	2000	0.5192	0.6348	0.7398	0.8492	0.9059	0.7101	0.8295	0.2401	0.9108	0.8663	0.7161	0.8374	0.5943	0.7026	0.2157	0.7486	0.6957	0.6495
0.8084	5.46	2020	0.5163	0.6360	0.7581	0.8473	0.9152	0.7299	0.8619	0.2927	0.8509	0.9112	0.7450	0.8371	0.5915	0.6840	0.2432	0.7450	0.6808	0.6701
0.3075	5.51	2040	0.5009	0.6407	0.7434	0.8517	0.9225	0.7160	0.8092	0.2932	0.9131	0.8609	0.6888	0.8390	0.5821	0.7010	0.2488	0.7529	0.7127	0.6486
0.5226	5.57	2060	0.5110	0.6346	0.7520	0.8478	0.9210	0.6899	0.8547	0.3067	0.8652	0.9224	0.7044	0.8459	0.5758	0.6844	0.2571	0.7414	0.6755	0.6622
0.4741	5.62	2080	0.5233	0.6403	0.7549	0.8494	0.9124	0.7090	0.8553	0.3421	0.8948	0.8915	0.6794	0.8389	0.5849	0.6655	0.2933	0.7555	0.6866	0.6572
0.2684	5.68	2100	0.4654	0.6519	0.7736	0.8560	0.9084	0.7717	0.8285	0.3537	0.8772	0.8874	0.7882	0.8444	0.5742	0.6988	0.3008	0.7621	0.6854	0.6972
0.3231	5.73	2120	0.4797	0.6445	0.7459	0.8528	0.9128	0.7013	0.8657	0.3075	0.9186	0.8074	0.7079	0.8407	0.5867	0.7076	0.2749	0.7563	0.6986	0.6466
0.5908	5.78	2140	0.5306	0.6249	0.7441	0.8402	0.9123	0.7365	0.8036	0.3342	0.8984	0.9007	0.6229	0.8453	0.5898	0.7087	0.2755	0.7408	0.6310	0.5831
0.2693	5.84	2160	0.5787	0.6188	0.7454	0.8327	0.9288	0.6676	0.8818	0.3901	0.8385	0.9125	0.5985	0.8347	0.5758	0.6955	0.3256	0.7292	0.6057	0.5653
0.2409	5.89	2180	0.5280	0.6288	0.7509	0.8408	0.9057	0.7197	0.8782	0.3590	0.8883	0.8673	0.6380	0.8421	0.5830	0.6858	0.3098	0.7420	0.6469	0.5921
0.4262	5.95	2200	0.5102	0.6451	0.7559	0.8475	0.8884	0.7201	0.8277	0.3434	0.9061	0.8676	0.7378	0.8330	0.5913	0.7101	0.3108	0.7405	0.6695	0.6607
0.2629	6.0	2220	0.5054	0.6370	0.7511	0.8470	0.9147	0.7661	0.8445	0.3115	0.9070	0.8847	0.6291	0.8411	0.6053	0.6955	0.2879	0.7507	0.6789	0.5996
0.4117	6.05	2240	0.5191	0.6398	0.7506	0.8509	0.9153	0.7405	0.8488	0.3058	0.9114	0.8665	0.6658	0.8476	0.5981	0.6865	0.2761	0.7547	0.6760	0.6397
0.3589	6.11	2260	0.5075	0.6430	0.7573	0.8513	0.9109	0.7465	0.8552	0.3256	0.9044	0.8808	0.6775	0.8491	0.5965	0.6998	0.2919	0.7540	0.6737	0.6360
0.2856	6.16	2280	0.4786	0.6539	0.7700	0.8556	0.9285	0.7530	0.8617	0.3647	0.8685	0.8830	0.7307	0.8552	0.6203	0.6968	0.3064	0.7554	0.6733	0.6699
0.4254	6.22	2300	0.4756	0.6569	0.7665	0.8559	0.9288	0.7752	0.8378	0.3568	0.8853	0.8620	0.7194	0.8472	0.6377	0.7117	0.2956	0.7551	0.6845	0.6666
0.4135	6.27	2320	0.4881	0.6510	0.7674	0.8527	0.9381	0.7567	0.8452	0.3859	0.8675	0.9027	0.6761	0.8490	0.6065	0.7109	0.3298	0.7525	0.6700	0.6384
0.2908	6.32	2340	0.5053	0.6337	0.7471	0.8497	0.9322	0.7010	0.8776	0.3264	0.8965	0.8715	0.6248	0.8542	0.5696	0.6968	0.2772	0.7547	0.6797	0.6038
0.3666	6.38	2360	0.5248	0.6369	0.7650	0.8426	0.9087	0.8227	0.8484	0.3769	0.8875	0.8894	0.6215	0.8385	0.6237	0.7149	0.3173	0.7493	0.6272	0.5875
0.3551	6.43	2380	0.4940	0.6455	0.7620	0.8492	0.9330	0.7356	0.8266	0.4330	0.8855	0.8707	0.6494	0.8430	0.6150	0.7124	0.3404	0.7639	0.6236	0.6202
0.553	6.49	2400	0.5107	0.6281	0.7478	0.8404	0.9057	0.7340	0.8412	0.4025	0.9142	0.8149	0.6222	0.8356	0.6031	0.6988	0.3174	0.7634	0.6132	0.5654
0.2966	6.54	2420	0.4833	0.6533	0.7733	0.8504	0.8926	0.7734	0.8340	0.4425	0.9010	0.8100	0.7594	0.8296	0.5908	0.6986	0.3561	0.7635	0.6855	0.6488
0.3404	6.59	2440	0.4632	0.6744	0.7906	0.8668	0.9260	0.7448	0.8276	0.4473	0.8743	0.9094	0.8048	0.8534	0.5984	0.6945	0.3599	0.7796	0.6775	0.7576
0.3744	6.65	2460	0.4676	0.6668	0.7805	0.8635	0.9082	0.7284	0.8669	0.3997	0.8938	0.8722	0.7940	0.8431	0.5988	0.6811	0.3309	0.7835	0.6963	0.7338
0.2305	6.7	2480	0.4940	0.6457	0.7644	0.8503	0.9106	0.7627	0.8212	0.3682	0.8900	0.8853	0.7126	0.8483	0.6077	0.6985	0.3056	0.7507	0.6460	0.6629
0.5477	6.76	2500	0.4748	0.6434	0.7565	0.8511	0.9113	0.7199	0.8503	0.3216	0.8851	0.8649	0.7422	0.8372	0.6007	0.6964	0.2756	0.7587	0.6627	0.6722
0.4124	6.81	2520	0.5313	0.6212	0.7536	0.8363	0.9066	0.7573	0.8717	0.3575	0.8687	0.8851	0.6284	0.8396	0.5911	0.6855	0.2896	0.7408	0.6163	0.5852
0.2796	6.86	2540	0.5070	0.6298	0.7487	0.8428	0.9255	0.7156	0.8490	0.3604	0.8818	0.8853	0.6232	0.8433	0.5883	0.7088	0.2848	0.7451	0.6501	0.5884
0.4311	6.92	2560	0.4974	0.6417	0.7562	0.8498	0.9235	0.7283	0.8279	0.3363	0.8813	0.9074	0.6887	0.8402	0.5876	0.7103	0.2712	0.7493	0.6854	0.6479
0.3702	6.97	2580	0.4818	0.6476	0.7665	0.8517	0.9057	0.7407	0.8656	0.3668	0.8857	0.8679	0.7329	0.8324	0.5872	0.6917	0.2922	0.7603	0.6916	0.6779
0.2871	7.03	2600	0.4799	0.6534	0.7799	0.8545	0.9170	0.7555	0.8591	0.3950	0.8555	0.9283	0.7492	0.8397	0.5833	0.7046	0.3095	0.7598	0.6822	0.6949
0.7906	7.08	2620	0.4530	0.6682	0.7793	0.8627	0.9270	0.7177	0.8329	0.4190	0.8724	0.8894	0.7967	0.8503	0.6027	0.7201	0.3355	0.7671	0.6815	0.7202
1.0369	7.14	2640	0.4532	0.6729	0.7866	0.8650	0.9171	0.7342	0.8169	0.4682	0.8858	0.8500	0.8340	0.8486	0.6012	0.7221	0.3281	0.7735	0.6901	0.7468
0.1002	7.19	2660	0.4763	0.6475	0.7783	0.8473	0.9195	0.7371	0.8541	0.4672	0.8371	0.8830	0.7504	0.8395	0.5952	0.6829	0.3264	0.7449	0.6816	0.6620
0.421	7.24	2680	0.4708	0.6564	0.7725	0.8536	0.9139	0.7475	0.8448	0.4383	0.8912	0.8500	0.7218	0.8464	0.6053	0.6836	0.3438	0.7537	0.6971	0.6649
0.3491	7.3	2700	0.4797	0.6623	0.7766	0.8605	0.9196	0.7842	0.8150	0.3615	0.8825	0.8893	0.7840	0.8496	0.6198	0.6843	0.3212	0.7668	0.6709	0.7238
0.3251	7.35	2720	0.5016	0.6447	0.7619	0.8503	0.9166	0.7314	0.8473	0.3875	0.8873	0.8581	0.7048	0.8399	0.5973	0.6879	0.3038	0.7598	0.6731	0.6514
0.2954	7.41	2740	0.4827	0.6542	0.7699	0.8558	0.9325	0.7329	0.8164	0.4061	0.8711	0.8951	0.7356	0.8512	0.5979	0.7164	0.3021	0.7561	0.6740	0.6819
0.8119	7.46	2760	0.4875	0.6389	0.7475	0.8483	0.9147	0.7206	0.8252	0.3623	0.9144	0.8061	0.6892	0.8436	0.5970	0.7009	0.2852	0.7529	0.6595	0.6334
0.4892	7.51	2780	0.4884	0.6658	0.7807	0.8602	0.9198	0.7653	0.8348	0.4184	0.8825	0.8762	0.7681	0.8476	0.6314	0.6994	0.3441	0.7736	0.6672	0.6970
0.2375	7.57	2800	0.5425	0.6312	0.7496	0.8437	0.9158	0.7275	0.8471	0.3690	0.8988	0.8531	0.6356	0.8490	0.5966	0.6789	0.3052	0.7509	0.6508	0.5870
0.3523	7.62	2820	0.5090	0.6444	0.7629	0.8493	0.9150	0.7391	0.8120	0.4380	0.9014	0.8461	0.6890	0.8484	0.5877	0.6958	0.3256	0.7557	0.6702	0.6275
0.4111	7.68	2840	0.5295	0.6487	0.7482	0.8527	0.9321	0.6795	0.8419	0.4202	0.9165	0.7582	0.6893	0.8524	0.5854	0.6974	0.3443	0.7492	0.6599	0.6526
1.3345	7.73	2860	0.5312	0.6381	0.7590	0.8457	0.9285	0.7271	0.8544	0.3958	0.8676	0.8797	0.6600	0.8476	0.5921	0.7023	0.3164	0.7434	0.6464	0.6184
0.3067	7.78	2880	0.5353	0.6287	0.7515	0.8419	0.9314	0.7393	0.8338	0.3950	0.8840	0.8860	0.5910	0.8452	0.5748	0.6974	0.3258	0.7478	0.6386	0.5715
0.3504	7.84	2900	0.5089	0.6413	0.7710	0.8427	0.9042	0.7322	0.8563	0.4845	0.8789	0.8926	0.6481	0.8454	0.6037	0.7177	0.3626	0.7464	0.6088	0.6046
