segformer-b2-cityscapes-512-512-finetuned-coastTrain

This model is a fine-tuned version of nvidia/segformer-b2-finetuned-cityscapes-1024-1024 on the peldrak/coastTrain_512-512 dataset. It achieves the following results on the evaluation set:

• Loss: 0.5021
• Mean Iou: 0.7220
• Mean Accuracy: 0.8156
• Overall Accuracy: 0.8922
• Accuracy Water: 0.9448
• Accuracy Whitewater: 0.8091
• Accuracy Sediment: 0.8790
• Accuracy Other Natural Terrain: 0.4533
• Accuracy Vegetation: 0.9102
• Accuracy Development: 0.8690
• Accuracy Unknown: 0.8436
• Iou Water: 0.8711
• Iou Whitewater: 0.6804
• Iou Sediment: 0.7651
• Iou Other Natural Terrain: 0.3850
• Iou Vegetation: 0.8221
• Iou Development: 0.7272
• Iou Unknown: 0.8031

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
1.787	0.05	20	1.7451	0.2147	0.3262	0.4777	0.6185	0.0860	0.0846	0.1815	0.5588	0.2875	0.4669	0.4702	0.0506	0.0685	0.0507	0.3787	0.1138	0.3702
1.7746	0.11	40	1.4436	0.2479	0.3556	0.6014	0.7672	0.0229	0.0875	0.0035	0.8426	0.4389	0.3263	0.5998	0.0222	0.0815	0.0032	0.4996	0.2181	0.3109
1.2903	0.16	60	1.2979	0.2397	0.3353	0.6007	0.6956	0.0042	0.0077	0.0001	0.9693	0.2685	0.4015	0.6141	0.0042	0.0076	0.0001	0.4672	0.1895	0.3955
1.0788	0.22	80	1.1042	0.2974	0.3958	0.6652	0.8379	0.0216	0.0421	0.0	0.9325	0.5449	0.3915	0.6330	0.0214	0.0399	0.0	0.5592	0.4392	0.3888
1.2327	0.27	100	1.0443	0.3122	0.4319	0.6786	0.8489	0.0051	0.0684	0.0	0.8716	0.8082	0.4212	0.6788	0.0051	0.0616	0.0	0.5650	0.4600	0.4146
0.9743	0.32	120	1.0467	0.3086	0.4318	0.6727	0.8729	0.0223	0.0857	0.0	0.8210	0.8219	0.3991	0.6638	0.0221	0.0792	0.0	0.5609	0.4405	0.3933
1.3523	0.38	140	0.9977	0.3460	0.4516	0.6927	0.8018	0.0103	0.3251	0.0	0.9299	0.6331	0.4607	0.6776	0.0102	0.2816	0.0	0.5652	0.4337	0.4534
1.5842	0.43	160	0.9630	0.3344	0.4364	0.6922	0.8314	0.0160	0.1695	0.0	0.9392	0.6437	0.4554	0.6748	0.0160	0.1438	0.0	0.5828	0.4745	0.4488
1.1495	0.49	180	0.8370	0.3836	0.4997	0.7319	0.8836	0.0431	0.3798	0.0	0.8787	0.8191	0.4941	0.7014	0.0428	0.2777	0.0	0.6720	0.5238	0.4678
1.0688	0.54	200	0.8153	0.4099	0.5310	0.7431	0.8586	0.0917	0.6160	0.0	0.8848	0.7896	0.4762	0.7220	0.0911	0.4075	0.0	0.6611	0.5243	0.4633
0.8115	0.59	220	0.7640	0.4494	0.5609	0.7682	0.8853	0.1835	0.7370	0.0	0.9071	0.7441	0.4693	0.7483	0.1812	0.4829	0.0	0.6828	0.5894	0.4615
1.296	0.65	240	0.7753	0.4354	0.5612	0.7529	0.9069	0.2031	0.6555	0.0	0.8088	0.8634	0.4907	0.7342	0.2009	0.4444	0.0	0.6592	0.5287	0.4804
0.9301	0.7	260	0.7915	0.4242	0.5247	0.7468	0.8905	0.2032	0.4557	0.0	0.9058	0.7142	0.5036	0.7008	0.1990	0.3367	0.0	0.6721	0.5673	0.4932
0.8694	0.76	280	0.7250	0.4631	0.5672	0.7750	0.8801	0.2532	0.7476	0.0	0.9426	0.6637	0.4828	0.7620	0.2453	0.5060	0.0	0.6833	0.5708	0.4742
0.57	0.81	300	0.7457	0.4871	0.6086	0.7749	0.9151	0.4670	0.7303	0.0	0.8311	0.8134	0.5031	0.7603	0.4066	0.5297	0.0	0.6629	0.5569	0.4936
2.0205	0.86	320	0.7048	0.5012	0.6004	0.7880	0.8996	0.4775	0.6753	0.0	0.9375	0.6951	0.5176	0.7725	0.4315	0.5330	0.0	0.6864	0.5824	0.5024
0.7253	0.92	340	0.7645	0.4800	0.6005	0.7730	0.8667	0.4543	0.6547	0.0	0.9061	0.8232	0.4988	0.7446	0.3945	0.4732	0.0	0.6931	0.5653	0.4895
0.663	0.97	360	0.7004	0.4942	0.6129	0.7842	0.8888	0.4045	0.7830	0.0	0.8770	0.8179	0.5192	0.7763	0.3709	0.5740	0.0	0.6760	0.5602	0.5020
1.0129	1.03	380	0.7058	0.5053	0.6166	0.7896	0.8902	0.4584	0.7792	0.0	0.9063	0.7753	0.5066	0.7848	0.4078	0.5645	0.0	0.6762	0.6089	0.4952
0.9327	1.08	400	0.6887	0.4964	0.6035	0.7899	0.9216	0.3947	0.7036	0.0	0.8904	0.8048	0.5097	0.7764	0.3729	0.5398	0.0	0.6936	0.5932	0.4986
0.6272	1.14	420	0.6560	0.5223	0.6331	0.8024	0.9212	0.4949	0.7814	0.0	0.8861	0.8184	0.5297	0.7897	0.4461	0.5552	0.0	0.7105	0.6406	0.5143
0.5071	1.19	440	0.6601	0.5251	0.6447	0.8041	0.9126	0.6030	0.8146	0.0	0.9028	0.7737	0.5062	0.8024	0.4839	0.5625	0.0	0.7192	0.6152	0.4930
0.3687	1.24	460	0.6691	0.5030	0.6082	0.7877	0.9202	0.5073	0.6562	0.0	0.9017	0.7859	0.4858	0.7629	0.4445	0.5278	0.0	0.7015	0.6369	0.4475
0.5507	1.3	480	0.6765	0.5274	0.6499	0.8021	0.9022	0.6250	0.8276	0.0	0.8970	0.7920	0.5055	0.7987	0.4978	0.5671	0.0	0.7131	0.6394	0.4762
0.9888	1.35	500	0.6409	0.5287	0.6349	0.8067	0.9215	0.5867	0.7872	0.0	0.9273	0.7122	0.5095	0.8020	0.4854	0.5973	0.0	0.7145	0.6112	0.4905
0.4821	1.41	520	0.6645	0.5259	0.6548	0.8033	0.8938	0.5723	0.8744	0.0	0.8843	0.8459	0.5127	0.8101	0.4667	0.5869	0.0	0.7051	0.6129	0.4997
0.403	1.46	540	0.6780	0.5145	0.6179	0.7955	0.9107	0.5659	0.6498	0.0	0.9313	0.7441	0.5233	0.7904	0.4691	0.5218	0.0	0.6898	0.6216	0.5084
0.44	1.51	560	0.6093	0.5408	0.6661	0.8059	0.8772	0.6819	0.8474	0.0	0.8984	0.7658	0.5919	0.7826	0.5138	0.5877	0.0	0.7165	0.6415	0.5436
0.4709	1.57	580	0.6535	0.5384	0.6455	0.8069	0.9184	0.6097	0.7514	0.0	0.9075	0.8113	0.5202	0.7923	0.5011	0.6161	0.0	0.6991	0.6518	0.5081
0.6455	1.62	600	0.6673	0.5396	0.6714	0.8101	0.9005	0.7166	0.8494	0.0	0.8997	0.8311	0.5026	0.8055	0.5104	0.5743	0.0	0.7271	0.6684	0.4917
0.3516	1.68	620	0.6172	0.5556	0.6779	0.8138	0.9075	0.6987	0.8170	0.0	0.8722	0.8718	0.5777	0.7940	0.5400	0.6491	0.0	0.7076	0.6536	0.5447
0.4514	1.73	640	0.5832	0.5600	0.6605	0.8194	0.9098	0.6739	0.7684	0.0	0.9331	0.7268	0.6118	0.8019	0.5542	0.6434	0.0	0.7165	0.6245	0.5797
1.1045	1.78	660	0.5980	0.5523	0.6907	0.8158	0.8790	0.7558	0.8415	0.0	0.8884	0.8548	0.6153	0.8138	0.5171	0.6138	0.0	0.7172	0.6202	0.5841
1.0857	1.84	680	0.5735	0.5579	0.6732	0.8227	0.9312	0.6579	0.7872	0.0	0.8865	0.8613	0.5885	0.8056	0.4950	0.6448	0.0	0.7330	0.6704	0.5564
0.5061	1.89	700	0.6274	0.5665	0.6886	0.8206	0.8722	0.6775	0.8703	0.0	0.9003	0.8563	0.6435	0.7985	0.5661	0.6134	0.0	0.7288	0.6652	0.5937
0.7888	1.95	720	0.5690	0.5669	0.6804	0.8229	0.8971	0.6814	0.8073	0.0	0.9026	0.8185	0.6561	0.7929	0.5396	0.6278	0.0	0.7310	0.6639	0.6129
1.8395	2.0	740	0.6331	0.5456	0.6792	0.8146	0.9001	0.7465	0.7818	0.0	0.9014	0.8823	0.5425	0.8112	0.5072	0.6227	0.0	0.7281	0.6350	0.5147
0.4154	2.05	760	0.6126	0.5365	0.6573	0.8082	0.9036	0.6799	0.8385	0.0	0.9220	0.7777	0.4793	0.8001	0.5236	0.6053	0.0	0.7250	0.6409	0.4609
0.5624	2.11	780	0.5930	0.5436	0.6706	0.8127	0.9230	0.7030	0.7669	0.0	0.8795	0.8923	0.5295	0.8094	0.5154	0.6514	0.0	0.7210	0.6087	0.4996
0.4807	2.16	800	0.5858	0.5666	0.6818	0.8273	0.9333	0.6743	0.8472	0.0	0.8734	0.8049	0.6398	0.8080	0.5238	0.6303	0.0	0.7436	0.6695	0.5910
1.4391	2.22	820	0.5524	0.5733	0.6995	0.8301	0.8987	0.8141	0.7707	0.0	0.9143	0.8380	0.6603	0.8248	0.5716	0.6372	0.0	0.7438	0.6331	0.6025
0.3062	2.27	840	0.5916	0.5487	0.6835	0.8193	0.9103	0.7125	0.8533	0.0001	0.8791	0.8389	0.5900	0.8239	0.4652	0.6134	0.0001	0.7317	0.6638	0.5430
0.7697	2.32	860	0.5773	0.5675	0.7019	0.8266	0.9152	0.7578	0.8611	0.0000	0.8567	0.8792	0.6435	0.8301	0.5682	0.6033	0.0000	0.7393	0.6357	0.5957
0.2767	2.38	880	0.5867	0.5533	0.6832	0.8213	0.9149	0.7902	0.7978	0.0000	0.9146	0.8276	0.5371	0.8250	0.5195	0.6408	0.0000	0.7350	0.6383	0.5147
0.893	2.43	900	0.5856	0.5741	0.6887	0.8299	0.9008	0.6935	0.8431	0.0000	0.9209	0.8590	0.6033	0.8302	0.5565	0.6647	0.0000	0.7270	0.6621	0.5779
1.127	2.49	920	0.5624	0.5747	0.6871	0.8311	0.9104	0.6452	0.8488	0.0	0.8964	0.8526	0.6560	0.8290	0.5516	0.6330	0.0	0.7330	0.6755	0.6010
0.5106	2.54	940	0.5526	0.5947	0.7097	0.8419	0.9227	0.7570	0.7971	0.0	0.8821	0.8716	0.7374	0.8343	0.6048	0.6494	0.0	0.7507	0.6722	0.6513
0.5673	2.59	960	0.5808	0.5814	0.6993	0.8307	0.9193	0.8187	0.8230	0.0	0.9025	0.8298	0.6018	0.8186	0.6177	0.6727	0.0	0.7401	0.6705	0.5505
0.2812	2.65	980	0.5844	0.5767	0.6963	0.8322	0.9192	0.7772	0.8339	0.0	0.9157	0.8657	0.5622	0.8439	0.5988	0.6983	0.0	0.7359	0.6178	0.5421
0.3997	2.7	1000	0.5592	0.5753	0.7015	0.8336	0.9208	0.7436	0.8771	0.0024	0.8816	0.8458	0.6392	0.8422	0.5628	0.6606	0.0024	0.7434	0.6223	0.5932
0.4418	2.76	1020	0.5588	0.5808	0.6974	0.8353	0.9253	0.6771	0.8522	0.0023	0.8698	0.8639	0.6915	0.8175	0.5595	0.6643	0.0023	0.7545	0.6370	0.6305
0.2278	2.81	1040	0.5760	0.5741	0.6992	0.8274	0.8871	0.6410	0.8781	0.0004	0.8510	0.8692	0.7677	0.8233	0.5270	0.6855	0.0004	0.7279	0.6705	0.5841
0.5887	2.86	1060	0.6881	0.5591	0.6685	0.8232	0.9152	0.6264	0.8586	0.0	0.9256	0.8308	0.5227	0.8226	0.5157	0.6556	0.0	0.7232	0.6867	0.5095
0.4553	2.92	1080	0.5963	0.5627	0.6950	0.8243	0.9335	0.8256	0.8174	0.0000	0.8854	0.8907	0.5122	0.8168	0.5449	0.6832	0.0000	0.7393	0.6600	0.4949
0.2984	2.97	1100	0.5930	0.5680	0.6781	0.8260	0.9254	0.6883	0.8650	0.0	0.9185	0.8502	0.4995	0.8099	0.5640	0.6698	0.0	0.7382	0.7000	0.4940
0.3967	3.03	1120	0.5804	0.5839	0.7108	0.8333	0.9254	0.8007	0.8812	0.0129	0.8713	0.8776	0.6068	0.8104	0.5881	0.6580	0.0129	0.7562	0.6913	0.5706
1.268	3.08	1140	0.5496	0.5890	0.6962	0.8400	0.9202	0.6909	0.7891	0.0	0.9068	0.8737	0.6926	0.8248	0.5569	0.6887	0.0	0.7468	0.6594	0.6465
0.6241	3.14	1160	0.5864	0.5894	0.7051	0.8377	0.9105	0.8164	0.8183	0.0001	0.9309	0.8584	0.6012	0.8392	0.6190	0.6808	0.0001	0.7394	0.6653	0.5819
0.3563	3.19	1180	0.6123	0.5754	0.6866	0.8321	0.9313	0.6944	0.8277	0.0001	0.9010	0.8596	0.5919	0.8300	0.5669	0.6401	0.0001	0.7354	0.6819	0.5737
0.2633	3.24	1200	0.5683	0.5970	0.7159	0.8408	0.9265	0.7814	0.8266	0.0134	0.8744	0.9090	0.6802	0.8419	0.6303	0.6722	0.0134	0.7409	0.6450	0.6352
0.4295	3.3	1220	0.5305	0.6022	0.7131	0.8490	0.9116	0.6722	0.8576	0.0128	0.8965	0.8791	0.7623	0.8398	0.5683	0.6798	0.0128	0.7638	0.6719	0.6791
0.3334	3.35	1240	0.4919	0.6127	0.7236	0.8523	0.9158	0.7832	0.8391	0.0239	0.9132	0.8534	0.7368	0.8382	0.5938	0.6918	0.0239	0.7649	0.6929	0.6833
0.8576	3.41	1260	0.5363	0.6047	0.7090	0.8475	0.9223	0.7324	0.8359	0.0104	0.9169	0.8586	0.6863	0.8342	0.6118	0.6977	0.0104	0.7595	0.6751	0.6443
0.6485	3.46	1280	0.5941	0.5796	0.6994	0.8318	0.9043	0.6889	0.8987	0.0223	0.8900	0.8443	0.6473	0.8264	0.5723	0.6546	0.0222	0.7414	0.6414	0.5985
0.4796	3.51	1300	0.5303	0.6263	0.7444	0.8595	0.9162	0.7860	0.8811	0.0254	0.8712	0.9022	0.8287	0.8486	0.6127	0.7157	0.0254	0.7683	0.6806	0.7328
0.5067	3.57	1320	0.5371	0.6036	0.7114	0.8453	0.9382	0.7605	0.8227	0.0136	0.8967	0.9103	0.6380	0.8428	0.6297	0.6921	0.0135	0.7449	0.6875	0.6144
0.5053	3.62	1340	0.5882	0.5926	0.6828	0.8426	0.9367	0.6589	0.8258	0.0219	0.9429	0.7536	0.6396	0.8276	0.5632	0.6848	0.0218	0.7536	0.6803	0.6171
0.4843	3.68	1360	0.5507	0.5897	0.7164	0.8371	0.9244	0.8326	0.8351	0.0263	0.8894	0.9080	0.5991	0.8454	0.6275	0.6905	0.0262	0.7462	0.6206	0.5716
0.8689	3.73	1380	0.5376	0.5943	0.7094	0.8400	0.9317	0.7549	0.8565	0.0364	0.8956	0.8851	0.6053	0.8419	0.6162	0.6949	0.0360	0.7504	0.6494	0.5713
0.3403	3.78	1400	0.5378	0.5974	0.7130	0.8443	0.9082	0.6849	0.8510	0.0327	0.8935	0.8898	0.7309	0.8454	0.5779	0.7062	0.0323	0.7636	0.6350	0.6216
0.2871	3.84	1420	0.5867	0.5853	0.7072	0.8322	0.9207	0.7519	0.8463	0.0362	0.8744	0.8990	0.6220	0.8366	0.6133	0.6878	0.0358	0.7380	0.6280	0.5578
0.9867	3.89	1440	0.5237	0.6300	0.7342	0.8620	0.9353	0.8254	0.8431	0.0233	0.9053	0.8190	0.7876	0.8467	0.6401	0.7014	0.0233	0.7768	0.6945	0.7271
0.9706	3.95	1460	0.5224	0.6152	0.7165	0.8533	0.9262	0.7196	0.8428	0.0272	0.9121	0.8622	0.7252	0.8476	0.5956	0.7172	0.0269	0.7554	0.6992	0.6644
0.3828	4.0	1480	0.5522	0.6025	0.7113	0.8444	0.8774	0.6191	0.8897	0.0274	0.9048	0.8524	0.8081	0.8102	0.5483	0.7127	0.0269	0.7729	0.7045	0.6418
0.3948	4.05	1500	0.5806	0.5967	0.7052	0.8401	0.9333	0.7006	0.8889	0.0456	0.8946	0.8704	0.6027	0.8297	0.5863	0.6943	0.0450	0.7459	0.6990	0.5765
0.2947	4.11	1520	0.5770	0.6112	0.7208	0.8456	0.9404	0.7523	0.8408	0.0724	0.8768	0.8954	0.6677	0.8236	0.6205	0.6835	0.0694	0.7634	0.6877	0.6303
0.5195	4.16	1540	0.5252	0.6303	0.7224	0.8644	0.9284	0.7117	0.8151	0.0433	0.9329	0.8172	0.8084	0.8476	0.5945	0.6907	0.0420	0.7856	0.7130	0.7389
0.3633	4.22	1560	0.5587	0.6272	0.7398	0.8585	0.9213	0.7266	0.8699	0.0764	0.8732	0.8881	0.8232	0.8456	0.5813	0.7077	0.0727	0.7739	0.7036	0.7053
0.9574	4.27	1580	0.5696	0.6185	0.7273	0.8522	0.9219	0.6968	0.8716	0.0638	0.8787	0.8981	0.7605	0.8418	0.5900	0.6967	0.0609	0.7567	0.7022	0.6815
0.1326	4.32	1600	0.5247	0.6255	0.7265	0.8550	0.9344	0.7191	0.8723	0.0888	0.9039	0.8729	0.6940	0.8465	0.5978	0.7157	0.0853	0.7574	0.7166	0.6596
0.4631	4.38	1620	0.5271	0.6477	0.7457	0.8600	0.9113	0.7095	0.8641	0.2124	0.9202	0.8359	0.7667	0.8492	0.5950	0.7392	0.1890	0.7620	0.7124	0.6868
0.3529	4.43	1640	0.4991	0.6592	0.7500	0.8692	0.9209	0.6656	0.8689	0.2345	0.9237	0.8109	0.8253	0.8525	0.5746	0.7358	0.2240	0.7807	0.7041	0.7424
0.2564	4.49	1660	0.5079	0.6458	0.7439	0.8651	0.9281	0.7152	0.8535	0.1515	0.9058	0.8462	0.8069	0.8456	0.5941	0.6887	0.1461	0.7786	0.7032	0.7646
0.1471	4.54	1680	0.5641	0.6209	0.7447	0.8526	0.9232	0.7964	0.8833	0.0940	0.8668	0.9092	0.7401	0.8475	0.6357	0.6723	0.0895	0.7793	0.6316	0.6902
0.1997	4.59	1700	0.4899	0.6563	0.7565	0.8653	0.9470	0.7244	0.8462	0.2409	0.8728	0.8523	0.8119	0.8438	0.6032	0.6888	0.2184	0.7789	0.7115	0.7494
0.2245	4.65	1720	0.4435	0.6780	0.7710	0.8764	0.9280	0.7736	0.8614	0.2390	0.9212	0.8621	0.8117	0.8529	0.6433	0.7457	0.2220	0.7936	0.7105	0.7783
0.7756	4.7	1740	0.4811	0.6516	0.7530	0.8696	0.9265	0.7816	0.9056	0.1070	0.9025	0.8191	0.8285	0.8528	0.6400	0.6958	0.1031	0.7889	0.7235	0.7572
0.307	4.76	1760	0.5266	0.6311	0.7547	0.8565	0.9215	0.8256	0.9053	0.1336	0.8784	0.8872	0.7312	0.8500	0.6479	0.6715	0.1267	0.7882	0.6435	0.6898
0.4766	4.81	1780	0.4891	0.6561	0.7619	0.8644	0.9377	0.6778	0.8795	0.3009	0.8784	0.8941	0.7651	0.8480	0.5766	0.7330	0.2586	0.7842	0.6774	0.7148
0.2988	4.86	1800	0.4536	0.6566	0.7576	0.8706	0.9316	0.7662	0.8676	0.1472	0.8977	0.8713	0.8213	0.8533	0.6163	0.7200	0.1361	0.7843	0.7173	0.7687
1.063	4.92	1820	0.4507	0.6729	0.7708	0.8736	0.9221	0.7607	0.8602	0.2617	0.9208	0.8701	0.8002	0.8532	0.6105	0.7336	0.2412	0.7874	0.7052	0.7793
0.3698	4.97	1840	0.4328	0.6838	0.7911	0.8733	0.9282	0.8086	0.8443	0.3619	0.8951	0.9032	0.7960	0.8579	0.6388	0.7495	0.3105	0.7860	0.6998	0.7439
0.2845	5.03	1860	0.4597	0.6676	0.7699	0.8743	0.9417	0.8318	0.8597	0.1995	0.9069	0.8742	0.7756	0.8582	0.6454	0.7099	0.1795	0.7963	0.7168	0.7668
0.4496	5.08	1880	0.4331	0.6861	0.7862	0.8774	0.9382	0.8165	0.8586	0.3196	0.9079	0.8793	0.7832	0.8554	0.6575	0.7385	0.2652	0.8001	0.7212	0.7644
0.3292	5.14	1900	0.4828	0.6682	0.7751	0.8693	0.9194	0.8145	0.8619	0.2450	0.8949	0.8620	0.8280	0.8477	0.6438	0.7319	0.2148	0.7890	0.7272	0.7232
0.2141	5.19	1920	0.4936	0.6665	0.7758	0.8688	0.9165	0.8014	0.8762	0.2428	0.8913	0.8797	0.8227	0.8475	0.6373	0.7300	0.2112	0.7885	0.7206	0.7302
0.465	5.24	1940	0.4780	0.6826	0.7880	0.8749	0.9202	0.8143	0.8578	0.3009	0.8973	0.8854	0.8403	0.8528	0.6344	0.7550	0.2764	0.7908	0.7177	0.7511
0.1885	5.3	1960	0.4669	0.6728	0.7757	0.8690	0.9265	0.7611	0.9001	0.2881	0.8939	0.9006	0.7596	0.8565	0.6417	0.7504	0.2596	0.7732	0.7176	0.7106
0.3611	5.35	1980	0.4535	0.6836	0.7834	0.8767	0.9306	0.8179	0.8958	0.2917	0.9099	0.8356	0.8027	0.8590	0.6464	0.7409	0.2621	0.7902	0.7241	0.7624
0.25	5.41	2000	0.5061	0.6592	0.7547	0.8691	0.9288	0.6978	0.8452	0.2238	0.9071	0.8599	0.8198	0.8546	0.6031	0.7431	0.2093	0.7872	0.6939	0.7229
0.7475	5.46	2020	0.5061	0.6613	0.7687	0.8697	0.9297	0.7892	0.8843	0.1933	0.8793	0.8688	0.8360	0.8525	0.6342	0.7140	0.1712	0.7864	0.7186	0.7524
0.187	5.51	2040	0.4465	0.6729	0.7742	0.8735	0.9266	0.7831	0.8658	0.2563	0.9069	0.8683	0.8121	0.8547	0.6292	0.7376	0.2335	0.7911	0.7100	0.7543
0.3565	5.57	2060	0.4568	0.6656	0.7674	0.8691	0.9399	0.7226	0.8659	0.2747	0.8853	0.9102	0.7734	0.8507	0.6163	0.7186	0.2411	0.7863	0.7030	0.7430
0.325	5.62	2080	0.4735	0.6740	0.7839	0.8606	0.8804	0.7749	0.8525	0.4185	0.9142	0.8114	0.8357	0.8192	0.6425	0.7423	0.3374	0.7871	0.6979	0.6912
0.1944	5.68	2100	0.4866	0.6649	0.7787	0.8632	0.8985	0.8232	0.8408	0.2915	0.8991	0.8778	0.8203	0.8268	0.6249	0.7415	0.2621	0.7905	0.7005	0.7077
0.164	5.73	2120	0.4597	0.6853	0.7853	0.8760	0.9239	0.8008	0.8658	0.3509	0.9173	0.8076	0.8305	0.8560	0.6401	0.7535	0.2936	0.7944	0.6925	0.7667
0.4798	5.78	2140	0.5149	0.6618	0.7591	0.8643	0.9346	0.7675	0.8401	0.3216	0.9315	0.8207	0.6974	0.8552	0.6219	0.7541	0.2708	0.7753	0.6800	0.6751
0.1933	5.84	2160	0.5182	0.6699	0.7772	0.8673	0.9487	0.7200	0.9023	0.3454	0.8594	0.9088	0.7555	0.8466	0.6131	0.7301	0.2953	0.7827	0.6851	0.7365
0.2195	5.89	2180	0.5167	0.6635	0.7661	0.8644	0.9162	0.7589	0.8719	0.3231	0.9275	0.8388	0.7263	0.8476	0.6111	0.7335	0.2869	0.7785	0.6880	0.6989
0.3676	5.95	2200	0.4548	0.6880	0.8003	0.8745	0.9253	0.8300	0.8691	0.4255	0.8987	0.8503	0.8032	0.8582	0.6511	0.7390	0.3305	0.7952	0.6797	0.7621
1.208	6.0	2220	0.4922	0.6741	0.7848	0.8672	0.9445	0.8033	0.8567	0.3728	0.8709	0.8841	0.7610	0.8474	0.6511	0.7163	0.3135	0.7870	0.6646	0.7390
0.316	6.05	2240	0.4775	0.6782	0.7781	0.8723	0.9340	0.8023	0.8426	0.3345	0.9132	0.8394	0.7807	0.8543	0.6556	0.7225	0.2905	0.7928	0.6794	0.7523
0.2564	6.11	2260	0.4697	0.6825	0.7959	0.8734	0.9304	0.8437	0.8772	0.4049	0.9016	0.8333	0.7801	0.8609	0.6482	0.7323	0.3276	0.7998	0.6648	0.7434
0.2638	6.16	2280	0.4605	0.6786	0.7889	0.8721	0.9349	0.7914	0.8772	0.3591	0.8843	0.8955	0.7800	0.8637	0.6505	0.7390	0.2879	0.7880	0.6748	0.7466