0.1571	7.89	2920	0.4610	0.6648	0.7848	0.8592	0.9191	0.7468	0.8439	0.4573	0.8690	0.8682	0.7891	0.8456	0.6052	0.7135	0.3473	0.7687	0.6665	0.7069
1.2816	7.95	2940	0.5114	0.6469	0.7530	0.8489	0.9106	0.7227	0.8345	0.4185	0.9284	0.7978	0.6587	0.8421	0.5930	0.7067	0.3437	0.7454	0.6614	0.6359
0.2313	8.0	2960	0.4590	0.6649	0.7950	0.8581	0.9293	0.7846	0.8195	0.5312	0.8649	0.9124	0.7234	0.8572	0.6063	0.7271	0.3717	0.7663	0.6473	0.6788
0.2783	8.05	2980	0.4880	0.6562	0.7737	0.8552	0.9206	0.7340	0.8481	0.4596	0.8959	0.8693	0.6886	0.8520	0.5964	0.7237	0.3605	0.7651	0.6440	0.6515
0.4596	8.11	3000	0.4796	0.6594	0.7734	0.8594	0.9270	0.7266	0.8638	0.4060	0.8821	0.8712	0.7373	0.8547	0.6029	0.7045	0.3383	0.7691	0.6565	0.6900
0.484	8.16	3020	0.4801	0.6525	0.7662	0.8567	0.9257	0.7447	0.8453	0.3708	0.8911	0.8711	0.7146	0.8497	0.6033	0.7013	0.3143	0.7701	0.6602	0.6683
0.7794	8.22	3040	0.5150	0.6351	0.7574	0.8486	0.9244	0.7055	0.8720	0.3914	0.8906	0.8891	0.6284	0.8510	0.5778	0.6924	0.3180	0.7697	0.6266	0.6100
0.2596	8.27	3060	0.4605	0.6728	0.8023	0.8643	0.9296	0.7382	0.8009	0.6057	0.8676	0.8704	0.8037	0.8590	0.5863	0.7212	0.3657	0.7786	0.6606	0.7384
0.3451	8.32	3080	0.4801	0.6533	0.7726	0.8542	0.9342	0.7089	0.7939	0.5207	0.8905	0.8810	0.6794	0.8569	0.5994	0.7048	0.3568	0.7668	0.6417	0.6465
0.178	8.38	3100	0.4871	0.6587	0.7753	0.8571	0.9203	0.7452	0.8595	0.4154	0.8878	0.8921	0.7068	0.8551	0.5997	0.7056	0.3496	0.7588	0.6677	0.6746
0.243	8.43	3120	0.4930	0.6537	0.7798	0.8525	0.9151	0.7488	0.8526	0.4782	0.8822	0.8962	0.6852	0.8542	0.5954	0.7098	0.3756	0.7604	0.6362	0.6441
1.029	8.49	3140	0.5020	0.6621	0.7809	0.8629	0.9217	0.7246	0.8719	0.4224	0.8814	0.8691	0.7751	0.8575	0.5908	0.7086	0.3256	0.7820	0.6544	0.7156
0.3411	8.54	3160	0.4718	0.6769	0.7942	0.8701	0.9232	0.7410	0.8480	0.4596	0.8799	0.8743	0.8331	0.8581	0.5859	0.7140	0.3461	0.7871	0.6862	0.7609
0.8273	8.59	3180	0.4833	0.6617	0.7717	0.8597	0.9258	0.7331	0.8359	0.4446	0.9110	0.8565	0.6951	0.8554	0.5947	0.7329	0.3361	0.7660	0.6866	0.6599
0.236	8.65	3200	0.5126	0.6623	0.7861	0.8574	0.9327	0.7244	0.8617	0.4976	0.8512	0.8806	0.7546	0.8382	0.5781	0.7337	0.3562	0.7735	0.6844	0.6723
0.5863	8.7	3220	0.4874	0.6583	0.7689	0.8561	0.9247	0.6951	0.8452	0.4707	0.8929	0.8181	0.7352	0.8566	0.5788	0.7320	0.3533	0.7514	0.6751	0.6611
0.1407	8.76	3240	0.4821	0.6631	0.7758	0.8596	0.9317	0.7305	0.8524	0.4620	0.8953	0.8645	0.6943	0.8595	0.6026	0.7289	0.3493	0.7630	0.6822	0.6560
0.37	8.81	3260	0.4610	0.6623	0.7918	0.8576	0.9185	0.7703	0.8591	0.5065	0.8738	0.8910	0.7236	0.8539	0.5877	0.7190	0.3750	0.7674	0.6530	0.6799
0.2278	8.86	3280	0.4558	0.6728	0.7912	0.8657	0.9346	0.7719	0.8781	0.4576	0.8707	0.8522	0.7732	0.8570	0.5979	0.7154	0.3675	0.7793	0.6837	0.7088
0.2162	8.92	3300	0.4729	0.6761	0.7877	0.8690	0.9323	0.7218	0.8599	0.4369	0.8707	0.8607	0.8314	0.8607	0.5898	0.7250	0.3628	0.7802	0.6788	0.7358
0.3056	8.97	3320	0.4642	0.6783	0.7853	0.8703	0.9315	0.7099	0.8458	0.4322	0.8781	0.8557	0.8435	0.8623	0.5979	0.7211	0.3677	0.7827	0.6799	0.7365
0.2559	9.03	3340	0.4656	0.6762	0.7912	0.8682	0.9214	0.7495	0.8704	0.4438	0.8864	0.8712	0.7955	0.8563	0.6054	0.7191	0.3629	0.7876	0.6742	0.7281
0.1877	9.08	3360	0.5040	0.6560	0.7786	0.8564	0.9296	0.7405	0.8308	0.4822	0.8828	0.8864	0.6975	0.8561	0.6038	0.7168	0.3599	0.7781	0.6268	0.6508
0.3642	9.14	3380	0.5220	0.6641	0.7750	0.8623	0.9358	0.7360	0.8271	0.4464	0.8909	0.8340	0.7550	0.8398	0.5961	0.7071	0.3322	0.7897	0.6824	0.7011
0.3262	9.19	3400	0.4821	0.6671	0.7852	0.8648	0.9371	0.7365	0.8144	0.4944	0.8846	0.8641	0.7654	0.8583	0.6014	0.7045	0.3507	0.7926	0.6536	0.7089
0.6146	9.24	3420	0.4709	0.6722	0.7968	0.8649	0.9332	0.7110	0.8408	0.5184	0.8445	0.8999	0.8298	0.8581	0.6040	0.6981	0.3546	0.7786	0.6622	0.7497
0.3797	9.3	3440	0.4913	0.6626	0.7726	0.8619	0.9379	0.6889	0.8627	0.4387	0.8827	0.8607	0.7365	0.8575	0.5929	0.6943	0.3417	0.7714	0.6731	0.7071
0.1604	9.35	3460	0.4847	0.6468	0.7515	0.8555	0.9323	0.6980	0.8215	0.3373	0.8956	0.8472	0.7284	0.8557	0.5806	0.7177	0.2842	0.7554	0.6745	0.6597
0.2544	9.41	3480	0.4657	0.6703	0.7804	0.8659	0.9461	0.7093	0.8057	0.4421	0.8614	0.8804	0.8176	0.8528	0.6011	0.7015	0.3266	0.7768	0.6791	0.7540
0.3071	9.46	3500	0.4704	0.6715	0.7864	0.8644	0.9164	0.7579	0.8338	0.4608	0.8998	0.8626	0.7732	0.8597	0.6017	0.7251	0.3381	0.7671	0.6872	0.7213
0.2165	9.51	3520	0.5137	0.6596	0.7623	0.8591	0.9293	0.7242	0.8397	0.3607	0.9003	0.8622	0.7197	0.8554	0.5980	0.7252	0.3079	0.7498	0.6979	0.6829
0.6251	9.57	3540	0.4720	0.6663	0.7775	0.8639	0.9307	0.7446	0.8561	0.4056	0.8906	0.8707	0.7441	0.8662	0.6035	0.7218	0.3113	0.7612	0.6928	0.7072
0.2985	9.62	3560	0.4701	0.6697	0.7857	0.8649	0.9248	0.7738	0.8546	0.4398	0.8962	0.8646	0.7463	0.8656	0.6034	0.7188	0.3235	0.7665	0.6982	0.7120
0.7024	9.68	3580	0.5024	0.6603	0.7762	0.8581	0.9191	0.7492	0.8497	0.4537	0.8999	0.8380	0.7236	0.8564	0.6006	0.7120	0.3222	0.7594	0.6912	0.6802
0.3726	9.73	3600	0.4899	0.6757	0.7952	0.8677	0.9149	0.7442	0.8736	0.4567	0.8779	0.8792	0.8200	0.8607	0.6072	0.7149	0.3316	0.7747	0.6743	0.7670
0.2052	9.78	3620	0.4647	0.6806	0.7999	0.8690	0.9184	0.7340	0.8675	0.5045	0.8741	0.8654	0.8355	0.8622	0.6071	0.7233	0.3590	0.7757	0.6720	0.7648
0.2286	9.84	3640	0.4740	0.6673	0.7868	0.8619	0.9139	0.7225	0.8565	0.5175	0.8994	0.8409	0.7567	0.8573	0.6091	0.7216	0.3492	0.7780	0.6534	0.7025
0.3024	9.89	3660	0.4736	0.6755	0.7984	0.8664	0.9152	0.7496	0.8430	0.5112	0.8767	0.8611	0.8322	0.8541	0.6059	0.7260	0.3414	0.7825	0.6738	0.7447
0.3105	9.95	3680	0.4792	0.6741	0.7931	0.8653	0.9184	0.7362	0.8284	0.5416	0.8915	0.8228	0.8126	0.8528	0.6042	0.7285	0.3435	0.7808	0.6681	0.7407
0.2934	10.0	3700	0.5106	0.6724	0.7975	0.8626	0.9316	0.7395	0.8395	0.5418	0.8552	0.8875	0.7875	0.8534	0.6099	0.7257	0.3640	0.7731	0.6500	0.7308
0.17	10.05	3720	0.5045	0.6638	0.7726	0.8624	0.9309	0.6885	0.8639	0.4334	0.8935	0.8691	0.7291	0.8580	0.5959	0.7067	0.3379	0.7705	0.6719	0.7059
0.2049	10.11	3740	0.4872	0.6727	0.7838	0.8671	0.9338	0.7025	0.8787	0.4221	0.8697	0.8904	0.7893	0.8591	0.6043	0.7121	0.3402	0.7763	0.6775	0.7397
0.2194	10.16	3760	0.4610	0.6873	0.8003	0.8724	0.9370	0.7638	0.8305	0.4971	0.8751	0.8812	0.8177	0.8588	0.6197	0.7279	0.3760	0.7854	0.6812	0.7622
0.7358	10.22	3780	0.4820	0.6644	0.7788	0.8609	0.9221	0.7534	0.8515	0.4582	0.9093	0.8576	0.6993	0.8607	0.6057	0.7157	0.3805	0.7758	0.6392	0.6728
0.2417	10.27	3800	0.4697	0.6745	0.7942	0.8646	0.9354	0.7859	0.8473	0.4847	0.8703	0.8791	0.7571	0.8608	0.6269	0.7212	0.3840	0.7779	0.6462	0.7043
0.2213	10.32	3820	0.4694	0.6856	0.8034	0.8722	0.9329	0.7281	0.8479	0.5462	0.8725	0.8668	0.8296	0.8598	0.6053	0.7289	0.3593	0.7880	0.6926	0.7653
0.2086	10.38	3840	0.4841	0.6821	0.8020	0.8697	0.9260	0.7283	0.8565	0.5346	0.8671	0.8571	0.8447	0.8593	0.6035	0.7259	0.3443	0.7779	0.6986	0.7651
0.2276	10.43	3860	0.4768	0.6778	0.7909	0.8685	0.9253	0.7345	0.8606	0.4627	0.8806	0.8534	0.8191	0.8582	0.6018	0.7140	0.3451	0.7754	0.6993	0.7512
0.9307	10.49	3880	0.4355	0.6858	0.8050	0.8737	0.9314	0.8159	0.8513	0.4519	0.8732	0.8815	0.8299	0.8701	0.6332	0.7154	0.3481	0.7861	0.6798	0.7679
0.1625	10.54	3900	0.4257	0.6836	0.8019	0.8724	0.9209	0.7324	0.8575	0.5085	0.8802	0.8673	0.8468	0.8637	0.6024	0.7254	0.3344	0.7843	0.6963	0.7790
0.1964	10.59	3920	0.4494	0.6834	0.7943	0.8718	0.9317	0.7255	0.8322	0.5191	0.8960	0.8549	0.8007	0.8636	0.6005	0.7243	0.3587	0.7830	0.6965	0.7569
0.2189	10.65	3940	0.4543	0.6863	0.8034	0.8722	0.9352	0.7300	0.8170	0.5578	0.8756	0.8838	0.8242	0.8629	0.6074	0.7227	0.3691	0.7853	0.6912	0.7653
0.1141	10.7	3960	0.4769	0.6809	0.8033	0.8666	0.9234	0.7449	0.8364	0.5728	0.8808	0.8903	0.7746	0.8605	0.6121	0.7226	0.3733	0.7706	0.6860	0.7414
0.1867	10.76	3980	0.4879	0.6746	0.7927	0.8652	0.9234	0.7417	0.8636	0.5258	0.8975	0.8616	0.7349	0.8607	0.6069	0.7269	0.3748	0.7770	0.6687	0.7071
0.156	10.81	4000	0.4501	0.6887	0.8135	0.8720	0.9286	0.7505	0.8476	0.5828	0.8662	0.8978	0.8206	0.8634	0.6066	0.7315	0.3842	0.7828	0.6832	0.7689
0.2032	10.86	4020	0.4532	0.6825	0.7954	0.8695	0.9331	0.7527	0.8311	0.5158	0.8869	0.8539	0.7942	0.8568	0.6037	0.7282	0.3794	0.7812	0.6931	0.7352
0.4218	10.92	4040	0.4506	0.6807	0.8026	0.8674	0.9271	0.7361	0.8379	0.5497	0.8665	0.8901	0.8106	0.8601	0.6099	0.7350	0.3613	0.7727	0.6764	0.7494
0.9776	10.97	4060	0.4304	0.6862	0.8022	0.8720	0.9257	0.7324	0.8475	0.5307	0.8827	0.8755	0.8212	0.8695	0.6107	0.7208	0.3718	0.7764	0.6820	0.7719
0.3795	11.03	4080	0.4585	0.6802	0.7907	0.8698	0.9280	0.7497	0.8484	0.4749	0.8958	0.8439	0.7942	0.8633	0.6101	0.7108	0.3685	0.7795	0.6884	0.7412
0.2103	11.08	4100	0.4643	0.6755	0.7950	0.8659	0.9326	0.7790	0.8364	0.4977	0.8790	0.8776	0.7630	0.8611	0.6004	0.7123	0.3909	0.7768	0.6742	0.7127
0.1525	11.14	4120	0.4791	0.6700	0.7758	0.8655	0.9361	0.7245	0.8489	0.4356	0.9039	0.8582	0.7233	0.8643	0.6066	0.7160	0.3642	0.7754	0.6648	0.6983
0.2646	11.19	4140	0.4628	0.6752	0.7874	0.8666	0.9362	0.7699	0.8380	0.4273	0.8745	0.8858	0.7801	0.8661	0.6313	0.7159	0.3599	0.7712	0.6584	0.7237
0.1286	11.24	4160	0.4678	0.6788	0.7937	0.8690	0.9413	0.7485	0.8311	0.5061	0.8758	0.8609	0.7923	0.8631	0.6143	0.7101	0.3646	0.7824	0.6837	0.7338
0.2149	11.3	4180	0.4582	0.6848	0.7930	0.8723	0.9235	0.7508	0.8278	0.4643	0.9009	0.8672	0.8165	0.8619	0.6145	0.7176	0.3741	0.7861	0.6884	0.7513
0.391	11.35	4200	0.4874	0.6623	0.7832	0.8552	0.8999	0.7433	0.8320	0.4728	0.8866	0.8795	0.7681	0.8343	0.6119	0.7044	0.3773	0.7771	0.6663	0.6645
0.2664	11.41	4220	0.4799	0.6737	0.7918	0.8657	0.9361	0.7459	0.8739	0.4683	0.8651	0.8870	0.7667	0.8652	0.6100	0.7108	0.3730	0.7737	0.6701	0.7130
0.23	11.46	4240	0.5239	0.6427	0.7596	0.8533	0.9379	0.7307	0.8518	0.4006	0.8979	0.8631	0.6349	0.8571	0.5795	0.7136	0.3386	0.7769	0.6293	0.6038
0.4212	11.51	4260	0.5042	0.6584	0.7805	0.8595	0.9318	0.7593	0.8501	0.4429	0.8774	0.8742	0.7275	0.8585	0.5873	0.7148	0.3501	0.7763	0.6440	0.6781
0.1569	11.57	4280	0.4734	0.6687	0.7898	0.8641	0.9320	0.7364	0.8574	0.4970	0.8798	0.8902	0.7359	0.8654	0.6042	0.7270	0.3650	0.7818	0.6402	0.6971
0.415	11.62	4300	0.4841	0.6853	0.8035	0.8727	0.9391	0.7068	0.8404	0.5198	0.8473	0.9012	0.8695	0.8704	0.6043	0.7227	0.3627	0.7764	0.6755	0.7854
0.1442	11.68	4320	0.4612	0.6804	0.7886	0.8708	0.9325	0.7049	0.8381	0.5004	0.8908	0.8259	0.8274	0.8673	0.6018	0.7188	0.3546	0.7787	0.6943	0.7473
0.6131	11.73	4340	0.4764	0.6762	0.7874	0.8678	0.9237	0.7302	0.8712	0.4777	0.8976	0.8227	0.7886	0.8602	0.6077	0.7075	0.3633	0.7802	0.6721	0.7423
0.2644	11.78	4360	0.4727	0.6810	0.7863	0.8704	0.9290	0.7138	0.8497	0.4646	0.9013	0.8668	0.7789	0.8599	0.6109	0.7174	0.3688	0.7830	0.6823	0.7446
0.1389	11.84	4380	0.4478	0.6936	0.8037	0.8768	0.9233	0.7726	0.8539	0.4963	0.9057	0.8561	0.8179	0.8684	0.6107	0.7246	0.3808	0.7868	0.7003	0.7834
0.3118	11.89	4400	0.4622	0.6890	0.7946	0.8748	0.9368	0.7639	0.8483	0.4676	0.8987	0.8491	0.7978	0.8630	0.6080	0.7214	0.3747	0.7854	0.7028	0.7678
0.211	11.95	4420	0.4530	0.6892	0.7998	0.8754	0.9340	0.7400	0.8642	0.4720	0.8800	0.8840	0.8246	0.8656	0.6095	0.7220	0.3705	0.7883	0.6950	0.7731
0.159	12.0	4440	0.4421	0.6961	0.8126	0.8792	0.9365	0.7613	0.8617	0.5111	0.8686	0.8909	0.8584	0.8719	0.6089	0.7293	0.3775	0.7927	0.6937	0.7990
0.2645	12.05	4460	0.4589	0.6868	0.7959	0.8729	0.9241	0.7235	0.8493	0.5106	0.9019	0.8541	0.8078	0.8631	0.6067	0.7293	0.3668	0.7830	0.6986	0.7603
0.308	12.11	4480	0.4609	0.6805	0.7919	0.8707	0.9318	0.7451	0.8502	0.4928	0.8941	0.8293	0.8004	0.8643	0.6031	0.7177	0.3576	0.7807	0.6866	0.7532
0.3428	12.16	4500	0.5009	0.6721	0.7860	0.8648	0.9384	0.7179	0.8500	0.4778	0.8671	0.8675	0.7830	0.8563	0.5979	0.7078	0.3514	0.7686	0.6875	0.7352
0.2222	12.22	4520	0.5077	0.6706	0.7888	0.8635	0.9086	0.7543	0.8630	0.4657	0.8999	0.8636	0.7662	0.8554	0.6036	0.7138	0.3434	0.7709	0.6835	0.7237
0.7624	12.27	4540	0.5146	0.6636	0.7830	0.8614	0.9170	0.7356	0.8559	0.4537	0.8939	0.8927	0.7323	0.8587	0.6061	0.7155	0.3474	0.7789	0.6479	0.6911
0.234	12.32	4560	0.4953	0.6733	0.7934	0.8644	0.9169	0.7379	0.8521	0.4947	0.8836	0.8961	0.7725	0.8562	0.6102	0.6993	0.3768	0.7790	0.6650	0.7268
0.0902	12.38	4580	0.4858	0.6805	0.7968	0.8684	0.9131	0.7343	0.8520	0.5021	0.8905	0.8703	0.8155	0.8564	0.6145	0.7085	0.3694	0.7826	0.6868	0.7454
0.1475	12.43	4600	0.4919	0.6775	0.7996	0.8667	0.9091	0.7499	0.8677	0.4746	0.8735	0.8937	0.8283	0.8557	0.6094	0.7024	0.3657	0.7786	0.6830	0.7476
0.1838	12.49	4620	0.4916	0.6786	0.7900	0.8685	0.9439	0.7235	0.8574	0.4797	0.8712	0.8881	0.7663	0.8584	0.6118	0.7189	0.3626	0.7792	0.6884	0.7310
0.3815	12.54	4640	0.4743	0.6829	0.7966	0.8713	0.9358	0.7237	0.8443	0.5101	0.8781	0.8796	0.8048	0.8658	0.6014	0.7324	0.3550	0.7785	0.6962	0.7510
0.2289	12.59	4660	0.4548	0.6839	0.7963	0.8710	0.9294	0.7121	0.8461	0.5114	0.8819	0.8822	0.8111	0.8615	0.6040	0.7366	0.3538	0.7786	0.7040	0.7491
0.4497	12.65	4680	0.4628	0.6839	0.7952	0.8713	0.9355	0.7250	0.8585	0.4895	0.8817	0.8994	0.7772	0.8641	0.6105	0.7214	0.3653	0.7779	0.6992	0.7492
0.2843	12.7	4700	0.4697	0.6840	0.7956	0.8714	0.9301	0.7067	0.8492	0.4976	0.8780	0.8881	0.8194	0.8623	0.6027	0.7360	0.3639	0.7799	0.6941	0.7489
0.302	12.76	4720	0.4994	0.6653	0.7847	0.8596	0.9190	0.7397	0.8459	0.4966	0.8971	0.8918	0.7027	0.8543	0.5977	0.7300	0.3753	0.7724	0.6663	0.6612