0.3469	6.22	2300	0.4692	0.6621	0.7767	0.8671	0.9353	0.8310	0.8786	0.2901	0.8922	0.8676	0.7420	0.8584	0.6324	0.7362	0.2502	0.7920	0.6566	0.7088
0.2403	6.27	2320	0.4784	0.6668	0.7703	0.8667	0.9451	0.8032	0.8432	0.3370	0.9072	0.8384	0.7180	0.8590	0.6517	0.7333	0.2880	0.7861	0.6552	0.6943
0.2333	6.32	2340	0.5160	0.6561	0.7653	0.8577	0.9381	0.7845	0.8454	0.3368	0.8969	0.9095	0.6458	0.8593	0.6594	0.7223	0.2832	0.7619	0.6784	0.6285
0.2887	6.38	2360	0.4777	0.6830	0.8061	0.8696	0.9281	0.8454	0.8522	0.4299	0.8610	0.9223	0.8040	0.8627	0.6516	0.7322	0.3358	0.7759	0.6511	0.7718
0.2792	6.43	2380	0.4690	0.6982	0.8100	0.8770	0.9419	0.8185	0.8761	0.4700	0.8681	0.8732	0.8220	0.8577	0.6566	0.7328	0.3636	0.7898	0.6983	0.7884
0.8269	6.49	2400	0.4992	0.6743	0.7784	0.8622	0.9019	0.7832	0.8803	0.3721	0.9167	0.8506	0.7438	0.8334	0.6590	0.7567	0.3282	0.7803	0.7055	0.6569
0.2425	6.54	2420	0.4863	0.6823	0.8024	0.8650	0.8650	0.8212	0.8750	0.4033	0.8974	0.8546	0.9005	0.8145	0.6445	0.7457	0.3422	0.8011	0.7142	0.7141
0.2416	6.59	2440	0.4300	0.7009	0.7999	0.8811	0.9379	0.7844	0.8409	0.4298	0.8997	0.8686	0.8378	0.8600	0.6514	0.7503	0.3540	0.8007	0.7090	0.7811
0.3013	6.65	2460	0.4562	0.6970	0.7983	0.8794	0.9264	0.8061	0.8855	0.3964	0.9088	0.8433	0.8214	0.8609	0.6628	0.7419	0.3312	0.7952	0.6994	0.7877
0.1874	6.7	2480	0.4734	0.6845	0.7999	0.8742	0.9240	0.8594	0.8730	0.3916	0.8978	0.8491	0.8046	0.8566	0.6400	0.7417	0.3000	0.7946	0.6852	0.7732
0.4846	6.76	2500	0.4826	0.6884	0.7909	0.8751	0.9291	0.7870	0.8749	0.3714	0.8917	0.8457	0.8362	0.8481	0.6514	0.7483	0.3141	0.7974	0.7031	0.7566
0.3205	6.81	2520	0.4955	0.6903	0.8003	0.8751	0.9266	0.8166	0.8752	0.4138	0.8909	0.8610	0.8179	0.8567	0.6509	0.7427	0.3343	0.7937	0.6990	0.7545
0.1754	6.86	2540	0.4677	0.6893	0.7897	0.8769	0.9298	0.7852	0.8667	0.3591	0.9014	0.8612	0.8245	0.8567	0.6530	0.7429	0.3109	0.7967	0.7049	0.7599
0.34	6.92	2560	0.4733	0.6936	0.7990	0.8792	0.9355	0.7980	0.8614	0.3901	0.8887	0.8840	0.8350	0.8573	0.6356	0.7352	0.3258	0.7994	0.7063	0.7956
0.2217	6.97	2580	0.4885	0.6884	0.7863	0.8776	0.9377	0.7237	0.8399	0.3762	0.8864	0.8741	0.8662	0.8535	0.6204	0.7384	0.3092	0.7964	0.7122	0.7887
0.2033	7.03	2600	0.5131	0.6941	0.8018	0.8774	0.9294	0.7977	0.8625	0.4055	0.8839	0.8979	0.8358	0.8579	0.6471	0.7378	0.3489	0.7963	0.7047	0.7661
0.8201	7.08	2620	0.4936	0.6864	0.7953	0.8736	0.9309	0.7983	0.8397	0.4094	0.8888	0.8883	0.8113	0.8563	0.6433	0.7296	0.3416	0.7942	0.6951	0.7446
0.4272	7.14	2640	0.5361	0.6850	0.7955	0.8678	0.9086	0.7859	0.8384	0.4533	0.8842	0.8175	0.8806	0.8406	0.6547	0.7357	0.3467	0.7857	0.7081	0.7233
0.0863	7.19	2660	0.5271	0.6821	0.7871	0.8763	0.9348	0.7974	0.8287	0.3187	0.8820	0.8684	0.8795	0.8586	0.6474	0.7043	0.2561	0.7939	0.7098	0.8049
0.3078	7.24	2680	0.4543	0.6993	0.8030	0.8809	0.9429	0.8195	0.8227	0.4199	0.8901	0.8871	0.8387	0.8605	0.6589	0.7115	0.3357	0.7999	0.7144	0.8146
0.2672	7.3	2700	0.4635	0.6909	0.8004	0.8773	0.9323	0.8478	0.8525	0.4242	0.9087	0.8383	0.7988	0.8628	0.6400	0.7396	0.3249	0.7963	0.7002	0.7723
0.3206	7.35	2720	0.4961	0.6962	0.7969	0.8790	0.9421	0.7664	0.8547	0.4557	0.9044	0.8666	0.7881	0.8654	0.6668	0.7360	0.3438	0.8016	0.6968	0.7630
0.2269	7.41	2740	0.4869	0.6949	0.7983	0.8784	0.9464	0.7969	0.8428	0.4394	0.8939	0.8702	0.7986	0.8614	0.6643	0.7235	0.3415	0.8026	0.7005	0.7704
0.1522	7.46	2760	0.4841	0.6827	0.7796	0.8770	0.9350	0.8021	0.8486	0.3287	0.9226	0.8118	0.8084	0.8645	0.6624	0.7199	0.2772	0.7991	0.6772	0.7785
0.3704	7.51	2780	0.4861	0.6820	0.7924	0.8738	0.9343	0.8243	0.8631	0.3978	0.8985	0.8323	0.7967	0.8642	0.6591	0.7160	0.2886	0.7947	0.6840	0.7676
0.2283	7.57	2800	0.5024	0.6837	0.7968	0.8732	0.9331	0.7887	0.8714	0.4362	0.8919	0.8869	0.7695	0.8635	0.6581	0.7153	0.3259	0.7997	0.6791	0.7443
0.2912	7.62	2820	0.4581	0.6902	0.7917	0.8775	0.9425	0.8138	0.8171	0.4273	0.9144	0.8293	0.7977	0.8589	0.6536	0.7195	0.3292	0.8052	0.6930	0.7722
0.2928	7.68	2840	0.4653	0.6953	0.7901	0.8794	0.9448	0.7913	0.8257	0.4364	0.9183	0.8002	0.8142	0.8582	0.6606	0.7228	0.3278	0.8032	0.7050	0.7897
1.2079	7.73	2860	0.5082	0.6878	0.7947	0.8732	0.9379	0.7891	0.8306	0.4535	0.8880	0.8455	0.8184	0.8511	0.6473	0.7100	0.3573	0.7978	0.6992	0.7521
0.2305	7.78	2880	0.5045	0.6832	0.7849	0.8765	0.9395	0.8166	0.8583	0.3214	0.9008	0.8454	0.8122	0.8552	0.6526	0.7174	0.2795	0.8024	0.6991	0.7759
0.1923	7.84	2900	0.4671	0.6960	0.7927	0.8801	0.9428	0.7657	0.8484	0.3991	0.9001	0.8771	0.8157	0.8623	0.6601	0.7228	0.3387	0.8019	0.7032	0.7833
0.0884	7.89	2920	0.4756	0.6994	0.7993	0.8804	0.9424	0.8137	0.8147	0.4366	0.9057	0.8627	0.8193	0.8602	0.6671	0.7075	0.3561	0.8045	0.7086	0.7916
1.1581	7.95	2940	0.5047	0.6833	0.7932	0.8706	0.9147	0.8215	0.8196	0.4138	0.9031	0.8410	0.8388	0.8515	0.6484	0.7252	0.3382	0.7908	0.6985	0.7304
0.2062	8.0	2960	0.4640	0.6972	0.8028	0.8779	0.9434	0.8304	0.8385	0.4505	0.8931	0.8623	0.8013	0.8627	0.6645	0.7304	0.3474	0.7922	0.7208	0.7626
0.2409	8.05	2980	0.4972	0.6905	0.7884	0.8788	0.9424	0.8082	0.8523	0.3523	0.9043	0.8453	0.8142	0.8603	0.6635	0.7259	0.2845	0.7983	0.7172	0.7836
0.4691	8.11	3000	0.5181	0.6798	0.7755	0.8712	0.9409	0.7851	0.8577	0.3463	0.9101	0.8338	0.7548	0.8643	0.6589	0.7370	0.3108	0.7757	0.6896	0.7219
0.3217	8.16	3020	0.4938	0.6921	0.7933	0.8795	0.9380	0.8128	0.8620	0.3634	0.9029	0.8572	0.8167	0.8660	0.6668	0.7376	0.3145	0.8010	0.6812	0.7778
0.7039	8.22	3040	0.5262	0.6693	0.7753	0.8650	0.9387	0.7820	0.8709	0.4044	0.9083	0.8209	0.7019	0.8593	0.6673	0.7419	0.3084	0.7850	0.6485	0.6748
0.2206	8.27	3060	0.4671	0.6996	0.8163	0.8777	0.9339	0.8213	0.8491	0.5524	0.8849	0.8381	0.8345	0.8655	0.6605	0.7366	0.3374	0.7907	0.7119	0.7949
0.2536	8.32	3080	0.4789	0.7016	0.8033	0.8796	0.9378	0.8010	0.8652	0.4572	0.9033	0.8687	0.7899	0.8638	0.6582	0.7434	0.3716	0.7946	0.7255	0.7541
0.1459	8.38	3100	0.5260	0.6918	0.7923	0.8735	0.9358	0.7879	0.8576	0.4448	0.9093	0.8631	0.7475	0.8630	0.6572	0.7351	0.3809	0.7834	0.7115	0.7116
0.1996	8.43	3120	0.4885	0.7027	0.8074	0.8791	0.9355	0.8137	0.8653	0.4694	0.8997	0.8840	0.7843	0.8673	0.6566	0.7400	0.3935	0.7891	0.7193	0.7533
1.2932	8.49	3140	0.4849	0.7088	0.8166	0.8837	0.9276	0.8210	0.8675	0.4839	0.9040	0.8860	0.8259	0.8623	0.6561	0.7390	0.3786	0.8083	0.7250	0.7920
0.2309	8.54	3160	0.4839	0.7103	0.8158	0.8837	0.9304	0.7955	0.8619	0.5166	0.9025	0.8641	0.8396	0.8628	0.6482	0.7539	0.4022	0.8091	0.7260	0.7695
0.1277	8.59	3180	0.4623	0.7092	0.8053	0.8859	0.9371	0.7665	0.8498	0.4618	0.9131	0.8726	0.8361	0.8657	0.6469	0.7472	0.3796	0.8116	0.7229	0.7904
0.1891	8.65	3200	0.4874	0.6899	0.8006	0.8720	0.9411	0.7907	0.8834	0.4864	0.8810	0.8632	0.7585	0.8622	0.6472	0.7575	0.3703	0.7815	0.7089	0.7017
0.4215	8.7	3220	0.5407	0.6814	0.7962	0.8680	0.9262	0.7819	0.8833	0.4610	0.8837	0.8752	0.7620	0.8633	0.6444	0.7373	0.3273	0.7698	0.7194	0.7085
0.0964	8.76	3240	0.5243	0.6975	0.8132	0.8768	0.9226	0.8206	0.8647	0.4870	0.8874	0.8835	0.8268	0.8597	0.6441	0.7417	0.3682	0.7933	0.7146	0.7613
0.3112	8.81	3260	0.5140	0.7009	0.8117	0.8789	0.9371	0.8033	0.8468	0.4844	0.8771	0.8980	0.8351	0.8610	0.6481	0.7367	0.3812	0.7963	0.7095	0.7738
0.1804	8.86	3280	0.5358	0.6787	0.7932	0.8667	0.9245	0.8110	0.8500	0.4382	0.8916	0.8841	0.7532	0.8554	0.6442	0.7395	0.3437	0.7780	0.6968	0.6934
0.162	8.92	3300	0.5615	0.6779	0.7816	0.8669	0.9356	0.7653	0.8749	0.4137	0.8933	0.8409	0.7478	0.8561	0.6535	0.7332	0.3199	0.7738	0.7200	0.6891
0.2954	8.97	3320	0.5405	0.6800	0.7785	0.8711	0.9368	0.7420	0.8519	0.3711	0.8958	0.8609	0.7913	0.8559	0.6415	0.7322	0.3062	0.7835	0.7174	0.7232
0.2251	9.03	3340	0.5231	0.6823	0.7817	0.8721	0.9376	0.8006	0.8690	0.3477	0.9056	0.8592	0.7523	0.8625	0.6695	0.7301	0.2981	0.7801	0.7174	0.7183
0.1492	9.08	3360	0.5524	0.6830	0.7802	0.8723	0.9384	0.8037	0.8303	0.3502	0.9118	0.8732	0.7541	0.8606	0.6703	0.7297	0.3037	0.7816	0.7157	0.7194
0.4084	9.14	3380	0.5099	0.6922	0.7886	0.8782	0.9351	0.8063	0.8369	0.3770	0.9161	0.8325	0.8166	0.8604	0.6659	0.7240	0.3148	0.7960	0.7057	0.7783
0.177	9.19	3400	0.5375	0.6737	0.7910	0.8641	0.9304	0.8091	0.8546	0.4812	0.9016	0.8721	0.6878	0.8660	0.6651	0.7381	0.3566	0.7805	0.6565	0.6532
0.1287	9.24	3420	0.4985	0.6847	0.7995	0.8701	0.9333	0.7937	0.8793	0.4688	0.8839	0.8917	0.7455	0.8669	0.6661	0.7447	0.3446	0.7805	0.6840	0.7063
0.3188	9.3	3440	0.5278	0.6750	0.7774	0.8684	0.9505	0.7705	0.8814	0.3675	0.8858	0.8589	0.7269	0.8585	0.6582	0.7362	0.3023	0.7801	0.6927	0.6967
0.1176	9.35	3460	0.4737	0.6951	0.7948	0.8816	0.9394	0.8294	0.8468	0.3509	0.9055	0.8637	0.8280	0.8595	0.6614	0.7384	0.2919	0.8054	0.7143	0.7948
0.1442	9.41	3480	0.4640	0.7043	0.8007	0.8835	0.9433	0.7507	0.8450	0.4444	0.8986	0.8909	0.8322	0.8628	0.6551	0.7351	0.3584	0.8074	0.7151	0.7963
0.2057	9.46	3500	0.4456	0.7108	0.8099	0.8856	0.9339	0.8121	0.8630	0.4463	0.9093	0.8681	0.8365	0.8642	0.6667	0.7443	0.3710	0.8089	0.7260	0.7943
0.1383	9.51	3520	0.4648	0.7068	0.8015	0.8865	0.9442	0.7945	0.8708	0.3776	0.8989	0.8778	0.8463	0.8665	0.6593	0.7467	0.3373	0.8064	0.7260	0.8055
0.8526	9.57	3540	0.4724	0.7041	0.7962	0.8863	0.9376	0.7922	0.8762	0.3520	0.9138	0.8568	0.8446	0.8665	0.6591	0.7499	0.3174	0.8064	0.7234	0.8057
0.2601	9.62	3560	0.4621	0.7029	0.8037	0.8833	0.9410	0.8284	0.8859	0.4041	0.9024	0.8494	0.8148	0.8622	0.6578	0.7464	0.3361	0.8051	0.7245	0.7879
0.5272	9.68	3580	0.4736	0.7113	0.8076	0.8871	0.9428	0.8001	0.8623	0.4696	0.9138	0.8236	0.8409	0.8716	0.6591	0.7511	0.3661	0.8064	0.7159	0.8092
0.2255	9.73	3600	0.4674	0.7150	0.8128	0.8876	0.9396	0.7965	0.8718	0.4764	0.9075	0.8620	0.8360	0.8696	0.6640	0.7641	0.3775	0.8074	0.7239	0.7984
0.1756	9.78	3620	0.4650	0.7140	0.8155	0.8873	0.9317	0.8197	0.8933	0.4354	0.8996	0.8767	0.8520	0.8686	0.6652	0.7468	0.3794	0.8072	0.7261	0.8044
0.2246	9.84	3640	0.4829	0.7076	0.8072	0.8844	0.9350	0.8057	0.8857	0.4116	0.8996	0.8837	0.8291	0.8686	0.6662	0.7433	0.3679	0.8014	0.7183	0.7873
0.2526	9.89	3660	0.4565	0.7081	0.8117	0.8844	0.9408	0.8115	0.8607	0.4655	0.8934	0.8682	0.8422	0.8679	0.6568	0.7408	0.3807	0.8050	0.7099	0.7954
0.2513	9.95	3680	0.5312	0.6805	0.7825	0.8692	0.9369	0.8147	0.8435	0.4378	0.9196	0.7787	0.7465	0.8650	0.6645	0.7404	0.3291	0.7750	0.6747	0.7149
0.2067	10.0	3700	0.5064	0.6961	0.8053	0.8787	0.9327	0.8293	0.8697	0.4054	0.8840	0.8833	0.8328	0.8579	0.6630	0.7329	0.3141	0.7956	0.7107	0.7985
0.1119	10.05	3720	0.6097	0.6794	0.7728	0.8715	0.9376	0.7458	0.8727	0.3477	0.9161	0.8475	0.7421	0.8619	0.6494	0.7507	0.2879	0.7771	0.7149	0.7136
0.1706	10.11	3740	0.5349	0.6871	0.7875	0.8747	0.9463	0.7887	0.8900	0.3627	0.8887	0.8716	0.7643	0.8621	0.6633	0.7433	0.3037	0.7829	0.7167	0.7378
0.1794	10.16	3760	0.4845	0.7029	0.7995	0.8842	0.9414	0.8114	0.8323	0.4113	0.9131	0.8512	0.8360	0.8637	0.6620	0.7432	0.3308	0.8085	0.7117	0.8005
0.3997	10.22	3780	0.5357	0.6855	0.7825	0.8724	0.9317	0.7783	0.8743	0.3962	0.9213	0.8323	0.7435	0.8640	0.6691	0.7454	0.3348	0.7827	0.6907	0.7121
0.2055	10.27	3800	0.4668	0.7065	0.8061	0.8859	0.9431	0.8221	0.8914	0.4034	0.8990	0.8451	0.8384	0.8701	0.6779	0.7425	0.3217	0.8057	0.7169	0.8110
0.1817	10.32	3820	0.4490	0.7071	0.8028	0.8855	0.9397	0.7849	0.8675	0.4276	0.9082	0.8495	0.8420	0.8678	0.6720	0.7466	0.3324	0.8062	0.7218	0.8032
0.2673	10.38	3840	0.4567	0.7089	0.8125	0.8851	0.9367	0.8315	0.8545	0.4651	0.9033	0.8475	0.8490	0.8684	0.6710	0.7462	0.3434	0.8043	0.7235	0.8053
0.1921	10.43	3860	0.4940	0.7040	0.8135	0.8826	0.9302	0.8354	0.8890	0.4433	0.8924	0.8620	0.8420	0.8688	0.6690	0.7356	0.3268	0.7975	0.7254	0.8047
1.2021	10.49	3880	0.4873	0.6979	0.8091	0.8812	0.9309	0.8536	0.8588	0.3919	0.8890	0.8990	0.8404	0.8687	0.6507	0.7367	0.3253	0.7946	0.7054	0.8037
0.1324	10.54	3900	0.4591	0.7094	0.8052	0.8867	0.9379	0.7939	0.8697	0.4191	0.9082	0.8608	0.8467	0.8713	0.6760	0.7541	0.3333	0.8045	0.7222	0.8046
0.1764	10.59	3920	0.4700	0.7123	0.8100	0.8879	0.9426	0.8090	0.8778	0.4400	0.9042	0.8538	0.8430	0.8709	0.6722	0.7497	0.3571	0.8106	0.7235	0.8024
0.2047	10.65	3940	0.4880	0.7121	0.8163	0.8870	0.9337	0.8470	0.8411	0.4600	0.9089	0.8777	0.8458	0.8706	0.6631	0.7512	0.3725	0.8092	0.7147	0.8037
0.0832	10.7	3960	0.4832	0.7060	0.8146	0.8849	0.9336	0.8520	0.8737	0.4357	0.8980	0.8652	0.8440	0.8702	0.6615	0.7416	0.3402	0.8055	0.7193	0.8036
0.17	10.76	3980	0.4948	0.7092	0.8136	0.8857	0.9362	0.8205	0.8864	0.4683	0.9031	0.8409	0.8395	0.8686	0.6627	0.7476	0.3567	0.8086	0.7173	0.8028
0.1381	10.81	4000	0.4757	0.7160	0.8188	0.8877	0.9437	0.8104	0.8677	0.5048	0.8976	0.8747	0.8325	0.8686	0.6650	0.7570	0.3844	0.8108	0.7248	0.8014
0.1636	10.86	4020	0.5053	0.6931	0.7822	0.8845	0.9510	0.7710	0.8509	0.3063	0.9140	0.8561	0.8262	0.8600	0.6353	0.7470	0.2627	0.8119	0.7326	0.8024
0.3358	10.92	4040	0.4766	0.7088	0.8123	0.8858	0.9420	0.8254	0.8712	0.4360	0.8957	0.8917	0.8242	0.8640	0.6648	0.7586	0.3421	0.8120	0.7300	0.7902
1.1716	10.97	4060	0.4661	0.7023	0.7916	0.8859	0.9354	0.7758	0.8389	0.3705	0.9232	0.8204	0.8768	0.8684	0.6624	0.7464	0.2951	0.8046	0.7190	0.8199
0.3294	11.03	4080	0.4973	0.7082	0.8102	0.8858	0.9344	0.7985	0.8727	0.4402	0.8945	0.8507	0.8806	0.8719	0.6677	0.7507	0.3355	0.8030	0.7285	0.8003
0.1403	11.08	4100	0.4867	0.7108	0.8102	0.8860	0.9428	0.7967	0.8484	0.4880	0.9008	0.8291	0.8657	0.8687	0.6572	0.7466	0.3687	0.8048	0.7213	0.8081
0.0953	11.14	4120	0.4448	0.7240	0.8148	0.8940	0.9454	0.8071	0.8668	0.4584	0.9140	0.8316	0.8805	0.8780	0.6783	0.7621	0.3662	0.8124	0.7209	0.8503
0.2084	11.19	4140	0.4485	0.7226	0.8098	0.8949	0.9496	0.8015	0.8613	0.4058	0.9118	0.8583	0.8800	0.8769	0.6749	0.7610	0.3510	0.8145	0.7288	0.8513
0.107	11.24	4160	0.4604	0.7245	0.8226	0.8931	0.9515	0.8121	0.8575	0.5024	0.8938	0.8612	0.8796	0.8758	0.6730	0.7575	0.3749	0.8125	0.7289	0.8488
0.1789	11.3	4180	0.4496	0.7234	0.8154	0.8934	0.9403	0.7874	0.8697	0.4657	0.9123	0.8476	0.8850	0.8757	0.6681	0.7638	0.3770	0.8140	0.7263	0.8387
0.3269	11.35	4200	0.4832	0.7068	0.8045	0.8834	0.9419	0.7919	0.8539	0.4601	0.9095	0.8732	0.8008	0.8663	0.6657	0.7581	0.3742	0.8052	0.7117	0.7661
0.1995	11.41	4220	0.4876	0.7072	0.8043	0.8840	0.9454	0.7984	0.8741	0.4500	0.9068	0.8562	0.7992	0.8734	0.6668	0.7540	0.3766	0.7994	0.7131	0.7673
0.2468	11.46	4240	0.4966	0.7045	0.8013	0.8811	0.9442	0.8015	0.8684	0.4579	0.9101	0.8479	0.7794	0.8653	0.6705	0.7534	0.3784	0.7992	0.7206	0.7443
0.3265	11.51	4260	0.4581	0.7200	0.8182	0.8900	0.9479	0.7873	0.8609	0.4929	0.8890	0.8785	0.8710	0.8696	0.6708	0.7526	0.3783	0.8108	0.7325	0.8254
0.1115	11.57	4280	0.4397	0.7170	0.8159	0.8895	0.9415	0.7951	0.8804	0.4772	0.9015	0.8603	0.8552	0.8724	0.6720	0.7481	0.3637	0.8117	0.7321	0.8190
0.3223	11.62	4300	0.4616	0.7153	0.8145	0.8884	0.9432	0.7353	0.8623	0.5076	0.8865	0.8830	0.8838	0.8723	0.6493	0.7572	0.3730	0.8052	0.7290	0.8214
0.127	11.68	4320	0.4661	0.7107	0.8100	0.8862	0.9434	0.7838	0.8511	0.4707	0.8904	0.8463	0.8840	0.8700	0.6676	0.7275	0.3549	0.8030	0.7306	0.8214
0.1568	11.73	4340	0.4627	0.7186	0.8220	0.8887	0.9315	0.8178	0.8733	0.5091	0.9021	0.8378	0.8825	0.8739	0.6781	0.7442	0.3705	0.8036	0.7203	0.8396
0.1914	11.78	4360	0.5231	0.6972	0.8099	0.8757	0.9435	0.8136	0.8464	0.5429	0.8884	0.8584	0.7758	0.8639	0.6703	0.7378	0.3738	0.7935	0.6990	0.7421
0.1151	11.84	4380	0.4781	0.7151	0.8218	0.8864	0.9363	0.8298	0.8763	0.5024	0.8956	0.8765	0.8357	0.8694	0.6724	0.7496	0.3839	0.8059	0.7263	0.7986
0.271	11.89	4400	0.4960	0.7085	0.8014	0.8881	0.9485	0.8318	0.8756	0.3633	0.9107	0.8553	0.8247	0.8666	0.6652	0.7586	0.3277	0.8119	0.7311	0.7980
0.1884	11.95	4420	0.4698	0.7100	0.8121	0.8871	0.9459	0.8386	0.8634	0.4430	0.8995	0.8523	0.8418	0.8717	0.6580	0.7610	0.3340	0.8040	0.7278	0.8136
0.1393	12.0	4440	0.4883	0.7086	0.8157	0.8844	0.9539	0.8221	0.8618	0.4991	0.8779	0.8563	0.8388	0.8708	0.6611	0.7556	0.3441	0.7978	0.7197	0.8109
0.2581	12.05	4460	0.4901	0.7078	0.8009	0.8859	0.9461	0.7934	0.8456	0.4380	0.9165	0.8450	0.8217	0.8675	0.6724	0.7517	0.3456	0.8104	0.7178	0.7894
0.2268	12.11	4480	0.5093	0.7064	0.8047	0.8853	0.9470	0.8187	0.8831	0.4265	0.9063	0.8418	0.8097	0.8681	0.6744	0.7578	0.3349	0.8090	0.7138	0.7869
0.2785	12.16	4500	0.4714	0.7145	0.8193	0.8877	0.9462	0.8174	0.8686	0.4913	0.8884	0.8767	0.8463	0.8713	0.6707	0.7615	0.3586	0.8084	0.7211	0.8101
0.178	12.22	4520	0.4747	0.7133	0.8174	0.8871	0.9287	0.8072	0.8852	0.4749	0.9040	0.8651	0.8565	0.8695	0.6715	0.7584	0.3664	0.8116	0.7171	0.7986
0.3183	12.27	4540	0.4831	0.7123	0.8106	0.8879	0.9346	0.8026	0.8651	0.4357	0.9092	0.8767	0.8504	0.8692	0.6741	0.7560	0.3472	0.8124	0.7221	0.8049
0.2031	12.32	4560	0.4543	0.7109	0.8165	0.8874	0.9382	0.8309	0.8684	0.4418	0.8906	0.8764	0.8694	0.8721	0.6707	0.7533	0.3197	0.8053	0.7278	0.8278
0.0853	12.38	4580	0.4601	0.7148	0.8191	0.8885	0.9354	0.8190	0.8553	0.4688	0.8941	0.8774	0.8840	0.8762	0.6812	0.7558	0.3164	0.8026	0.7289	0.8427
0.1152	12.43	4600	0.4739	0.7094	0.8125	0.8875	0.9413	0.8024	0.8838	0.4202	0.8840	0.8812	0.8745	0.8760	0.6765	0.7500	0.3006	0.8023	0.7299	0.8307