0.1513	12.81	4740	0.4992	0.6660	0.7891	0.8609	0.9310	0.7379	0.8545	0.5311	0.8829	0.8763	0.7100	0.8619	0.5988	0.7179	0.3768	0.7744	0.6645	0.6680
0.1849	12.86	4760	0.5231	0.6651	0.7820	0.8621	0.9328	0.7234	0.8556	0.4869	0.8908	0.8755	0.7091	0.8612	0.5983	0.7192	0.3612	0.7778	0.6646	0.6731
0.2365	12.92	4780	0.5766	0.6581	0.7829	0.8570	0.9295	0.7514	0.8421	0.5104	0.8890	0.8868	0.6708	0.8596	0.5882	0.7237	0.3777	0.7719	0.6459	0.6399
0.1911	12.97	4800	0.4854	0.6782	0.7898	0.8674	0.9268	0.7250	0.8526	0.4841	0.8880	0.8721	0.7800	0.8648	0.6095	0.7272	0.3711	0.7719	0.6907	0.7126
0.1832	13.03	4820	0.4758	0.6784	0.7913	0.8684	0.9369	0.7309	0.8778	0.4727	0.8751	0.8764	0.7695	0.8631	0.6097	0.7211	0.3716	0.7776	0.6827	0.7226
0.2468	13.08	4840	0.5350	0.6605	0.7856	0.8591	0.9218	0.7489	0.8800	0.4486	0.8742	0.9100	0.7154	0.8592	0.5945	0.7023	0.3667	0.7735	0.6474	0.6801
0.2561	13.14	4860	0.5189	0.6562	0.7792	0.8577	0.9241	0.7412	0.8859	0.4384	0.8796	0.8794	0.7055	0.8557	0.5842	0.6963	0.3579	0.7734	0.6548	0.6709
0.1709	13.19	4880	0.5022	0.6622	0.7780	0.8604	0.9293	0.7275	0.8568	0.4674	0.8960	0.8727	0.6965	0.8569	0.5883	0.7132	0.3747	0.7767	0.6616	0.6637
0.3981	13.24	4900	0.5008	0.6749	0.7942	0.8647	0.9228	0.7505	0.8626	0.4826	0.8754	0.8968	0.7684	0.8625	0.6148	0.7325	0.3783	0.7729	0.6677	0.6959
0.1245	13.3	4920	0.4749	0.6921	0.8090	0.8742	0.9355	0.7635	0.8638	0.5127	0.8614	0.8889	0.8370	0.8686	0.6282	0.7341	0.3908	0.7819	0.6706	0.7706
0.3112	13.35	4940	0.5104	0.6689	0.7953	0.8617	0.9164	0.7723	0.8737	0.5058	0.8841	0.8805	0.7345	0.8573	0.5902	0.7306	0.3881	0.7777	0.6673	0.6712
0.4289	13.41	4960	0.5219	0.6649	0.7876	0.8594	0.9094	0.7240	0.8878	0.4985	0.8909	0.8749	0.7277	0.8528	0.5980	0.7172	0.3781	0.7776	0.6656	0.6647
0.2058	13.46	4980	0.5227	0.6759	0.7930	0.8669	0.9435	0.7176	0.8552	0.5027	0.8605	0.9027	0.7687	0.8578	0.6024	0.7330	0.3706	0.7828	0.6722	0.7125
0.5839	13.51	5000	0.5075	0.6682	0.7884	0.8627	0.9513	0.7326	0.8487	0.5318	0.8632	0.8632	0.7278	0.8558	0.6033	0.7273	0.3575	0.7817	0.6749	0.6768
0.1233	13.57	5020	0.5305	0.6624	0.7835	0.8596	0.9296	0.7342	0.8590	0.5038	0.8875	0.8703	0.6999	0.8539	0.6089	0.7281	0.3595	0.7853	0.6540	0.6474
0.2409	13.62	5040	0.5526	0.6643	0.7865	0.8590	0.9143	0.7376	0.8545	0.5088	0.8909	0.8622	0.7369	0.8535	0.6143	0.7219	0.3644	0.7786	0.6514	0.6662
0.4213	13.68	5060	0.5389	0.6670	0.7850	0.8606	0.9288	0.7144	0.8416	0.5393	0.8892	0.8555	0.7265	0.8568	0.6081	0.7361	0.3728	0.7778	0.6542	0.6633
0.2416	13.73	5080	0.5370	0.6679	0.7892	0.8606	0.9207	0.7313	0.8550	0.5162	0.8822	0.8779	0.7415	0.8588	0.6102	0.7342	0.3676	0.7715	0.6579	0.6750
0.6472	13.78	5100	0.5285	0.6685	0.7919	0.8606	0.9298	0.7272	0.8624	0.5235	0.8621	0.8868	0.7515	0.8615	0.6080	0.7289	0.3784	0.7678	0.6530	0.6816
0.7657	13.84	5120	0.5148	0.6697	0.7884	0.8636	0.9334	0.7171	0.8642	0.4935	0.8686	0.8795	0.7629	0.8658	0.6050	0.7241	0.3698	0.7743	0.6591	0.6896
0.2385	13.89	5140	0.4964	0.6713	0.7887	0.8643	0.9251	0.7185	0.8649	0.5156	0.8924	0.8646	0.7397	0.8605	0.6091	0.7209	0.3661	0.7801	0.6690	0.6938
0.1648	13.95	5160	0.5069	0.6773	0.7953	0.8655	0.9185	0.7397	0.8457	0.5376	0.8966	0.8707	0.7582	0.8591	0.6131	0.7420	0.3609	0.7750	0.6888	0.7021
0.2672	14.0	5180	0.5107	0.6794	0.7943	0.8662	0.9331	0.7316	0.8427	0.5352	0.8796	0.8693	0.7685	0.8589	0.6089	0.7265	0.3813	0.7705	0.6964	0.7134
0.0874	14.05	5200	0.5256	0.6709	0.7988	0.8605	0.9250	0.7574	0.8671	0.5427	0.8636	0.9008	0.7353	0.8593	0.6160	0.7214	0.3903	0.7671	0.6500	0.6922
1.8131	14.11	5220	0.5220	0.6748	0.8032	0.8621	0.9015	0.7559	0.8876	0.5350	0.8759	0.8773	0.7892	0.8512	0.6119	0.7098	0.3841	0.7730	0.6839	0.7094
0.2457	14.16	5240	0.5254	0.6746	0.7956	0.8648	0.9265	0.7368	0.8868	0.5110	0.8754	0.8858	0.7465	0.8595	0.6088	0.7185	0.3877	0.7792	0.6681	0.7003
0.2768	14.22	5260	0.4932	0.6799	0.7958	0.8664	0.9272	0.7368	0.8656	0.5168	0.8791	0.8755	0.7698	0.8554	0.6150	0.7237	0.3848	0.7768	0.6957	0.7080
0.0822	14.27	5280	0.5282	0.6783	0.7965	0.8654	0.9291	0.7412	0.8635	0.4991	0.8651	0.9011	0.7766	0.8580	0.6140	0.7225	0.3893	0.7704	0.6701	0.7235
0.2053	14.32	5300	0.5090	0.6840	0.8027	0.8685	0.9244	0.7388	0.8672	0.5286	0.8694	0.8816	0.8091	0.8569	0.6139	0.7189	0.3871	0.7780	0.7011	0.7321
0.3327	14.38	5320	0.5246	0.6783	0.7848	0.8658	0.9278	0.7153	0.8424	0.4848	0.8936	0.8622	0.7675	0.8513	0.6095	0.7220	0.3875	0.7770	0.7067	0.6943
0.1328	14.43	5340	0.5043	0.6856	0.8064	0.8697	0.9265	0.7344	0.8480	0.5526	0.8656	0.8967	0.8212	0.8609	0.6168	0.7234	0.3855	0.7790	0.6835	0.7499
0.2624	14.49	5360	0.5109	0.6863	0.8074	0.8714	0.9346	0.7357	0.8667	0.5547	0.8627	0.8859	0.8115	0.8641	0.6146	0.7227	0.3810	0.7855	0.6935	0.7425
0.2006	14.54	5380	0.4980	0.6843	0.8061	0.8701	0.9343	0.7429	0.8562	0.5670	0.8722	0.8890	0.7808	0.8639	0.6174	0.7142	0.3805	0.7846	0.6899	0.7395
0.1824	14.59	5400	0.5096	0.6786	0.7923	0.8675	0.9338	0.7243	0.8290	0.5202	0.8885	0.8992	0.7508	0.8629	0.6143	0.7134	0.3900	0.7809	0.6735	0.7152
0.2048	14.65	5420	0.4913	0.6844	0.8054	0.8700	0.9245	0.7762	0.8460	0.5138	0.8725	0.8854	0.8195	0.8598	0.6171	0.7065	0.3925	0.7859	0.6857	0.7433
0.4006	14.7	5440	0.5003	0.6725	0.7905	0.8650	0.9261	0.7556	0.8507	0.4435	0.8715	0.9046	0.7814	0.8599	0.6152	0.7038	0.3600	0.7750	0.6755	0.7180
0.2531	14.76	5460	0.4879	0.6764	0.7882	0.8670	0.9288	0.7380	0.8424	0.4583	0.8833	0.8819	0.7846	0.8608	0.6130	0.7222	0.3602	0.7742	0.6867	0.7180
0.1882	14.81	5480	0.4832	0.6770	0.7953	0.8671	0.9255	0.7753	0.8370	0.4739	0.8833	0.8939	0.7778	0.8623	0.6132	0.7212	0.3605	0.7753	0.6790	0.7274
0.2064	14.86	5500	0.4735	0.6824	0.8012	0.8692	0.9312	0.7581	0.8566	0.5143	0.8731	0.8857	0.7898	0.8612	0.6140	0.7186	0.3652	0.7761	0.6899	0.7517
1.184	14.92	5520	0.4909	0.6796	0.7967	0.8679	0.9356	0.7664	0.8453	0.4997	0.8736	0.8738	0.7825	0.8606	0.6173	0.7067	0.3677	0.7751	0.6860	0.7439
0.2516	14.97	5540	0.5036	0.6669	0.7881	0.8611	0.9364	0.7464	0.8549	0.4775	0.8634	0.9092	0.7289	0.8627	0.6088	0.7127	0.3740	0.7672	0.6494	0.6938
0.3358	15.03	5560	0.4775	0.6868	0.7939	0.8723	0.9291	0.7258	0.8612	0.4767	0.8926	0.8796	0.7921	0.8661	0.6185	0.7262	0.3699	0.7763	0.7008	0.7496
0.2884	15.08	5580	0.4784	0.6830	0.7981	0.8694	0.9276	0.7285	0.8225	0.5186	0.8751	0.8891	0.8251	0.8636	0.6121	0.7219	0.3693	0.7725	0.6927	0.7489
0.1912	15.14	5600	0.4907	0.6810	0.7931	0.8691	0.9235	0.7514	0.8572	0.4865	0.8933	0.8373	0.8028	0.8613	0.6123	0.7265	0.3623	0.7769	0.6957	0.7319
0.2123	15.19	5620	0.5058	0.6768	0.7915	0.8675	0.9217	0.7386	0.8624	0.4891	0.8955	0.8602	0.7733	0.8646	0.6088	0.7306	0.3748	0.7818	0.6757	0.7013