0.135	12.49	4620	0.4775	0.7063	0.7978	0.8868	0.9471	0.8041	0.8801	0.3806	0.9108	0.8241	0.8381	0.8673	0.6847	0.7564	0.3027	0.8104	0.7155	0.8069
0.2961	12.54	4640	0.4811	0.7147	0.8172	0.8885	0.9406	0.8214	0.8651	0.4561	0.8910	0.8694	0.8766	0.8727	0.6782	0.7587	0.3238	0.8037	0.7309	0.8348
0.1668	12.59	4660	0.4843	0.7079	0.8101	0.8862	0.9345	0.7940	0.8673	0.4272	0.8908	0.8675	0.8894	0.8721	0.6671	0.7586	0.2957	0.7993	0.7300	0.8328
0.4382	12.65	4680	0.4710	0.7172	0.8072	0.8927	0.9423	0.7825	0.8650	0.3976	0.9096	0.8657	0.8875	0.8744	0.6743	0.7598	0.3223	0.8134	0.7319	0.8443
0.1377	12.7	4700	0.4768	0.7142	0.8122	0.8892	0.9440	0.7817	0.8649	0.4468	0.8898	0.8724	0.8862	0.8738	0.6694	0.7551	0.3254	0.8034	0.7297	0.8430
0.305	12.76	4720	0.4716	0.7139	0.8122	0.8883	0.9409	0.8115	0.8642	0.4487	0.8998	0.8473	0.8732	0.8712	0.6762	0.7555	0.3285	0.8039	0.7265	0.8353
0.1137	12.81	4740	0.4653	0.7179	0.8111	0.8913	0.9414	0.8188	0.8590	0.4164	0.9094	0.8566	0.8758	0.8712	0.6798	0.7508	0.3434	0.8121	0.7316	0.8361
0.1439	12.86	4760	0.4665	0.7186	0.8127	0.8919	0.9420	0.8145	0.8826	0.4050	0.9016	0.8648	0.8787	0.8720	0.6819	0.7576	0.3379	0.8123	0.7319	0.8370
0.2137	12.92	4780	0.5503	0.6965	0.7969	0.8800	0.9444	0.8055	0.8808	0.4121	0.9061	0.8544	0.7748	0.8632	0.6654	0.7627	0.3464	0.8084	0.6886	0.7409
0.1495	12.97	4800	0.5469	0.6840	0.7854	0.8747	0.9418	0.7926	0.8715	0.3728	0.9107	0.8729	0.7353	0.8643	0.6697	0.7596	0.3168	0.8031	0.6750	0.6996
0.1402	13.03	4820	0.5277	0.6901	0.7879	0.8782	0.9441	0.7895	0.8889	0.3682	0.9062	0.8395	0.7790	0.8630	0.6716	0.7506	0.3008	0.8022	0.6982	0.7442
0.2082	13.08	4840	0.5298	0.6890	0.7906	0.8762	0.9404	0.7967	0.8896	0.3776	0.9030	0.8721	0.7545	0.8638	0.6705	0.7469	0.3141	0.7957	0.7062	0.7257
0.1972	13.14	4860	0.5080	0.6998	0.7983	0.8819	0.9469	0.8175	0.8853	0.3865	0.9009	0.8627	0.7886	0.8619	0.6758	0.7471	0.3294	0.8069	0.7145	0.7629
0.1264	13.19	4880	0.5050	0.7094	0.8037	0.8863	0.9507	0.8140	0.8681	0.4132	0.9042	0.8631	0.8126	0.8632	0.6771	0.7582	0.3401	0.8113	0.7255	0.7902
0.3406	13.24	4900	0.4902	0.7102	0.8064	0.8870	0.9417	0.8255	0.8788	0.4050	0.9098	0.8603	0.8235	0.8651	0.6773	0.7582	0.3434	0.8126	0.7252	0.7898
0.0875	13.3	4920	0.4762	0.7124	0.8079	0.8884	0.9457	0.8177	0.8803	0.4098	0.9065	0.8728	0.8225	0.8674	0.6725	0.7666	0.3458	0.8129	0.7264	0.7954
0.2548	13.35	4940	0.4781	0.7141	0.8118	0.8899	0.9366	0.8359	0.8867	0.3984	0.9119	0.8706	0.8424	0.8711	0.6731	0.7683	0.3400	0.8138	0.7271	0.8051
0.3622	13.41	4960	0.5107	0.7092	0.8109	0.8860	0.9367	0.8108	0.8966	0.4301	0.9019	0.8782	0.8219	0.8710	0.6736	0.7562	0.3528	0.8084	0.7180	0.7844
0.188	13.46	4980	0.4918	0.7184	0.8172	0.8903	0.9473	0.7991	0.8796	0.4706	0.8956	0.8861	0.8424	0.8745	0.6719	0.7655	0.3655	0.8103	0.7277	0.8137
1.8201	13.51	5000	0.4739	0.7154	0.8194	0.8878	0.9491	0.8212	0.8798	0.4885	0.8848	0.8657	0.8470	0.8716	0.6742	0.7547	0.3603	0.8062	0.7239	0.8166
0.0946	13.57	5020	0.4812	0.7172	0.8120	0.8903	0.9440	0.7896	0.8820	0.4578	0.9083	0.8581	0.8442	0.8736	0.6751	0.7529	0.3665	0.8141	0.7218	0.8163
0.1204	13.62	5040	0.4711	0.7165	0.8066	0.8910	0.9422	0.7665	0.8759	0.4190	0.9083	0.8660	0.8683	0.8698	0.6594	0.7607	0.3613	0.8144	0.7340	0.8158
0.5006	13.68	5060	0.4842	0.7187	0.8130	0.8895	0.9404	0.7758	0.8690	0.4649	0.8973	0.8573	0.8861	0.8676	0.6656	0.7648	0.3779	0.8089	0.7329	0.8134
0.2097	13.73	5080	0.4818	0.7228	0.8230	0.8903	0.9344	0.7821	0.8793	0.5017	0.8922	0.8877	0.8841	0.8701	0.6635	0.7697	0.3990	0.8086	0.7368	0.8119
0.2446	13.78	5100	0.5184	0.7179	0.8179	0.8878	0.9360	0.7845	0.8782	0.4841	0.8901	0.8766	0.8760	0.8654	0.6605	0.7629	0.3935	0.8077	0.7369	0.7983
0.112	13.84	5120	0.5073	0.7177	0.8138	0.8883	0.9357	0.7713	0.8607	0.4772	0.9005	0.8796	0.8713	0.8659	0.6592	0.7650	0.3938	0.8098	0.7349	0.7955
0.2395	13.89	5140	0.5048	0.7150	0.8153	0.8868	0.9375	0.7948	0.8685	0.4947	0.8977	0.8457	0.8682	0.8660	0.6646	0.7617	0.3814	0.8082	0.7282	0.7948
0.1023	13.95	5160	0.5182	0.7169	0.8209	0.8870	0.9323	0.8098	0.8682	0.5131	0.8976	0.8552	0.8703	0.8677	0.6644	0.7657	0.3896	0.8066	0.7301	0.7942
0.1605	14.0	5180	0.4861	0.7215	0.8249	0.8896	0.9390	0.8381	0.8748	0.4990	0.8970	0.8746	0.8517	0.8717	0.6738	0.7600	0.4024	0.8101	0.7272	0.8050
0.0698	14.05	5200	0.5052	0.7221	0.8187	0.8908	0.9402	0.8224	0.8699	0.4767	0.9112	0.8693	0.8411	0.8724	0.6762	0.7588	0.4002	0.8141	0.7277	0.8054
1.7048	14.11	5220	0.4823	0.7241	0.8256	0.8907	0.9360	0.8097	0.8815	0.5277	0.9050	0.8675	0.8514	0.8736	0.6801	0.7605	0.4046	0.8134	0.7302	0.8062
0.2105	14.16	5240	0.5088	0.7203	0.8241	0.8894	0.9381	0.8185	0.8972	0.5029	0.8968	0.8699	0.8451	0.8705	0.6722	0.7573	0.3966	0.8134	0.7271	0.8051
0.1896	14.22	5260	0.4859	0.7171	0.8125	0.8897	0.9422	0.8068	0.8901	0.4520	0.9076	0.8395	0.8494	0.8696	0.6749	0.7564	0.3769	0.8157	0.7209	0.8056
0.15	14.27	5280	0.5103	0.7205	0.8178	0.8908	0.9419	0.8108	0.8782	0.4734	0.9081	0.8761	0.8363	0.8722	0.6774	0.7622	0.3867	0.8171	0.7252	0.8024
0.1501	14.32	5300	0.5179	0.7144	0.8189	0.8862	0.9339	0.7960	0.8793	0.4918	0.8919	0.8864	0.8526	0.8672	0.6671	0.7620	0.3896	0.8102	0.7252	0.7798
0.2046	14.38	5320	0.5138	0.7152	0.8106	0.8885	0.9327	0.7902	0.8775	0.4437	0.9108	0.8554	0.8642	0.8664	0.6648	0.7681	0.3711	0.8143	0.7322	0.7893
0.1004	14.43	5340	0.5067	0.7136	0.8107	0.8874	0.9382	0.7675	0.8734	0.4567	0.8984	0.8872	0.8536	0.8659	0.6592	0.7642	0.3762	0.8126	0.7320	0.7852
0.248	14.49	5360	0.4964	0.7199	0.8165	0.8907	0.9399	0.7821	0.8883	0.4783	0.9060	0.8750	0.8459	0.8714	0.6692	0.7647	0.3842	0.8165	0.7313	0.8020
0.1567	14.54	5380	0.5045	0.7207	0.8195	0.8904	0.9406	0.7944	0.8943	0.4885	0.9033	0.8805	0.8347	0.8712	0.6736	0.7630	0.3905	0.8163	0.7283	0.8019
0.1208	14.59	5400	0.5019	0.7199	0.8179	0.8908	0.9418	0.8139	0.8757	0.4586	0.9039	0.8888	0.8423	0.8715	0.6747	0.7609	0.3837	0.8170	0.7253	0.8061
0.1618	14.65	5420	0.5034	0.7131	0.8163	0.8883	0.9413	0.8468	0.8784	0.4386	0.8989	0.8639	0.8460	0.8701	0.6712	0.7529	0.3573	0.8137	0.7202	0.8062
0.3646	14.7	5440	0.5121	0.7094	0.8131	0.8865	0.9409	0.8305	0.8685	0.4294	0.8948	0.8901	0.8376	0.8689	0.6709	0.7527	0.3475	0.8108	0.7156	0.7990
0.2108	14.76	5460	0.4966	0.7099	0.8037	0.8890	0.9416	0.8142	0.8578	0.3780	0.9146	0.8795	0.8402	0.8689	0.6709	0.7559	0.3311	0.8172	0.7248	0.8005
0.1676	14.81	5480	0.4956	0.7139	0.8112	0.8903	0.9377	0.8359	0.8588	0.3965	0.9132	0.8862	0.8498	0.8713	0.6727	0.7592	0.3423	0.8173	0.7267	0.8080
0.1959	14.86	5500	0.4886	0.7137	0.8147	0.8887	0.9376	0.8301	0.8736	0.4451	0.9071	0.8578	0.8513	0.8701	0.6715	0.7554	0.3488	0.8138	0.7267	0.8100
0.5845	14.92	5520	0.5075	0.7110	0.8179	0.8864	0.9428	0.8419	0.8727	0.4674	0.8898	0.8653	0.8457	0.8686	0.6662	0.7510	0.3510	0.8082	0.7258	0.8060
0.1824	14.97	5540	0.4852	0.7141	0.8175	0.8879	0.9412	0.8165	0.8776	0.4698	0.8947	0.8766	0.8460	0.8701	0.6705	0.7571	0.3587	0.8106	0.7242	0.8079
0.2716	15.03	5560	0.4705	0.7145	0.8117	0.8895	0.9405	0.8013	0.8827	0.4340	0.9005	0.8498	0.8729	0.8725	0.6756	0.7590	0.3269	0.8076	0.7299	0.8304
0.2155	15.08	5580	0.4791	0.7149	0.8179	0.8879	0.9371	0.7929	0.8541	0.4774	0.8879	0.8877	0.8879	0.8710	0.6651	0.7583	0.3551	0.8044	0.7331	0.8176
0.173	15.14	5600	0.4719	0.7215	0.8143	0.8920	0.9419	0.8102	0.8759	0.4580	0.9159	0.8424	0.8557	0.8707	0.6741	0.7637	0.3775	0.8177	0.7289	0.8180
0.1682	15.19	5620	0.4696	0.7243	0.8151	0.8930	0.9416	0.7860	0.8779	0.4770	0.9165	0.8441	0.8625	0.8710	0.6741	0.7654	0.3826	0.8177	0.7332	0.8263
0.0967	15.24	5640	0.5111	0.7144	0.8142	0.8875	0.9447	0.8131	0.8902	0.4641	0.9007	0.8714	0.8152	0.8673	0.6747	0.7605	0.3670	0.8120	0.7291	0.7904
0.2547	15.3	5660	0.4927	0.7189	0.8097	0.8908	0.9490	0.7976	0.8855	0.4406	0.9102	0.8512	0.8340	0.8651	0.6735	0.7641	0.3670	0.8192	0.7320	0.8114
0.1088	15.35	5680	0.4788	0.7217	0.8130	0.8918	0.9434	0.7985	0.8803	0.4511	0.9134	0.8593	0.8454	0.8670	0.6739	0.7681	0.3772	0.8188	0.7308	0.8158
0.1235	15.41	5700	0.4757	0.7170	0.8090	0.8898	0.9485	0.7890	0.8613	0.4646	0.9118	0.8496	0.8381	0.8692	0.6721	0.7656	0.3691	0.8151	0.7220	0.8059
0.233	15.46	5720	0.4648	0.7142	0.8123	0.8882	0.9405	0.8117	0.8675	0.4497	0.9065	0.8711	0.8395	0.8662	0.6718	0.7644	0.3531	0.8141	0.7295	0.8004
0.1166	15.51	5740	0.4687	0.7184	0.8138	0.8913	0.9440	0.8138	0.8677	0.4331	0.9049	0.8749	0.8584	0.8696	0.6697	0.7667	0.3547	0.8159	0.7318	0.8206
0.1753	15.57	5760	0.4792	0.7265	0.8224	0.8935	0.9344	0.8294	0.8729	0.4727	0.9145	0.8565	0.8762	0.8719	0.6730	0.7691	0.3913	0.8158	0.7335	0.8306
0.0638	15.62	5780	0.4769	0.7204	0.8162	0.8909	0.9430	0.8071	0.8765	0.4606	0.9024	0.8606	0.8630	0.8706	0.6746	0.7645	0.3704	0.8119	0.7288	0.8220
0.1339	15.68	5800	0.5039	0.7184	0.8160	0.8892	0.9421	0.7959	0.8873	0.4556	0.8952	0.8899	0.8457	0.8694	0.6742	0.7600	0.3825	0.8108	0.7262	0.8055
0.114	15.73	5820	0.5220	0.7162	0.8087	0.8887	0.9424	0.7852	0.8845	0.4411	0.9105	0.8732	0.8239	0.8660	0.6739	0.7679	0.3818	0.8164	0.7224	0.7853
0.1199	15.78	5840	0.4918	0.7166	0.8145	0.8878	0.9397	0.8073	0.8753	0.4782	0.9091	0.8687	0.8234	0.8667	0.6758	0.7663	0.3917	0.8150	0.7181	0.7829
0.1442	15.84	5860	0.5162	0.7070	0.8091	0.8827	0.9471	0.7924	0.8817	0.4877	0.8913	0.8520	0.8113	0.8651	0.6745	0.7604	0.3537	0.8018	0.7150	0.7782
0.2014	15.89	5880	0.5058	0.7064	0.8097	0.8831	0.9415	0.8117	0.8549	0.4765	0.9003	0.8668	0.8159	0.8662	0.6718	0.7587	0.3532	0.8045	0.7120	0.7786
0.3064	15.95	5900	0.5379	0.7058	0.8072	0.8832	0.9373	0.8081	0.8792	0.4548	0.9081	0.8594	0.8037	0.8658	0.6730	0.7573	0.3605	0.8078	0.7069	0.7691
0.1464	16.0	5920	0.5124	0.7125	0.8077	0.8877	0.9378	0.8038	0.8838	0.4262	0.9137	0.8586	0.8300	0.8691	0.6749	0.7556	0.3622	0.8118	0.7197	0.7941
0.1138	16.05	5940	0.4871	0.7160	0.8148	0.8888	0.9386	0.8072	0.8899	0.4511	0.9029	0.8715	0.8424	0.8715	0.6764	0.7586	0.3685	0.8112	0.7241	0.8021
0.203	16.11	5960	0.5331	0.7168	0.8156	0.8884	0.9418	0.8023	0.8821	0.4775	0.9046	0.8772	0.8240	0.8720	0.6766	0.7613	0.3879	0.8126	0.7149	0.7921
0.1326	16.16	5980	0.5036	0.7200	0.8203	0.8898	0.9390	0.8137	0.8646	0.5058	0.9088	0.8675	0.8427	0.8728	0.6718	0.7606	0.3941	0.8136	0.7217	0.8053
0.6346	16.22	6000	0.4958	0.7158	0.8155	0.8882	0.9370	0.7686	0.8929	0.4855	0.8969	0.8705	0.8571	0.8707	0.6594	0.7568	0.3898	0.8109	0.7276	0.7955
0.1701	16.27	6020	0.4669	0.7225	0.8212	0.8912	0.9388	0.7986	0.8760	0.5126	0.9096	0.8636	0.8494	0.8731	0.6705	0.7616	0.4002	0.8167	0.7258	0.8095
0.0937	16.32	6040	0.4812	0.7160	0.8090	0.8893	0.9437	0.7545	0.8622	0.4912	0.9136	0.8546	0.8434	0.8691	0.6567	0.7515	0.3891	0.8173	0.7226	0.8058
0.0752	16.38	6060	0.5483	0.7122	0.8062	0.8859	0.9477	0.7632	0.8402	0.5077	0.9129	0.8573	0.8146	0.8595	0.6576	0.7431	0.3975	0.8186	0.7238	0.7854
0.195	16.43	6080	0.4914	0.7204	0.8222	0.8895	0.9430	0.8021	0.8803	0.5155	0.8950	0.8712	0.8485	0.8699	0.6738	0.7564	0.3928	0.8138	0.7261	0.8096
0.2059	16.49	6100	0.5010	0.7131	0.8116	0.8868	0.9396	0.7868	0.8615	0.4875	0.9049	0.8516	0.8496	0.8661	0.6591	0.7569	0.3841	0.8123	0.7240	0.7894
0.0975	16.54	6120	0.5023	0.7144	0.8112	0.8873	0.9335	0.7907	0.8618	0.4762	0.9149	0.8536	0.8475	0.8654	0.6587	0.7542	0.3976	0.8153	0.7241	0.7852
0.5277	16.59	6140	0.4895	0.7205	0.8160	0.8914	0.9424	0.8173	0.8680	0.4566	0.9109	0.8723	0.8447	0.8709	0.6706	0.7597	0.3906	0.8191	0.7254	0.8075
0.116	16.65	6160	0.4841	0.7216	0.8165	0.8917	0.9421	0.8049	0.8669	0.4764	0.9135	0.8656	0.8460	0.8720	0.6720	0.7654	0.3894	0.8186	0.7255	0.8081
0.0963	16.7	6180	0.5004	0.7129	0.8130	0.8867	0.9364	0.7966	0.8700	0.4687	0.9018	0.8667	0.8505	0.8661	0.6601	0.7617	0.3801	0.8115	0.7275	0.7834
0.2443	16.76	6200	0.4854	0.7182	0.8136	0.8899	0.9352	0.7791	0.8768	0.4604	0.9073	0.8705	0.8658	0.8681	0.6614	0.7668	0.3836	0.8154	0.7330	0.7991
0.228	16.81	6220	0.5002	0.7166	0.8068	0.8901	0.9429	0.8063	0.8714	0.4225	0.9220	0.8580	0.8246	0.8722	0.6744	0.7658	0.3735	0.8143	0.7253	0.7911
2.9355	16.86	6240	0.5272	0.7130	0.8020	0.8898	0.9427	0.7922	0.8933	0.3872	0.9197	0.8501	0.8289	0.8720	0.6742	0.7597	0.3529	0.8145	0.7227	0.7953
0.0725	16.92	6260	0.4601	0.7261	0.8233	0.8935	0.9414	0.8286	0.8702	0.4817	0.9078	0.8690	0.8644	0.8732	0.6729	0.7613	0.3998	0.8197	0.7334	0.8221
0.2307	16.97	6280	0.4653	0.7304	0.8244	0.8948	0.9398	0.8243	0.8733	0.5085	0.9187	0.8412	0.8650	0.8730	0.6774	0.7696	0.4146	0.8212	0.7284	0.8284
0.0948	17.03	6300	0.4963	0.7232	0.8283	0.8899	0.9317	0.8074	0.8688	0.5515	0.8982	0.8537	0.8871	0.8725	0.6697	0.7703	0.3939	0.8083	0.7324	0.8151
0.154	17.08	6320	0.5090	0.7178	0.8299	0.8867	0.9316	0.8010	0.8740	0.5612	0.8786	0.8721	0.8911	0.8724	0.6673	0.7633	0.3717	0.7987	0.7360	0.8153
0.0999	17.14	6340	0.5249	0.7180	0.8192	0.8883	0.9321	0.7863	0.8754	0.5214	0.9016	0.8293	0.8886	0.8706	0.6646	0.7629	0.3805	0.8058	0.7269	0.8147
0.2903	17.19	6360	0.4871	0.7162	0.8154	0.8872	0.9390	0.8106	0.8927	0.4715	0.9015	0.8611	0.8317	0.8757	0.6731	0.7605	0.3806	0.7983	0.7374	0.7875
1.224	17.24	6380	0.5907	0.7052	0.7986	0.8815	0.9445	0.7838	0.8807	0.4403	0.9136	0.8678	0.7596	0.8703	0.6689	0.7646	0.3778	0.7929	0.7314	0.7307
0.2381	17.3	6400	0.5664	0.7105	0.8024	0.8836	0.9420	0.7694	0.8849	0.4593	0.9118	0.8606	0.7887	0.8726	0.6702	0.7632	0.3875	0.7920	0.7369	0.7510
0.0845	17.35	6420	0.5668	0.7062	0.8011	0.8807	0.9397	0.8049	0.8632	0.4737	0.9215	0.8342	0.7707	0.8711	0.6765	0.7623	0.3950	0.7919	0.7130	0.7339
0.1475	17.41	6440	0.5863	0.6993	0.7951	0.8773	0.9402	0.8054	0.8512	0.4704	0.9233	0.8182	0.7569	0.8669	0.6735	0.7547	0.3892	0.7898	0.6999	0.7213
0.3795	17.46	6460	0.5513	0.7026	0.8009	0.8793	0.9364	0.7984	0.8791	0.4643	0.9156	0.8463	0.7658	0.8675	0.6757	0.7568	0.3836	0.7940	0.7109	0.7297
0.0748	17.51	6480	0.4900	0.7189	0.8162	0.8901	0.9374	0.7962	0.8827	0.4716	0.9093	0.8717	0.8444	0.8705	0.6758	0.7579	0.3871	0.8180	0.7204	0.8028
0.1287	17.57	6500	0.4810	0.7235	0.8196	0.8925	0.9419	0.7917	0.8742	0.4932	0.9078	0.8711	0.8576	0.8739	0.6763	0.7601	0.3927	0.8201	0.7232	0.8179
0.7152	17.62	6520	0.4926	0.7202	0.8177	0.8891	0.9296	0.7823	0.8685	0.5012	0.9088	0.8549	0.8785	0.8685	0.6654	0.7568	0.4003	0.8106	0.7373	0.8025
0.1532	17.68	6540	0.5034	0.7159	0.8145	0.8857	0.9348	0.8097	0.8724	0.4931	0.9103	0.8610	0.8202	0.8739	0.6723	0.7587	0.3998	0.7964	0.7390	0.7710
0.1649	17.73	6560	0.4670	0.7259	0.8218	0.8934	0.9407	0.8030	0.8825	0.4877	0.9027	0.8479	0.8883	0.8750	0.6761	0.7645	0.3802	0.8123	0.7316	0.8419
0.1646	17.78	6580	0.5055	0.7192	0.8196	0.8899	0.9295	0.8033	0.8782	0.4705	0.9015	0.8639	0.8906	0.8708	0.6645	0.7652	0.3759	0.8091	0.7347	0.8142
0.2447	17.84	6600	0.5369	0.7176	0.8118	0.8904	0.9349	0.7812	0.8906	0.4292	0.9041	0.8633	0.8792	0.8718	0.6674	0.7608	0.3681	0.8106	0.7366	0.8080
0.3357	17.89	6620	0.5168	0.7158	0.8163	0.8858	0.9313	0.8015	0.8888	0.4898	0.9037	0.8609	0.8382	0.8734	0.6717	0.7664	0.3961	0.7984	0.7348	0.7699
0.2158	17.95	6640	0.5156	0.7237	0.8228	0.8920	0.9293	0.8090	0.8892	0.4640	0.9021	0.8753	0.8910	0.8733	0.6701	0.7695	0.3912	0.8128	0.7363	0.8129
0.2195	18.0	6660	0.5208	0.7177	0.8163	0.8898	0.9367	0.8113	0.8915	0.4397	0.8995	0.8707	0.8647	0.8695	0.6676	0.7650	0.3749	0.8131	0.7335	0.8002
0.1422	18.05	6680	0.5460	0.7209	0.8127	0.8921	0.9338	0.7790	0.8865	0.4382	0.9111	0.8512	0.8890	0.8723	0.6670	0.7721	0.3751	0.8140	0.7323	0.8136
0.1344	18.11	6700	0.5421	0.7243	0.8185	0.8931	0.9345	0.7908	0.8685	0.4650	0.9096	0.8719	0.8889	0.8738	0.6668	0.7739	0.3894	0.8161	0.7364	0.8136
0.3185	18.16	6720	0.5024	0.7232	0.8163	0.8938	0.9384	0.7816	0.8882	0.4410	0.9054	0.8741	0.8855	0.8757	0.6672	0.7628	0.3759	0.8166	0.7379	0.8261
0.1733	18.22	6740	0.4997	0.7170	0.8086	0.8891	0.9436	0.7734	0.8823	0.4638	0.9108	0.8448	0.8414	0.8761	0.6745	0.7609	0.3717	0.8038	0.7308	0.8016
1.0091	18.27	6760	0.4827	0.7255	0.8191	0.8935	0.9419	0.8065	0.8618	0.4790	0.9116	0.8613	0.8718	0.8737	0.6793	0.7604	0.3813	0.8171	0.7362	0.8302
0.172	18.32	6780	0.5162	0.7205	0.8135	0.8914	0.9402	0.8019	0.8811	0.4548	0.9160	0.8538	0.8465	0.8736	0.6789	0.7621	0.3806	0.8161	0.7253	0.8069
0.261	18.38	6800	0.4987	0.7200	0.8165	0.8906	0.9414	0.7775	0.8845	0.4832	0.9009	0.8657	0.8621	0.8726	0.6660	0.7610	0.3870	0.8133	0.7346	0.8053
0.2005	18.43	6820	0.5103	0.7225	0.8209	0.8914	0.9336	0.7976	0.8660	0.4799	0.9015	0.8768	0.8908	0.8733	0.6679	0.7632	0.3901	0.8121	0.7388	0.8122
0.1502	18.49	6840	0.5143	0.7209	0.8139	0.8916	0.9373	0.7789	0.8751	0.4525	0.9060	0.8626	0.8851	0.8725	0.6665	0.7651	0.3802	0.8131	0.7362	0.8127
0.2716	18.54	6860	0.5131	0.7214	0.8160	0.8914	0.9294	0.7836	0.8841	0.4522	0.9087	0.8620	0.8919	0.8720	0.6689	0.7643	0.3818	0.8121	0.7388	0.8119
0.1499	18.59	6880	0.4995	0.7210	0.8155	0.8921	0.9383	0.7958	0.8799	0.4407	0.9049	0.8719	0.8772	0.8741	0.6654	0.7664	0.3739	0.8122	0.7402	0.8146
0.1977	18.65	6900	0.5241	0.7109	0.8058	0.8840	0.9351	0.7971	0.8919	0.4488	0.9154	0.8555	0.7970	0.8736	0.6717	0.7641	0.3857	0.7941	0.7360	0.7507
0.0914	18.7	6920	0.4901	0.7231	0.8218	0.8911	0.9338	0.7974	0.8833	0.4839	0.8994	0.8729	0.8819	0.8722	0.6711	0.7595	0.3989	0.8125	0.7407	0.8069