0.1442	15.24	5640	0.4941	0.6725	0.7917	0.8667	0.9344	0.7281	0.8706	0.5157	0.8887	0.8789	0.7258	0.8640	0.5996	0.7236	0.3650	0.7883	0.6704	0.6964
0.3268	15.3	5660	0.4726	0.6900	0.8025	0.8746	0.9392	0.7109	0.8571	0.5436	0.8761	0.8729	0.8175	0.8676	0.6071	0.7361	0.3789	0.7863	0.6998	0.7541
0.1346	15.35	5680	0.5099	0.6762	0.7845	0.8682	0.9291	0.7056	0.8440	0.4873	0.9038	0.8617	0.7602	0.8671	0.5962	0.7343	0.3867	0.7839	0.6724	0.6924
0.1552	15.41	5700	0.5091	0.6770	0.7896	0.8675	0.9334	0.7179	0.8304	0.5079	0.8879	0.8831	0.7669	0.8674	0.6062	0.7304	0.3915	0.7816	0.6645	0.6972
0.2739	15.46	5720	0.4854	0.6818	0.7958	0.8702	0.9308	0.7345	0.8509	0.4874	0.8801	0.8946	0.7923	0.8685	0.6125	0.7309	0.3812	0.7808	0.6737	0.7253
0.2156	15.51	5740	0.4731	0.6835	0.7979	0.8710	0.9304	0.7510	0.8526	0.4908	0.8846	0.8890	0.7869	0.8675	0.6113	0.7342	0.3863	0.7842	0.6799	0.7209
0.2013	15.57	5760	0.4961	0.6882	0.8011	0.8739	0.9186	0.7628	0.8485	0.4896	0.8978	0.8555	0.8349	0.8615	0.6045	0.7156	0.3894	0.7920	0.6970	0.7572
0.1138	15.62	5780	0.5189	0.6675	0.7816	0.8632	0.9371	0.7159	0.8528	0.4915	0.8926	0.8796	0.7014	0.8604	0.5961	0.7214	0.3945	0.7862	0.6546	0.6596
0.1717	15.68	5800	0.4771	0.6812	0.7994	0.8688	0.9233	0.7309	0.8893	0.5013	0.8751	0.8847	0.7909	0.8645	0.6063	0.7145	0.3889	0.7784	0.6887	0.7271
0.145	15.73	5820	0.4821	0.6879	0.8018	0.8723	0.9235	0.7312	0.8697	0.4904	0.8754	0.8946	0.8276	0.8645	0.6110	0.7303	0.3846	0.7788	0.6943	0.7518
0.1478	15.78	5840	0.4487	0.6904	0.7995	0.8753	0.9353	0.7295	0.8364	0.4992	0.8838	0.8825	0.8296	0.8699	0.6110	0.7228	0.3867	0.7867	0.7015	0.7539
0.2065	15.84	5860	0.4444	0.6956	0.7982	0.8802	0.9518	0.7037	0.8404	0.4966	0.8807	0.8763	0.8380	0.8696	0.6083	0.7172	0.3907	0.8014	0.7014	0.7805
0.2238	15.89	5880	0.4495	0.6952	0.8011	0.8789	0.9417	0.7128	0.8180	0.5268	0.8907	0.8827	0.8351	0.8681	0.6068	0.7271	0.3977	0.8007	0.6982	0.7677
0.4265	15.95	5900	0.4619	0.6934	0.8080	0.8759	0.9331	0.7314	0.8722	0.5381	0.8790	0.8932	0.8093	0.8694	0.6150	0.7354	0.3971	0.7908	0.6958	0.7503
0.184	16.0	5920	0.4537	0.6885	0.7972	0.8727	0.9250	0.7163	0.8451	0.5246	0.9008	0.8730	0.7955	0.8670	0.6138	0.7320	0.3988	0.7847	0.6925	0.7305
0.117	16.05	5940	0.4749	0.6852	0.8001	0.8713	0.9247	0.7221	0.8719	0.5021	0.8786	0.8940	0.8075	0.8685	0.6100	0.7328	0.3909	0.7809	0.6802	0.7333
0.2419	16.11	5960	0.4945	0.6816	0.7971	0.8706	0.9351	0.7259	0.8734	0.4895	0.8738	0.9049	0.7771	0.8727	0.6139	0.7283	0.3879	0.7840	0.6624	0.7220
0.169	16.16	5980	0.4624	0.6953	0.8065	0.8768	0.9330	0.7431	0.8578	0.5194	0.8858	0.8966	0.8101	0.8724	0.6145	0.7379	0.3954	0.7833	0.6916	0.7721
0.8402	16.22	6000	0.4915	0.6863	0.7946	0.8717	0.9411	0.7182	0.8662	0.5007	0.8852	0.9008	0.7499	0.8645	0.6069	0.7359	0.3976	0.7805	0.6958	0.7230
0.1921	16.27	6020	0.4983	0.6774	0.7943	0.8655	0.9330	0.7389	0.8524	0.5452	0.8925	0.8915	0.7067	0.8620	0.5967	0.7429	0.4068	0.7745	0.6789	0.6800
0.1016	16.32	6040	0.5132	0.6827	0.7929	0.8676	0.9337	0.7171	0.8531	0.5350	0.8927	0.8880	0.7308	0.8602	0.6087	0.7406	0.3948	0.7705	0.7007	0.7033
0.1321	16.38	6060	0.5703	0.6799	0.7838	0.8673	0.9375	0.7166	0.8419	0.5102	0.9107	0.8677	0.7023	0.8563	0.6045	0.7403	0.3986	0.7776	0.6987	0.6835
0.2588	16.43	6080	0.5038	0.6789	0.7921	0.8679	0.9409	0.7241	0.8702	0.5235	0.8874	0.8805	0.7180	0.8599	0.6080	0.7334	0.3892	0.7838	0.6834	0.6946
0.1616	16.49	6100	0.5008	0.6786	0.7817	0.8693	0.9425	0.7019	0.8361	0.4896	0.9078	0.8767	0.7174	0.8608	0.6008	0.7287	0.3979	0.7891	0.6841	0.6890
0.1174	16.54	6120	0.5136	0.6788	0.7847	0.8676	0.9282	0.7261	0.8527	0.4666	0.9034	0.8697	0.7461	0.8618	0.6112	0.7263	0.3941	0.7783	0.6869	0.6928
0.8829	16.59	6140	0.5435	0.6658	0.7803	0.8609	0.9335	0.7219	0.8690	0.4571	0.8802	0.8912	0.7093	0.8585	0.5971	0.7269	0.3926	0.7756	0.6506	0.6590
0.1366	16.65	6160	0.5220	0.6651	0.7877	0.8611	0.9316	0.7367	0.8599	0.5083	0.8806	0.8891	0.7073	0.8642	0.5871	0.7303	0.3922	0.7774	0.6486	0.6558
0.1399	16.7	6180	0.5332	0.6649	0.7904	0.8606	0.9308	0.7560	0.8570	0.5150	0.8799	0.8936	0.7005	0.8631	0.5878	0.7308	0.3925	0.7783	0.6487	0.6527
0.266	16.76	6200	0.5124	0.6742	0.7956	0.8654	0.9316	0.7323	0.8586	0.5206	0.8727	0.9015	0.7522	0.8684	0.6032	0.7330	0.3861	0.7765	0.6560	0.6963
0.2649	16.81	6220	0.5171	0.6725	0.7852	0.8663	0.9347	0.7277	0.8480	0.4835	0.8970	0.8849	0.7209	0.8695	0.6000	0.7310	0.3904	0.7823	0.6594	0.6751
2.2747	16.86	6240	0.5286	0.6687	0.7812	0.8665	0.9317	0.7407	0.8781	0.4345	0.9044	0.8685	0.7106	0.8681	0.5999	0.7045	0.3671	0.7879	0.6804	0.6732
0.1122	16.92	6260	0.4876	0.6884	0.8043	0.8722	0.9329	0.7668	0.8413	0.5248	0.8815	0.8900	0.7927	0.8648	0.6196	0.7319	0.3912	0.7845	0.6951	0.7317
0.2894	16.97	6280	0.5100	0.6860	0.7993	0.8707	0.9320	0.7503	0.8545	0.5291	0.8886	0.8604	0.7802	0.8606	0.6155	0.7410	0.3827	0.7826	0.6966	0.7231
0.1169	17.03	6300	0.5046	0.6815	0.8032	0.8676	0.9283	0.7455	0.8495	0.5613	0.8758	0.8846	0.7773	0.8608	0.6071	0.7506	0.3785	0.7773	0.6805	0.7160
0.2227	17.08	6320	0.5002	0.6814	0.8028	0.8680	0.9301	0.7329	0.8725	0.5459	0.8674	0.8878	0.7832	0.8623	0.6103	0.7470	0.3782	0.7787	0.6770	0.7161
0.1101	17.14	6340	0.4999	0.6758	0.7907	0.8667	0.9315	0.7144	0.8719	0.5299	0.8909	0.8479	0.7486	0.8619	0.6019	0.7417	0.3779	0.7832	0.6762	0.6879
0.1437	17.19	6360	0.5290	0.6673	0.7899	0.8631	0.9377	0.7547	0.8732	0.5188	0.8884	0.8779	0.6791	0.8575	0.5889	0.7352	0.3865	0.7897	0.6619	0.6513
0.7185	17.24	6380	0.5790	0.6682	0.7805	0.8639	0.9411	0.7334	0.8508	0.4772	0.8999	0.8882	0.6731	0.8590	0.5941	0.7330	0.3891	0.7858	0.6616	0.6545
0.3752	17.3	6400	0.5241	0.6768	0.7824	0.8701	0.9385	0.7039	0.8697	0.4734	0.9097	0.8628	0.7186	0.8677	0.5918	0.7389	0.3852	0.7882	0.6722	0.6938
0.101	17.35	6420	0.5049	0.6820	0.7883	0.8719	0.9314	0.7332	0.8491	0.5022	0.9208	0.8349	0.7465	0.8685	0.5986	0.7431	0.3875	0.7886	0.6731	0.7144
0.4648	17.41	6440	0.5267	0.6766	0.8002	0.8671	0.9242	0.7590	0.8573	0.5398	0.8887	0.8778	0.7548	0.8669	0.5976	0.7437	0.3816	0.7840	0.6692	0.6931
0.5598	17.46	6460	0.5149	0.6740	0.7945	0.8666	0.9288	0.7208	0.8709	0.5463	0.8908	0.8628	0.7414	0.8689	0.5913	0.7395	0.3863	0.7849	0.6647	0.6823
0.0913	17.51	6480	0.5095	0.6764	0.7965	0.8685	0.9310	0.7228	0.8837	0.5317	0.8892	0.8834	0.7336	0.8715	0.5949	0.7359	0.3874	0.7868	0.6595	0.6988
0.1733	17.57	6500	0.5256	0.6716	0.7921	0.8653	0.9297	0.7368	0.8625	0.5225	0.8949	0.8936	0.7049	0.8687	0.6039	0.7238	0.3840	0.7833	0.6579	0.6798
0.7268	17.62	6520	0.4883	0.6747	0.7932	0.8688	0.9317	0.7246	0.8573	0.5250	0.8981	0.8793	0.7362	0.8733	0.5938	0.7345	0.3736	0.7891	0.6568	0.7019