0.1113	18.76	6940	0.5246	0.7242	0.8227	0.8917	0.9317	0.8017	0.8769	0.4960	0.9055	0.8590	0.8883	0.8736	0.6726	0.7598	0.3986	0.8129	0.7386	0.8132
0.2192	18.81	6960	0.5099	0.7243	0.8196	0.8923	0.9356	0.7812	0.8748	0.4857	0.9048	0.8686	0.8866	0.8741	0.6705	0.7633	0.3945	0.8137	0.7402	0.8137
0.0997	18.86	6980	0.4966	0.7287	0.8225	0.8951	0.9402	0.7948	0.8713	0.4963	0.9102	0.8586	0.8865	0.8797	0.6698	0.7655	0.4052	0.8158	0.7357	0.8291
0.1794	18.92	7000	0.4761	0.7320	0.8238	0.8963	0.9419	0.7979	0.8780	0.5003	0.9140	0.8563	0.8778	0.8773	0.6790	0.7685	0.4129	0.8220	0.7307	0.8332
0.1595	18.97	7020	0.4864	0.7297	0.8263	0.8941	0.9413	0.8146	0.8737	0.5188	0.9110	0.8715	0.8534	0.8747	0.6826	0.7665	0.4195	0.8219	0.7283	0.8144
0.1712	19.03	7040	0.4738	0.7314	0.8282	0.8948	0.9381	0.8273	0.8774	0.5184	0.9148	0.8627	0.8589	0.8744	0.6817	0.7684	0.4197	0.8217	0.7334	0.8205
0.1839	19.08	7060	0.4718	0.7316	0.8263	0.8950	0.9419	0.8065	0.8790	0.5181	0.9099	0.8639	0.8651	0.8742	0.6829	0.7678	0.4154	0.8212	0.7355	0.8240
0.1429	19.14	7080	0.5049	0.7163	0.8159	0.8858	0.9400	0.8126	0.8765	0.5226	0.9152	0.8565	0.7878	0.8715	0.6786	0.7686	0.4198	0.8082	0.7149	0.7524
0.1981	19.19	7100	0.5005	0.7169	0.8145	0.8883	0.9425	0.8140	0.8756	0.4842	0.9121	0.8547	0.8183	0.8697	0.6766	0.7618	0.3991	0.8168	0.7133	0.7809
0.1176	19.24	7120	0.5062	0.7152	0.8132	0.8868	0.9471	0.8165	0.8766	0.4854	0.9063	0.8552	0.8054	0.8700	0.6742	0.7639	0.3957	0.8093	0.7230	0.7703
0.1592	19.3	7140	0.5931	0.6982	0.8033	0.8761	0.9442	0.8235	0.8774	0.5020	0.9099	0.8514	0.7150	0.8676	0.6726	0.7691	0.4025	0.7950	0.6973	0.6835
0.0978	19.35	7160	0.5407	0.7119	0.8112	0.8847	0.9403	0.8175	0.8824	0.4807	0.9149	0.8672	0.7754	0.8713	0.6737	0.7715	0.4073	0.8077	0.7111	0.7407
0.0847	19.41	7180	0.5007	0.7216	0.8164	0.8914	0.9440	0.7998	0.8726	0.4774	0.9117	0.8785	0.8311	0.8715	0.6753	0.7682	0.4018	0.8222	0.7197	0.7926
0.1567	19.46	7200	0.5156	0.7247	0.8177	0.8923	0.9403	0.7897	0.8638	0.4891	0.9103	0.8583	0.8722	0.8714	0.6648	0.7679	0.4081	0.8164	0.7375	0.8069
0.1307	19.51	7220	0.4998	0.7278	0.8233	0.8940	0.9407	0.7986	0.8597	0.4982	0.9036	0.8740	0.8883	0.8748	0.6657	0.7656	0.4089	0.8167	0.7427	0.8201
0.0955	19.57	7240	0.5102	0.7260	0.8203	0.8924	0.9353	0.7892	0.8718	0.5063	0.9115	0.8417	0.8862	0.8729	0.6690	0.7660	0.4140	0.8151	0.7314	0.8138
0.2793	19.62	7260	0.5154	0.7261	0.8187	0.8929	0.9351	0.7907	0.8742	0.4823	0.9120	0.8509	0.8861	0.8723	0.6696	0.7647	0.4120	0.8163	0.7347	0.8135
0.0813	19.68	7280	0.5210	0.7277	0.8227	0.8931	0.9308	0.8013	0.8769	0.4881	0.9110	0.8600	0.8908	0.8723	0.6709	0.7653	0.4183	0.8169	0.7367	0.8133
0.2225	19.73	7300	0.5132	0.7250	0.8206	0.8915	0.9298	0.7887	0.8866	0.4915	0.9103	0.8580	0.8791	0.8732	0.6711	0.7632	0.4147	0.8125	0.7357	0.8043
0.1214	19.78	7320	0.5134	0.7261	0.8194	0.8927	0.9386	0.7970	0.8594	0.4894	0.9099	0.8604	0.8811	0.8720	0.6683	0.7650	0.4141	0.8168	0.7361	0.8103
1.7701	19.84	7340	0.5098	0.7215	0.8157	0.8900	0.9426	0.7839	0.8759	0.4948	0.9089	0.8699	0.8342	0.8716	0.6651	0.7652	0.4144	0.8128	0.7369	0.7847
1.7151	19.89	7360	0.5342	0.7183	0.8155	0.8888	0.9443	0.7815	0.8788	0.5007	0.9030	0.8683	0.8318	0.8682	0.6625	0.7607	0.4110	0.8173	0.7256	0.7826
0.1064	19.95	7380	0.4977	0.7214	0.8191	0.8905	0.9375	0.7827	0.8756	0.4947	0.9008	0.8722	0.8705	0.8705	0.6635	0.7585	0.3997	0.8138	0.7389	0.8046
0.2402	20.0	7400	0.5230	0.7149	0.8221	0.8863	0.9369	0.7949	0.8742	0.5129	0.8834	0.8912	0.8614	0.8675	0.6614	0.7555	0.3836	0.8072	0.7365	0.7927
0.1443	20.05	7420	0.5007	0.7189	0.8163	0.8902	0.9403	0.7789	0.8850	0.4804	0.9001	0.8644	0.8648	0.8712	0.6643	0.7568	0.3796	0.8134	0.7381	0.8086
0.1582	20.11	7440	0.5011	0.7223	0.8156	0.8916	0.9431	0.7961	0.8733	0.4812	0.9136	0.8566	0.8456	0.8703	0.6748	0.7613	0.3929	0.8194	0.7303	0.8074
0.164	20.16	7460	0.4833	0.7243	0.8172	0.8930	0.9387	0.7888	0.8671	0.4763	0.9139	0.8670	0.8685	0.8723	0.6704	0.7628	0.3954	0.8195	0.7342	0.8156
0.1043	20.22	7480	0.4934	0.7196	0.8091	0.8920	0.9441	0.7778	0.8774	0.4328	0.9114	0.8591	0.8613	0.8702	0.6688	0.7629	0.3715	0.8187	0.7364	0.8088
0.0895	20.27	7500	0.5015	0.7187	0.8118	0.8909	0.9428	0.7912	0.8846	0.4462	0.9084	0.8556	0.8539	0.8697	0.6702	0.7614	0.3773	0.8183	0.7335	0.8009
0.3232	20.32	7520	0.4854	0.7267	0.8183	0.8940	0.9438	0.8036	0.8784	0.4660	0.9117	0.8680	0.8568	0.8709	0.6787	0.7671	0.3953	0.8224	0.7371	0.8154
0.207	20.38	7540	0.4836	0.7306	0.8237	0.8951	0.9382	0.8109	0.8808	0.4959	0.9176	0.8569	0.8654	0.8742	0.6793	0.7686	0.4094	0.8212	0.7370	0.8241
0.089	20.43	7560	0.4726	0.7301	0.8220	0.8954	0.9405	0.8147	0.8770	0.4784	0.9166	0.8589	0.8680	0.8739	0.6788	0.7699	0.4039	0.8220	0.7378	0.8245
0.1336	20.49	7580	0.4796	0.7263	0.8209	0.8936	0.9427	0.7999	0.8861	0.4778	0.9076	0.8826	0.8496	0.8731	0.6763	0.7657	0.4004	0.8212	0.7363	0.8109
0.055	20.54	7600	0.4904	0.7205	0.8196	0.8903	0.9406	0.8238	0.8846	0.4836	0.9099	0.8683	0.8266	0.8720	0.6755	0.7649	0.3980	0.8176	0.7266	0.7891
0.0892	20.59	7620	0.5179	0.7124	0.8098	0.8847	0.9457	0.8056	0.8692	0.4912	0.9113	0.8669	0.7791	0.8703	0.6750	0.7693	0.3946	0.8042	0.7284	0.7453
0.3639	20.65	7640	0.5455	0.7083	0.8085	0.8819	0.9420	0.8267	0.8712	0.4769	0.9120	0.8721	0.7583	0.8709	0.6746	0.7687	0.3927	0.7968	0.7311	0.7233
1.4236	20.7	7660	0.4975	0.7172	0.8163	0.8878	0.9445	0.8147	0.8750	0.4901	0.9055	0.8750	0.8096	0.8723	0.6772	0.7679	0.3893	0.8089	0.7322	0.7727
0.1324	20.76	7680	0.5171	0.7158	0.8130	0.8868	0.9436	0.8140	0.8660	0.4800	0.9099	0.8758	0.8021	0.8723	0.6772	0.7664	0.3936	0.8061	0.7324	0.7623
0.2931	20.81	7700	0.5792	0.7071	0.8048	0.8818	0.9421	0.8172	0.8664	0.4589	0.9137	0.8742	0.7614	0.8721	0.6759	0.7648	0.3870	0.7950	0.7299	0.7250
0.1604	20.86	7720	0.5350	0.7118	0.8076	0.8854	0.9415	0.8070	0.8780	0.4504	0.9133	0.8725	0.7904	0.8731	0.6768	0.7632	0.3841	0.8026	0.7316	0.7516
0.1814	20.92	7740	0.5325	0.7144	0.8133	0.8863	0.9415	0.8162	0.8721	0.4767	0.9094	0.8775	0.7995	0.8735	0.6773	0.7624	0.3901	0.8049	0.7317	0.7608
0.2279	20.97	7760	0.5369	0.7071	0.8029	0.8833	0.9423	0.8079	0.8820	0.4398	0.9143	0.8523	0.7820	0.8724	0.6761	0.7612	0.3714	0.7990	0.7259	0.7440
0.1487	21.03	7780	0.5375	0.7095	0.8042	0.8849	0.9443	0.8113	0.8846	0.4421	0.9135	0.8349	0.7990	0.8710	0.6749	0.7606	0.3758	0.8035	0.7223	0.7587
0.1486	21.08	7800	0.5353	0.7102	0.8066	0.8840	0.9420	0.8015	0.8762	0.4601	0.9115	0.8725	0.7823	0.8728	0.6747	0.7625	0.3891	0.7996	0.7288	0.7438
0.2571	21.14	7820	0.5643	0.7084	0.8092	0.8816	0.9424	0.8139	0.8764	0.4938	0.9092	0.8699	0.7586	0.8725	0.6743	0.7638	0.4022	0.7952	0.7273	0.7238
0.1137	21.19	7840	0.5104	0.7222	0.8179	0.8905	0.9353	0.7812	0.8811	0.4888	0.9060	0.8659	0.8667	0.8684	0.6672	0.7647	0.4057	0.8164	0.7383	0.7943
0.1662	21.24	7860	0.5089	0.7225	0.8195	0.8903	0.9349	0.7819	0.8780	0.5012	0.9055	0.8718	0.8631	0.8681	0.6663	0.7640	0.4125	0.8170	0.7363	0.7934
0.0541	21.3	7880	0.5130	0.7236	0.8210	0.8913	0.9388	0.7999	0.8854	0.5034	0.9091	0.8644	0.8461	0.8714	0.6737	0.7601	0.4112	0.8189	0.7274	0.8025
0.1648	21.35	7900	0.5118	0.7222	0.8205	0.8908	0.9361	0.8038	0.8838	0.4922	0.9082	0.8687	0.8508	0.8713	0.6720	0.7579	0.4065	0.8173	0.7293	0.8010
0.304	21.41	7920	0.5105	0.7203	0.8200	0.8897	0.9386	0.7998	0.8662	0.5190	0.9062	0.8483	0.8620	0.8706	0.6623	0.7606	0.4040	0.8145	0.7296	0.8007
0.1924	21.46	7940	0.5129	0.7174	0.8059	0.8902	0.9451	0.7547	0.8814	0.4674	0.9161	0.8248	0.8520	0.8698	0.6597	0.7636	0.3912	0.8164	0.7192	0.8022
0.1125	21.51	7960	0.4882	0.7224	0.8163	0.8915	0.9396	0.7945	0.8768	0.4828	0.9127	0.8489	0.8591	0.8709	0.6692	0.7636	0.4019	0.8181	0.7306	0.8028
0.1268	21.57	7980	0.5003	0.7242	0.8169	0.8926	0.9414	0.7991	0.8820	0.4749	0.9131	0.8491	0.8592	0.8722	0.6727	0.7650	0.4003	0.8192	0.7330	0.8071
0.0906	21.62	8000	0.5086	0.7224	0.8173	0.8907	0.9422	0.8051	0.8804	0.4860	0.9130	0.8684	0.8258	0.8716	0.6802	0.7646	0.4035	0.8171	0.7308	0.7890
0.1407	21.68	8020	0.4880	0.7252	0.8202	0.8923	0.9442	0.8148	0.8805	0.4872	0.9094	0.8638	0.8411	0.8723	0.6811	0.7668	0.4030	0.8188	0.7344	0.7996
0.1863	21.73	8040	0.5065	0.7208	0.8128	0.8896	0.9436	0.7926	0.8758	0.4850	0.9168	0.8583	0.8175	0.8725	0.6783	0.7685	0.4060	0.8126	0.7301	0.7774
0.264	21.78	8060	0.5151	0.7178	0.8145	0.8872	0.9424	0.8147	0.8772	0.4987	0.9150	0.8555	0.7979	0.8724	0.6794	0.7677	0.4060	0.8073	0.7292	0.7623
0.0748	21.84	8080	0.5288	0.7252	0.8244	0.8916	0.9388	0.8132	0.8798	0.5075	0.9074	0.8871	0.8368	0.8735	0.6790	0.7632	0.4120	0.8172	0.7319	0.7992