0.2392	17.68	6540	0.4983	0.6666	0.7928	0.8632	0.9244	0.7257	0.8657	0.5250	0.8802	0.8837	0.7445	0.8673	0.5872	0.7311	0.3645	0.7822	0.6515	0.6821
0.1811	17.73	6560	0.5077	0.6626	0.7896	0.8596	0.9255	0.7218	0.8771	0.5201	0.8716	0.8853	0.7257	0.8601	0.5912	0.7290	0.3689	0.7789	0.6489	0.6610
0.2697	17.78	6580	0.5188	0.6660	0.7872	0.8638	0.9206	0.7355	0.8661	0.4757	0.8947	0.8859	0.7322	0.8631	0.5895	0.7234	0.3580	0.7850	0.6570	0.6856
0.2092	17.84	6600	0.5315	0.6624	0.7773	0.8644	0.9377	0.7148	0.8839	0.4149	0.8829	0.8823	0.7249	0.8670	0.5864	0.7235	0.3363	0.7820	0.6631	0.6784
0.398	17.89	6620	0.5081	0.6737	0.7919	0.8690	0.9337	0.7491	0.8786	0.4616	0.8882	0.8941	0.7377	0.8725	0.5942	0.7292	0.3660	0.7871	0.6626	0.7044
0.3194	17.95	6640	0.4716	0.6859	0.7981	0.8741	0.9285	0.7433	0.8710	0.4712	0.8930	0.8892	0.7903	0.8727	0.6026	0.7407	0.3823	0.7891	0.6850	0.7286
0.2433	18.0	6660	0.4902	0.6914	0.8036	0.8760	0.9318	0.7383	0.8735	0.4998	0.8872	0.8944	0.7999	0.8716	0.6073	0.7360	0.3931	0.7898	0.6931	0.7490
0.1648	18.05	6680	0.4797	0.6898	0.7959	0.8760	0.9243	0.7241	0.8808	0.4618	0.9013	0.8655	0.8135	0.8672	0.6111	0.7216	0.3737	0.7907	0.7048	0.7595
0.1684	18.11	6700	0.4691	0.6936	0.8063	0.8770	0.9272	0.7503	0.8499	0.5170	0.8959	0.8905	0.8132	0.8714	0.6087	0.7342	0.3881	0.7903	0.6978	0.7648
0.4593	18.16	6720	0.4752	0.6897	0.8013	0.8753	0.9295	0.7261	0.8724	0.5019	0.8917	0.8933	0.7941	0.8690	0.6072	0.7277	0.3847	0.7899	0.6932	0.7562
0.217	18.22	6740	0.4584	0.6936	0.8007	0.8775	0.9300	0.7042	0.8778	0.5180	0.8981	0.8637	0.8132	0.8705	0.6094	0.7351	0.3823	0.7914	0.7045	0.7623
0.5066	18.27	6760	0.4653	0.6879	0.7997	0.8745	0.9274	0.7379	0.8540	0.5139	0.9032	0.8761	0.7852	0.8711	0.6087	0.7330	0.3891	0.7921	0.6871	0.7341
0.2053	18.32	6780	0.4726	0.6925	0.8045	0.8777	0.9298	0.7446	0.8693	0.4990	0.8920	0.8742	0.8226	0.8739	0.6127	0.7349	0.3867	0.7974	0.6933	0.7486
0.4129	18.38	6800	0.4768	0.6978	0.8085	0.8801	0.9418	0.7218	0.8670	0.5094	0.8666	0.8905	0.8623	0.8759	0.6187	0.7339	0.3836	0.7929	0.6987	0.7807
0.2414	18.43	6820	0.4853	0.6974	0.8091	0.8796	0.9323	0.7369	0.8549	0.5041	0.8765	0.8935	0.8656	0.8722	0.6181	0.7342	0.3866	0.7964	0.7011	0.7734
0.2057	18.49	6840	0.4845	0.6937	0.8025	0.8768	0.9332	0.7181	0.8599	0.5064	0.8842	0.8906	0.8250	0.8675	0.6146	0.7339	0.3905	0.7920	0.7020	0.7558
0.5205	18.54	6860	0.4946	0.6853	0.7987	0.8727	0.9293	0.7190	0.8716	0.5031	0.8847	0.8857	0.7974	0.8711	0.6133	0.7321	0.3810	0.7872	0.6872	0.7255
0.1792	18.59	6880	0.4973	0.6730	0.7836	0.8672	0.9357	0.7035	0.8645	0.4709	0.8905	0.8777	0.7426	0.8644	0.6014	0.7341	0.3724	0.7867	0.6692	0.6831
0.2469	18.65	6900	0.5070	0.6733	0.7917	0.8661	0.9268	0.7284	0.8730	0.5105	0.8932	0.8800	0.7303	0.8654	0.5962	0.7379	0.3813	0.7847	0.6711	0.6761
0.121	18.7	6920	0.4979	0.6719	0.7963	0.8649	0.9239	0.7379	0.8748	0.5208	0.8795	0.8870	0.7499	0.8681	0.5890	0.7402	0.3822	0.7795	0.6672	0.6771
0.1563	18.76	6940	0.4967	0.6730	0.7933	0.8667	0.9250	0.7491	0.8569	0.5207	0.9009	0.8640	0.7368	0.8689	0.5884	0.7399	0.3817	0.7866	0.6668	0.6787
0.2343	18.81	6960	0.4936	0.6793	0.7915	0.8704	0.9295	0.7238	0.8565	0.4964	0.9008	0.8730	0.7604	0.8696	0.6038	0.7387	0.3774	0.7893	0.6745	0.7017
0.1376	18.86	6980	0.5142	0.6753	0.7924	0.8683	0.9289	0.7285	0.8713	0.5054	0.8976	0.8839	0.7309	0.8687	0.5949	0.7384	0.3835	0.7889	0.6630	0.6897
0.2083	18.92	7000	0.5195	0.6759	0.7958	0.8676	0.9339	0.7296	0.8727	0.5400	0.8889	0.8783	0.7272	0.8680	0.5947	0.7409	0.3936	0.7878	0.6568	0.6896
0.1786	18.97	7020	0.5023	0.6787	0.7978	0.8671	0.9339	0.7409	0.8547	0.5385	0.8800	0.8896	0.7467	0.8673	0.6178	0.7436	0.3939	0.7835	0.6596	0.6852
0.1673	19.03	7040	0.5260	0.6756	0.7945	0.8652	0.9332	0.7680	0.8618	0.5078	0.8845	0.8876	0.7188	0.8675	0.6249	0.7469	0.3920	0.7802	0.6528	0.6651
0.2254	19.08	7060	0.5240	0.6706	0.7900	0.8640	0.9306	0.7045	0.8670	0.5283	0.8810	0.8821	0.7363	0.8658	0.5950	0.7366	0.3927	0.7820	0.6504	0.6715
0.2038	19.14	7080	0.5257	0.6761	0.7948	0.8674	0.9280	0.7311	0.8631	0.5331	0.8954	0.8774	0.7351	0.8683	0.6026	0.7370	0.3963	0.7888	0.6533	0.6862
0.2925	19.19	7100	0.5166	0.6740	0.7887	0.8663	0.9289	0.7246	0.8511	0.5130	0.8975	0.8619	0.7439	0.8687	0.6084	0.7321	0.3892	0.7841	0.6540	0.6817
0.1445	19.24	7120	0.4984	0.6781	0.7947	0.8677	0.9389	0.7432	0.8513	0.5214	0.8795	0.8744	0.7545	0.8679	0.6184	0.7336	0.3872	0.7840	0.6616	0.6938
0.2232	19.3	7140	0.5119	0.6790	0.7977	0.8684	0.9381	0.7644	0.8663	0.5223	0.8830	0.8705	0.7396	0.8708	0.6217	0.7404	0.3890	0.7854	0.6553	0.6901
0.1221	19.35	7160	0.4848	0.6841	0.7982	0.8704	0.9323	0.7526	0.8690	0.4965	0.8847	0.8897	0.7628	0.8701	0.6311	0.7414	0.3924	0.7851	0.6636	0.7048
0.1109	19.41	7180	0.5155	0.6769	0.7898	0.8682	0.9302	0.7215	0.8500	0.5056	0.9010	0.8859	0.7346	0.8693	0.6091	0.7354	0.3899	0.7869	0.6535	0.6941
0.1974	19.46	7200	0.5345	0.6743	0.7930	0.8656	0.9272	0.7396	0.8417	0.5285	0.8926	0.8780	0.7436	0.8685	0.6057	0.7366	0.3898	0.7805	0.6552	0.6839
0.1654	19.51	7220	0.5000	0.6864	0.8025	0.8726	0.9369	0.7333	0.8370	0.5406	0.8763	0.8840	0.8095	0.8691	0.6061	0.7386	0.3891	0.7867	0.6779	0.7376
0.1334	19.57	7240	0.5047	0.6852	0.7975	0.8716	0.9325	0.7230	0.8542	0.5253	0.8885	0.8737	0.7851	0.8695	0.6096	0.7357	0.3955	0.7839	0.6805	0.7214
0.341	19.62	7260	0.5075	0.6820	0.7910	0.8709	0.9375	0.6995	0.8525	0.5021	0.8868	0.8828	0.7761	0.8704	0.6041	0.7345	0.3944	0.7840	0.6729	0.7136
0.1156	19.68	7280	0.5026	0.6868	0.7984	0.8727	0.9301	0.7176	0.8696	0.5196	0.8890	0.8691	0.7940	0.8723	0.6087	0.7372	0.3998	0.7841	0.6834	0.7222
0.3066	19.73	7300	0.5020	0.6932	0.8067	0.8752	0.9263	0.7316	0.8810	0.5265	0.8803	0.8676	0.8337	0.8716	0.6139	0.7351	0.3987	0.7831	0.7003	0.7497
0.1444	19.78	7320	0.5167	0.6839	0.8013	0.8704	0.9346	0.7326	0.8579	0.5480	0.8801	0.8823	0.7738	0.8711	0.6064	0.7351	0.3994	0.7808	0.6806	0.7141
1.95	19.84	7340	0.5440	0.6768	0.7930	0.8676	0.9344	0.7220	0.8757	0.5189	0.8860	0.8754	0.7389	0.8715	0.6039	0.7322	0.3970	0.7814	0.6645	0.6873
1.7888	19.89	7360	0.5679	0.6691	0.7877	0.8623	0.9381	0.7295	0.8693	0.5271	0.8838	0.8738	0.6925	0.8615	0.5999	0.7336	0.3975	0.7792	0.6646	0.6472
0.154	19.95	7380	0.5072	0.6861	0.8004	0.8719	0.9345	0.7361	0.8560	0.5171	0.8805	0.8948	0.7841	0.8724	0.6143	0.7300	0.3928	0.7804	0.6856	0.7269
0.3593	20.0	7400	0.5257	0.6800	0.8007	0.8677	0.9346	0.7409	0.8535	0.5490	0.8740	0.8923	0.7604	0.8705	0.6091	0.7297	0.3919	0.7742	0.6760	0.7086
0.1941	20.05	7420	0.5089	0.6874	0.8040	0.8726	0.9337	0.7357	0.8694	0.5349	0.8768	0.8820	0.7956	0.8717	0.6105	0.7294	0.3906	0.7813	0.6909	0.7371
0.1581	20.11	7440	0.5325	0.6737	0.7884	0.8647	0.9332	0.7304	0.8395	0.5166	0.8906	0.8767	0.7315	0.8641	0.6095	0.7185	0.3931	0.7767	0.6738	0.6802
0.2148	20.16	7460	0.5160	0.6796	0.7909	0.8679	0.9294	0.7184	0.8309	0.5173	0.8956	0.8835	0.7614	0.8691	0.6119	0.7220	0.3967	0.7767	0.6781	0.7026
0.1271	20.22	7480	0.5087	0.6798	0.7889	0.8693	0.9360	0.7072	0.8544	0.5089	0.8977	0.8785	0.7394	0.8677	0.6087	0.7257	0.3957	0.7841	0.6786	0.6979
0.1316	20.27	7500	0.5033	0.6880	0.7962	0.8725	0.9331	0.7151	0.8572	0.5077	0.8874	0.8805	0.7922	0.8651	0.6153	0.7255	0.3913	0.7825	0.7059	0.7299
0.4032	20.32	7520	0.5064	0.6880	0.7929	0.8731	0.9350	0.7051	0.8463	0.4888	0.8889	0.8885	0.7977	0.8632	0.6112	0.7282	0.3911	0.7848	0.7061	0.7318
0.207	20.38	7540	0.5199	0.6817	0.7902	0.8691	0.9254	0.7202	0.8681	0.4813	0.8979	0.8785	0.7598	0.8629	0.6149	0.7332	0.3876	0.7804	0.6941	0.6991
0.1099	20.43	7560	0.5195	0.6835	0.7912	0.8705	0.9321	0.7222	0.8641	0.4706	0.8883	0.8883	0.7731	0.8642	0.6120	0.7367	0.3850	0.7806	0.6999	0.7060
0.1801	20.49	7580	0.5230	0.6800	0.7905	0.8692	0.9367	0.7052	0.8734	0.4894	0.8820	0.8902	0.7568	0.8667	0.6076	0.7391	0.3878	0.7819	0.6827	0.6942
0.0809	20.54	7600	0.5215	0.6806	0.7954	0.8674	0.9233	0.7404	0.8733	0.5074	0.8911	0.8789	0.7535	0.8619	0.6113	0.7408	0.3907	0.7767	0.6894	0.6935
0.0992	20.59	7620	0.5121	0.6866	0.7953	0.8724	0.9391	0.7167	0.8623	0.5051	0.8841	0.8797	0.7797	0.8671	0.6087	0.7405	0.3871	0.7826	0.7048	0.7155
0.6249	20.65	7640	0.5238	0.6816	0.7949	0.8697	0.9376	0.7324	0.8611	0.5039	0.8811	0.8871	0.7609	0.8683	0.6124	0.7366	0.3913	0.7822	0.6824	0.6982
1.5679	20.7	7660	0.5109	0.6792	0.7927	0.8688	0.9389	0.7168	0.8616	0.5110	0.8824	0.8913	0.7467	0.8705	0.6104	0.7370	0.3943	0.7836	0.6706	0.6880
0.1715	20.76	7680	0.5076	0.6869	0.7986	0.8727	0.9374	0.7230	0.8495	0.5173	0.8820	0.8947	0.7863	0.8703	0.6118	0.7321	0.3967	0.7855	0.6919	0.7198
0.6711	20.81	7700	0.5382	0.6744	0.7886	0.8651	0.9281	0.7354	0.8442	0.4929	0.8924	0.8941	0.7333	0.8664	0.6076	0.7321	0.3965	0.7762	0.6660	0.6759
0.2482	20.86	7720	0.5224	0.6740	0.7894	0.8654	0.9317	0.7294	0.8639	0.4960	0.8866	0.8881	0.7303	0.8655	0.6106	0.7320	0.3921	0.7811	0.6632	0.6734
0.2083	20.92	7740	0.5170	0.6784	0.7959	0.8669	0.9288	0.7479	0.8550	0.5201	0.8869	0.8836	0.7491	0.8648	0.6140	0.7363	0.3923	0.7809	0.6723	0.6880
0.3701	20.97	7760	0.5037	0.6839	0.7902	0.8728	0.9381	0.7243	0.8621	0.4892	0.9016	0.8499	0.7661	0.8699	0.6120	0.7381	0.3855	0.7917	0.6860	0.7041
0.2443	21.03	7780	0.5069	0.6859	0.7902	0.8746	0.9473	0.7138	0.8655	0.4929	0.8942	0.8377	0.7800	0.8687	0.6069	0.7391	0.3792	0.7947	0.6943	0.7184
0.2176	21.08	7800	0.5088	0.6823	0.7950	0.8713	0.9406	0.7203	0.8628	0.5135	0.8852	0.8855	0.7568	0.8710	0.6161	0.7394	0.3833	0.7903	0.6790	0.6969
0.2942	21.14	7820	0.5356	0.6779	0.7908	0.8690	0.9404	0.7272	0.8603	0.5145	0.8942	0.8714	0.7276	0.8696	0.6142	0.7381	0.3848	0.7905	0.6731	0.6749
0.142	21.19	7840	0.4776	0.6901	0.7998	0.8744	0.9381	0.7156	0.8709	0.5212	0.8836	0.8771	0.7918	0.8671	0.6170	0.7377	0.3865	0.7894	0.7061	0.7271
0.2145	21.24	7860	0.4926	0.6790	0.7936	0.8690	0.9391	0.7207	0.8682	0.5182	0.8860	0.8904	0.7327	0.8709	0.6172	0.7381	0.3890	0.7885	0.6703	0.6789
0.0617	21.3	7880	0.5276	0.6789	0.7894	0.8691	0.9364	0.7242	0.8753	0.4917	0.8966	0.8764	0.7251	0.8702	0.6186	0.7359	0.3878	0.7861	0.6776	0.6759
0.2212	21.35	7900	0.5370	0.6763	0.7908	0.8673	0.9365	0.7370	0.8749	0.4863	0.8865	0.8933	0.7212	0.8702	0.6181	0.7348	0.3838	0.7822	0.6748	0.6700
0.312	21.41	7920	0.5227	0.6796	0.7919	0.8691	0.9405	0.7370	0.8502	0.5056	0.8885	0.8779	0.7435	0.8703	0.6153	0.7371	0.3811	0.7821	0.6862	0.6850
0.2125	21.46	7940	0.5185	0.6748	0.7795	0.8672	0.9387	0.6971	0.8642	0.4716	0.9002	0.8588	0.7259	0.8667	0.6117	0.7354	0.3788	0.7802	0.6743	0.6764
0.1527	21.51	7960	0.5007	0.6814	0.7908	0.8698	0.9380	0.7251	0.8498	0.4966	0.8898	0.8788	0.7575	0.8722	0.6200	0.7344	0.3876	0.7794	0.6762	0.6998
0.2243	21.57	7980	0.5211	0.6778	0.7900	0.8682	0.9412	0.7306	0.8567	0.4932	0.8847	0.8883	0.7354	0.8708	0.6193	0.7294	0.3886	0.7823	0.6717	0.6825
0.1433	21.62	8000	0.5342	0.6745	0.7874	0.8667	0.9416	0.7228	0.8484	0.5006	0.8879	0.8916	0.7191	0.8695	0.6156	0.7281	0.3869	0.7838	0.6677	0.6702
0.1678	21.68	8020	0.4974	0.6824	0.7918	0.8719	0.9476	0.7247	0.8512	0.5012	0.8892	0.8878	0.7411	0.8708	0.6138	0.7301	0.3864	0.7900	0.6810	0.7045
0.2466	21.73	8040	0.5197	0.6810	0.7877	0.8716	0.9422	0.7214	0.8512	0.4944	0.9074	0.8750	0.7220	0.8725	0.6105	0.7324	0.3874	0.7891	0.6808	0.6946
0.4098	21.78	8060	0.5223	0.6811	0.7909	0.8715	0.9437	0.7399	0.8536	0.5059	0.9040	0.8698	0.7195	0.8730	0.6084	0.7306	0.3888	0.7888	0.6824	0.6957
0.094	21.84	8080	0.5396	0.6818	0.7980	0.8712	0.9365	0.7391	0.8514	0.5281	0.8945	0.9010	0.7353	0.8777	0.6117	0.7312	0.3915	0.7862	0.6676	0.7069
0.2217	21.89	8100	0.5046	0.6842	0.7971	0.8728	0.9371	0.7306	0.8655	0.5055	0.8908	0.8913	0.7590	0.8770	0.6120	0.7310	0.3859	0.7862	0.6794	0.7176
0.294	21.95	8120	0.5143	0.6807	0.7934	0.8700	0.9327	0.7232	0.8667	0.5107	0.8963	0.8823	0.7418	0.8719	0.6126	0.7328	0.3855	0.7832	0.6741	0.7044
0.1934	22.0	8140	0.5112	0.6770	0.7917	0.8687	0.9369	0.7239	0.8610	0.4937	0.8836	0.8916	0.7510	0.8735	0.6097	0.7321	0.3832	0.7840	0.6657	0.6909
0.1342	22.05	8160	0.5057	0.6763	0.7952	0.8675	0.9345	0.7419	0.8468	0.5223	0.8844	0.8913	0.7454	0.8721	0.6117	0.7314	0.3840	0.7832	0.6631	0.6887
0.1506	22.11	8180	0.5229	0.6771	0.7903	0.8687	0.9375	0.7146	0.8613	0.5122	0.8926	0.8790	0.7349	0.8730	0.6080	0.7313	0.3842	0.7842	0.6692	0.6895
0.3276	22.16	8200	0.5271	0.6768	0.7940	0.8680	0.9344	0.7460	0.8659	0.5031	0.8880	0.8864	0.7341	0.8718	0.6101	0.7318	0.3833	0.7820	0.6681	0.6903
0.2339	22.22	8220	0.5234	0.6779	0.7931	0.8686	0.9317	0.7349	0.8636	0.5048	0.8935	0.8831	0.7398	0.8725	0.6110	0.7340	0.3818	0.7816	0.6730	0.6915
0.2097	22.27	8240	0.5019	0.6783	0.7936	0.8680	0.9236	0.7483	0.8591	0.5027	0.8999	0.8705	0.7510	0.8677	0.6109	0.7357	0.3831	0.7817	0.6783	0.6906
0.1459	22.32	8260	0.5357	0.6805	0.7948	0.8711	0.9403	0.7397	0.8561	0.5113	0.8944	0.8894	0.7325	0.8777	0.6121	0.7327	0.3846	0.7865	0.6702	0.7000
0.7437	22.38	8280	0.5471	0.6814	0.7941	0.8718	0.9367	0.7416	0.8692	0.4944	0.9013	0.8907	0.7248	0.8779	0.6129	0.7334	0.3860	0.7874	0.6713	0.7008
0.1763	22.43	8300	0.5147	0.6815	0.7935	0.8709	0.9348	0.7316	0.8594	0.5087	0.9002	0.8828	0.7369	0.8726	0.6142	0.7353	0.3853	0.7866	0.6766	0.6999
0.1461	22.49	8320	0.5001	0.6816	0.7929	0.8718	0.9381	0.7340	0.8738	0.4993	0.8986	0.8619	0.7444	0.8733	0.6119	0.7342	0.3798	0.7890	0.6794	0.7040
0.1624	22.54	8340	0.5144	0.6805	0.7950	0.8703	0.9305	0.7476	0.8503	0.5124	0.9036	0.8828	0.7379	0.8729	0.6147	0.7343	0.3833	0.7871	0.6743	0.6972
0.1166	22.59	8360	0.4920	0.6822	0.7980	0.8715	0.9370	0.7486	0.8534	0.5222	0.8937	0.8821	0.7487	0.8741	0.6120	0.7346	0.3826	0.7889	0.6788	0.7043
0.2406	22.65	8380	0.5113	0.6810	0.7951	0.8713	0.9419	0.7427	0.8513	0.5138	0.8940	0.8895	0.7328	0.8756	0.6114	0.7331	0.3815	0.7875	0.6739	0.7037
0.2164	22.7	8400	0.5197	0.6801	0.7932	0.8714	0.9479	0.7313	0.8516	0.5113	0.8880	0.8874	0.7349	0.8754	0.6080	0.7325	0.3817	0.7887	0.6717	0.7027
0.0711	22.76	8420	0.5145	0.6792	0.7937	0.8700	0.9376	0.7308	0.8514	0.5097	0.8923	0.8977	0.7365	0.8730	0.6087	0.7326	0.3827	0.7858	0.6700	0.7018
1.7284	22.81	8440	0.5197	0.6780	0.7927	0.8701	0.9451	0.7356	0.8626	0.5069	0.8860	0.8777	0.7351	0.8738	0.6066	0.7315	0.3805	0.7879	0.6726	0.6928
0.0839	22.86	8460	0.5006	0.6780	0.7944	0.8689	0.9356	0.7455	0.8606	0.5022	0.8865	0.8807	0.7495	0.8699	0.6097	0.7310	0.3795	0.7857	0.6784	0.6916
0.4294	22.92	8480	0.4983	0.6785	0.7904	0.8700	0.9367	0.7301	0.8637	0.4983	0.8979	0.8649	0.7412	0.8708	0.6093	0.7308	0.3800	0.7884	0.6763	0.6938
0.3384	22.97	8500	0.5029	0.6773	0.7943	0.8686	0.9358	0.7419	0.8512	0.5113	0.8883	0.8888	0.7425	0.8709	0.6106	0.7324	0.3817	0.7865	0.6680	0.6914
1.8569	23.03	8520	0.5310	0.6761	0.7908	0.8679	0.9350	0.7399	0.8547	0.5020	0.8947	0.8770	0.7324	0.8696	0.6102	0.7327	0.3823	0.7853	0.6695	0.6833
0.6043	23.08	8540	0.5251	0.6743	0.7893	0.8664	0.9281	0.7420	0.8484	0.4935	0.8980	0.8791	0.7363	0.8669	0.6085	0.7338	0.3828	0.7840	0.6679	0.6761
0.2202	23.14	8560	0.5358	0.6746	0.7881	0.8665	0.9273	0.7239	0.8534	0.5002	0.9014	0.8795	0.7308	0.8674	0.6093	0.7336	0.3859	0.7844	0.6669	0.6743
0.1846	23.19	8580	0.5119	0.6752	0.7932	0.8665	0.9309	0.7311	0.8660	0.5129	0.8839	0.8793	0.7479	0.8671	0.6080	0.7341	0.3809	0.7821	0.6722	0.6823
0.1721	23.24	8600	0.5122	0.6763	0.7928	0.8674	0.9292	0.7419	0.8553	0.5101	0.8954	0.8783	0.7395	0.8679	0.6091	0.7343	0.3823	0.7846	0.6710	0.6846
0.2801	23.3	8620	0.5276	0.6734	0.7828	0.8671	0.9348	0.7094	0.8500	0.4708	0.8972	0.8815	0.7357	0.8663	0.6035	0.7325	0.3789	0.7856	0.6680	0.6790
0.1638	23.35	8640	0.5123	0.6732	0.7905	0.8659	0.9308	0.7345	0.8750	0.4869	0.8823	0.8773	0.7469	0.8665	0.6065	0.7315	0.3782	0.7822	0.6698	0.6777
1.9128	23.41	8660	0.5345	0.6739	0.7923	0.8662	0.9331	0.7188	0.8765	0.5143	0.8812	0.8869	0.7355	0.8676	0.6062	0.7314	0.3830	0.7832	0.6650	0.6811
1.0489	23.46	8680	0.5446	0.6751	0.7933	0.8667	0.9340	0.7323	0.8690	0.5165	0.8845	0.8831	0.7335	0.8679	0.6081	0.7333	0.3835	0.7829	0.6659	0.6840
0.2933	23.51	8700	0.5513	0.6768	0.7860	0.8688	0.9337	0.7175	0.8653	0.4820	0.9029	0.8707	0.7301	0.8684	0.6077	0.7338	0.3842	0.7862	0.6687	0.6883
0.2841	23.57	8720	0.5662	0.6760	0.7908	0.8673	0.9281	0.7269	0.8629	0.5086	0.8984	0.8762	0.7344	0.8683	0.6097	0.7335	0.3868	0.7846	0.6679	0.6814
0.3192	23.62	8740	0.5151	0.6740	0.7950	0.8652	0.9322	0.7345	0.8646	0.5196	0.8732	0.8906	0.7504	0.8673	0.6108	0.7345	0.3823	0.7796	0.6628	0.6810
0.2945	23.68	8760	0.5218	0.6741	0.7933	0.8653	0.9237	0.7304	0.8675	0.5127	0.8870	0.8842	0.7473	0.8674	0.6110	0.7339	0.3810	0.7798	0.6681	0.6775
0.173	23.73	8780	0.5260	0.6744	0.7940	0.8654	0.9224	0.7374	0.8668	0.5129	0.8897	0.8845	0.7440	0.8677	0.6105	0.7350	0.3815	0.7795	0.6688	0.6777
0.1498	23.78	8800	0.5042	0.6765	0.7926	0.8667	0.9257	0.7174	0.8679	0.5159	0.8885	0.8748	0.7580	0.8681	0.6123	0.7354	0.3806	0.7800	0.6742	0.6849
0.0628	23.84	8820	0.5065	0.6765	0.7942	0.8672	0.9338	0.7344	0.8609	0.5171	0.8822	0.8789	0.7521	0.8706	0.6099	0.7347	0.3810	0.7800	0.6713	0.6879
0.12	23.89	8840	0.5175	0.6765	0.7917	0.8677	0.9342	0.7372	0.8551	0.5112	0.8924	0.8728	0.7390	0.8720	0.6096	0.7340	0.3847	0.7809	0.6696	0.6846
0.1828	23.95	8860	0.5272	0.6766	0.7877	0.8687	0.9318	0.7333	0.8644	0.4636	0.8971	0.8824	0.7412	0.8723	0.6122	0.7335	0.3785	0.7828	0.6711	0.6858
0.2761	24.0	8880	0.5269	0.6771	0.7879	0.8688	0.9301	0.7261	0.8656	0.4762	0.9007	0.8750	0.7413	0.8722	0.6117	0.7335	0.3798	0.7829	0.6717	0.6877
1.1097	24.05	8900	0.5176	0.6770	0.7889	0.8686	0.9362	0.7309	0.8588	0.4816	0.8917	0.8785	0.7443	0.8715	0.6105	0.7336	0.3806	0.7824	0.6723	0.6882
0.2759	24.11	8920	0.5111	0.6767	0.7891	0.8682	0.9339	0.7259	0.8572	0.4883	0.8929	0.8823	0.7432	0.8718	0.6111	0.7340	0.3823	0.7823	0.6685	0.6867
0.0643	24.16	8940	0.5087	0.6755	0.7897	0.8675	0.9370	0.7159	0.8666	0.4982	0.8844	0.8843	0.7412	0.8713	0.6100	0.7323	0.3821	0.7823	0.6660	0.6847
0.1467	24.22	8960	0.5046	0.6763	0.7950	0.8670	0.9327	0.7317	0.8564	0.5256	0.8815	0.8848	0.7527	0.8704	0.6121	0.7336	0.3829	0.7815	0.6657	0.6877
0.1865	24.27	8980	0.5241	0.6766	0.7899	0.8681	0.9364	0.7199	0.8659	0.5070	0.8911	0.8708	0.7380	0.8715	0.6113	0.7323	0.3834	0.7827	0.6686	0.6866
0.1842	24.32	9000	0.4979	0.6790	0.7927	0.8690	0.9341	0.7321	0.8550	0.5174	0.8934	0.8620	0.7551	0.8709	0.6113	0.7331	0.3830	0.7828	0.6750	0.6970
0.0528	24.38	9020	0.5193	0.6771	0.7908	0.8683	0.9345	0.7213	0.8616	0.5022	0.8902	0.8840	0.7419	0.8717	0.6124	0.7323	0.3834	0.7829	0.6675	0.6895
0.1893	24.43	9040	0.5173	0.6782	0.7907	0.8694	0.9399	0.7252	0.8570	0.4868	0.8838	0.8877	0.7543	0.8727	0.6125	0.7311	0.3811	0.7840	0.6709	0.6950
0.1759	24.49	9060	0.5155	0.6764	0.7921	0.8674	0.9334	0.7182	0.8567	0.5086	0.8845	0.8965	0.7469	0.8720	0.6139	0.7314	0.3844	0.7817	0.6627	0.6885
0.1896	24.54	9080	0.5121	0.6775	0.7925	0.8680	0.9311	0.7251	0.8606	0.5117	0.8911	0.8795	0.7487	0.8717	0.6131	0.7323	0.3834	0.7820	0.6701	0.6897
0.097	24.59	9100	0.5051	0.6765	0.7968	0.8670	0.9281	0.7450	0.8606	0.5272	0.8877	0.8834	0.7455	0.8715	0.6118	0.7327	0.3834	0.7810	0.6668	0.6881
0.1805	24.65	9120	0.5159	0.6772	0.7903	0.8691	0.9392	0.7236	0.8545	0.4952	0.8883	0.8882	0.7431	0.8739	0.6115	0.7316	0.3833	0.7853	0.6660	0.6889
0.3628	24.7	9140	0.5198	0.6775	0.7916	0.8694	0.9440	0.7249	0.8512	0.5123	0.8869	0.8867	0.7350	0.8752	0.6109	0.7319	0.3835	0.7862	0.6653	0.6897
0.3653	24.76	9160	0.5124	0.6776	0.7880	0.8690	0.9339	0.7247	0.8638	0.4948	0.9016	0.8566	0.7407	0.8719	0.6108	0.7320	0.3820	0.7838	0.6716	0.6908
0.1246	24.81	9180	0.5082	0.6775	0.7904	0.8687	0.9335	0.7318	0.8510	0.5031	0.8974	0.8716	0.7442	0.8721	0.6109	0.7316	0.3828	0.7831	0.6710	0.6913
0.2485	24.86	9200	0.5061	0.6776	0.7883	0.8692	0.9368	0.7151	0.8535	0.4924	0.8944	0.8808	0.7454	0.8729	0.6106	0.7320	0.3827	0.7847	0.6695	0.6910
0.1355	24.92	9220	0.5291	0.6771	0.7901	0.8697	0.9456	0.7281	0.8457	0.5011	0.8880	0.8874	0.7350	0.8753	0.6097	0.7304	0.3820	0.7876	0.6642	0.6902
0.1582	24.97	9240	0.5086	0.6771	0.7899	0.8692	0.9396	0.7192	0.8602	0.4893	0.8863	0.8891	0.7453	0.8743	0.6111	0.7312	0.3814	0.7853	0.6664	0.6897

Framework versions

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