0.1044	21.89	8100	0.5047	0.7279	0.8236	0.8942	0.9392	0.8216	0.8819	0.4761	0.9101	0.8752	0.8613	0.8733	0.6806	0.7627	0.4021	0.8220	0.7366	0.8181
0.217	21.95	8120	0.4980	0.7225	0.8175	0.8909	0.9414	0.8003	0.8814	0.4869	0.9118	0.8659	0.8348	0.8734	0.6772	0.7652	0.3981	0.8142	0.7354	0.7942
0.1532	22.0	8140	0.5042	0.7224	0.8172	0.8920	0.9424	0.7876	0.8739	0.4722	0.9029	0.8727	0.8685	0.8712	0.6670	0.7656	0.3906	0.8180	0.7391	0.8054
0.1068	22.05	8160	0.4846	0.7246	0.8222	0.8922	0.9403	0.8012	0.8697	0.4986	0.9040	0.8778	0.8641	0.8723	0.6699	0.7651	0.4029	0.8186	0.7380	0.8051
0.098	22.11	8180	0.4889	0.7257	0.8174	0.8934	0.9450	0.7790	0.8772	0.4880	0.9101	0.8669	0.8558	0.8727	0.6736	0.7633	0.4016	0.8211	0.7353	0.8122
0.2365	22.16	8200	0.4930	0.7268	0.8206	0.8940	0.9419	0.8080	0.8758	0.4753	0.9110	0.8713	0.8606	0.8734	0.6778	0.7653	0.3997	0.8219	0.7365	0.8130
0.1832	22.22	8220	0.4950	0.7267	0.8191	0.8937	0.9398	0.7963	0.8735	0.4846	0.9150	0.8583	0.8659	0.8731	0.6745	0.7659	0.4052	0.8206	0.7342	0.8134
0.1064	22.27	8240	0.4851	0.7286	0.8208	0.8947	0.9392	0.8114	0.8716	0.4774	0.9176	0.8613	0.8668	0.8736	0.6788	0.7673	0.4049	0.8222	0.7346	0.8187
0.1362	22.32	8260	0.5081	0.7262	0.8214	0.8928	0.9425	0.7998	0.8759	0.5016	0.9110	0.8770	0.8421	0.8733	0.6790	0.7661	0.4136	0.8218	0.7265	0.8033
0.428	22.38	8280	0.5036	0.7230	0.8194	0.8914	0.9414	0.7991	0.8868	0.4910	0.9107	0.8796	0.8273	0.8733	0.6783	0.7652	0.4121	0.8211	0.7198	0.7913
0.1478	22.43	8300	0.4875	0.7251	0.8176	0.8924	0.9424	0.7944	0.8773	0.4890	0.9155	0.8643	0.8404	0.8735	0.6781	0.7670	0.4126	0.8198	0.7262	0.7987
0.1215	22.49	8320	0.4854	0.7255	0.8180	0.8930	0.9417	0.8034	0.8867	0.4823	0.9162	0.8454	0.8503	0.8741	0.6798	0.7652	0.4053	0.8198	0.7270	0.8074
0.1314	22.54	8340	0.5011	0.7260	0.8213	0.8930	0.9398	0.8143	0.8750	0.4942	0.9156	0.8603	0.8502	0.8744	0.6795	0.7651	0.4059	0.8200	0.7284	0.8085
0.0794	22.59	8360	0.5000	0.7246	0.8217	0.8924	0.9419	0.8195	0.8763	0.4910	0.9099	0.8669	0.8464	0.8730	0.6792	0.7646	0.4016	0.8207	0.7292	0.8038
0.1479	22.65	8380	0.5173	0.7180	0.8167	0.8890	0.9444	0.8143	0.8773	0.4860	0.9085	0.8723	0.8137	0.8708	0.6779	0.7640	0.4016	0.8199	0.7152	0.7768
0.1797	22.7	8400	0.5417	0.7125	0.8097	0.8856	0.9467	0.8023	0.8736	0.4824	0.9100	0.8647	0.7882	0.8699	0.6753	0.7637	0.4009	0.8118	0.7142	0.7519
0.0471	22.76	8420	0.5251	0.7134	0.8135	0.8854	0.9418	0.8059	0.8730	0.4991	0.9100	0.8786	0.7865	0.8730	0.6767	0.7634	0.4067	0.8084	0.7168	0.7489
1.8129	22.81	8440	0.5326	0.7136	0.8113	0.8863	0.9442	0.8157	0.8823	0.4813	0.9131	0.8468	0.7958	0.8704	0.6772	0.7639	0.3959	0.8115	0.7163	0.7601
0.0702	22.86	8460	0.5007	0.7205	0.8175	0.8906	0.9434	0.8176	0.8802	0.4793	0.9107	0.8621	0.8293	0.8719	0.6785	0.7646	0.3961	0.8194	0.7236	0.7893
0.2248	22.92	8480	0.5076	0.7135	0.8099	0.8859	0.9438	0.8019	0.8837	0.4814	0.9135	0.8566	0.7883	0.8710	0.6780	0.7662	0.4000	0.8098	0.7182	0.7511
0.2697	22.97	8500	0.4915	0.7259	0.8197	0.8933	0.9442	0.8122	0.8709	0.4841	0.9132	0.8650	0.8483	0.8728	0.6798	0.7681	0.4009	0.8221	0.7301	0.8074
1.8602	23.03	8520	0.5097	0.7245	0.8202	0.8926	0.9433	0.8220	0.8762	0.4851	0.9132	0.8595	0.8423	0.8723	0.6790	0.7668	0.4004	0.8220	0.7252	0.8057
0.3626	23.08	8540	0.4995	0.7260	0.8212	0.8934	0.9421	0.8250	0.8667	0.4822	0.9151	0.8693	0.8477	0.8733	0.6768	0.7672	0.4045	0.8223	0.7280	0.8096
0.2036	23.14	8560	0.5187	0.7189	0.8157	0.8886	0.9417	0.8033	0.8733	0.5011	0.9159	0.8698	0.8048	0.8731	0.6766	0.7681	0.4126	0.8147	0.7170	0.7704
0.1444	23.19	8580	0.4992	0.7250	0.8230	0.8919	0.9413	0.8158	0.8798	0.5103	0.9102	0.8661	0.8377	0.8739	0.6784	0.7676	0.4094	0.8179	0.7304	0.7976
0.1331	23.24	8600	0.4921	0.7241	0.8201	0.8913	0.9421	0.8101	0.8725	0.5101	0.9144	0.8586	0.8330	0.8749	0.6773	0.7686	0.4105	0.8148	0.7293	0.7931
0.254	23.3	8620	0.5117	0.7183	0.8082	0.8893	0.9457	0.7872	0.8693	0.4610	0.9182	0.8596	0.8163	0.8728	0.6749	0.7671	0.3950	0.8112	0.7296	0.7779
0.12	23.35	8640	0.4869	0.7281	0.8213	0.8948	0.9427	0.8105	0.8855	0.4730	0.9099	0.8586	0.8688	0.8741	0.6810	0.7663	0.3923	0.8207	0.7379	0.8245
1.7441	23.41	8660	0.5007	0.7213	0.8187	0.8903	0.9439	0.8053	0.8854	0.4980	0.9084	0.8654	0.8244	0.8721	0.6789	0.7667	0.4032	0.8181	0.7223	0.7878
0.8889	23.46	8680	0.5140	0.7173	0.8158	0.8874	0.9437	0.8113	0.8795	0.5094	0.9122	0.8550	0.7996	0.8719	0.6787	0.7683	0.4082	0.8121	0.7177	0.7645
0.2187	23.51	8700	0.5315	0.7122	0.8058	0.8852	0.9448	0.7907	0.8827	0.4819	0.9191	0.8391	0.7819	0.8713	0.6767	0.7678	0.4001	0.8068	0.7135	0.7490
0.1726	23.57	8720	0.5219	0.7208	0.8176	0.8901	0.9434	0.7990	0.8838	0.5072	0.9121	0.8546	0.8231	0.8733	0.6788	0.7678	0.4022	0.8168	0.7191	0.7874
0.2181	23.62	8740	0.4934	0.7272	0.8248	0.8934	0.9440	0.8098	0.8829	0.5101	0.9031	0.8627	0.8611	0.8741	0.6813	0.7682	0.3935	0.8183	0.7354	0.8196
0.2565	23.68	8760	0.4912	0.7295	0.8272	0.8944	0.9397	0.8090	0.8814	0.5188	0.9076	0.8659	0.8678	0.8758	0.6817	0.7680	0.4032	0.8195	0.7351	0.8231
0.1629	23.73	8780	0.4825	0.7293	0.8280	0.8942	0.9405	0.8171	0.8738	0.5283	0.9092	0.8651	0.8621	0.8760	0.6809	0.7685	0.4066	0.8201	0.7320	0.8209
0.126	23.78	8800	0.4799	0.7291	0.8251	0.8943	0.9417	0.7994	0.8775	0.5131	0.9056	0.8639	0.8742	0.8756	0.6799	0.7696	0.3994	0.8181	0.7387	0.8223
0.0423	23.84	8820	0.4822	0.7267	0.8222	0.8933	0.9449	0.8065	0.8679	0.5014	0.9043	0.8584	0.8718	0.8733	0.6748	0.7684	0.3986	0.8180	0.7380	0.8157
0.0722	23.89	8840	0.4846	0.7268	0.8212	0.8935	0.9455	0.8079	0.8682	0.4985	0.9091	0.8593	0.8600	0.8725	0.6769	0.7691	0.3999	0.8207	0.7347	0.8140
0.1692	23.95	8860	0.4849	0.7252	0.8165	0.8938	0.9430	0.8004	0.8757	0.4576	0.9146	0.8678	0.8561	0.8731	0.6779	0.7692	0.3907	0.8220	0.7332	0.8105
0.1919	24.0	8880	0.5018	0.7242	0.8168	0.8932	0.9440	0.8066	0.8787	0.4622	0.9135	0.8641	0.8486	0.8725	0.6800	0.7669	0.3903	0.8227	0.7285	0.8086
0.8679	24.05	8900	0.5028	0.7250	0.8177	0.8936	0.9451	0.8218	0.8705	0.4622	0.9143	0.8568	0.8534	0.8716	0.6796	0.7666	0.3905	0.8231	0.7310	0.8129
0.2077	24.11	8920	0.4979	0.7224	0.8162	0.8920	0.9433	0.8163	0.8736	0.4651	0.9154	0.8603	0.8391	0.8725	0.6799	0.7661	0.3927	0.8201	0.7263	0.7994
0.051	24.16	8940	0.4979	0.7236	0.8172	0.8924	0.9438	0.8072	0.8834	0.4761	0.9134	0.8540	0.8425	0.8723	0.6804	0.7659	0.3957	0.8210	0.7257	0.8040
0.1098	24.22	8960	0.4894	0.7265	0.8226	0.8934	0.9418	0.8218	0.8761	0.4941	0.9115	0.8552	0.8575	0.8732	0.6819	0.7674	0.3978	0.8210	0.7304	0.8136
0.1552	24.27	8980	0.5022	0.7225	0.8175	0.8917	0.9439	0.8113	0.8826	0.4858	0.9133	0.8456	0.8400	0.8717	0.6807	0.7657	0.3940	0.8205	0.7217	0.8030
0.1509	24.32	9000	0.4919	0.7260	0.8194	0.8932	0.9435	0.8137	0.8731	0.4966	0.9159	0.8341	0.8585	0.8724	0.6809	0.7674	0.3984	0.8204	0.7264	0.8160
0.0315	24.38	9020	0.5006	0.7228	0.8186	0.8918	0.9434	0.8102	0.8798	0.4842	0.9110	0.8623	0.8395	0.8721	0.6811	0.7655	0.3947	0.8213	0.7231	0.8017
0.1435	24.43	9040	0.5141	0.7236	0.8165	0.8929	0.9447	0.8144	0.8749	0.4540	0.9107	0.8627	0.8544	0.8711	0.6802	0.7646	0.3851	0.8219	0.7322	0.8099
0.1574	24.49	9060	0.4985	0.7232	0.8187	0.8920	0.9431	0.8081	0.8763	0.4813	0.9105	0.8684	0.8430	0.8722	0.6808	0.7648	0.3958	0.8214	0.7244	0.8028
0.1673	24.54	9080	0.5061	0.7248	0.8204	0.8926	0.9406	0.8131	0.8784	0.4885	0.9134	0.8607	0.8484	0.8727	0.6811	0.7651	0.3994	0.8210	0.7274	0.8070
0.0692	24.59	9100	0.4877	0.7252	0.8227	0.8925	0.9406	0.8206	0.8784	0.5020	0.9125	0.8570	0.8477	0.8735	0.6820	0.7673	0.4009	0.8206	0.7253	0.8067
0.1526	24.65	9120	0.5075	0.7236	0.8160	0.8927	0.9447	0.8006	0.8741	0.4682	0.9130	0.8632	0.8479	0.8717	0.6793	0.7658	0.3914	0.8222	0.7281	0.8064
0.2667	24.7	9140	0.5055	0.7221	0.8171	0.8915	0.9465	0.8095	0.8718	0.4824	0.9102	0.8637	0.8354	0.8704	0.6795	0.7656	0.3954	0.8220	0.7233	0.7986
0.8373	24.76	9160	0.5134	0.7225	0.8152	0.8921	0.9429	0.8119	0.8808	0.4713	0.9181	0.8359	0.8454	0.8719	0.6805	0.7653	0.3914	0.8205	0.7209	0.8067
0.0706	24.81	9180	0.5050	0.7237	0.8180	0.8927	0.9425	0.8175	0.8720	0.4719	0.9151	0.8580	0.8487	0.8723	0.6794	0.7655	0.3925	0.8219	0.7268	0.8076
0.1659	24.86	9200	0.5036	0.7233	0.8150	0.8928	0.9441	0.8035	0.8738	0.4605	0.9156	0.8590	0.8483	0.8719	0.6793	0.7661	0.3891	0.8223	0.7273	0.8068
0.1071	24.92	9220	0.5101	0.7205	0.8141	0.8910	0.9466	0.8091	0.8670	0.4720	0.9141	0.8596	0.8304	0.8698	0.6786	0.7658	0.3926	0.8221	0.7203	0.7939
0.1413	24.97	9240	0.5021	0.7220	0.8156	0.8922	0.9448	0.8091	0.8790	0.4533	0.9102	0.8690	0.8436	0.8711	0.6804	0.7651	0.3850	0.8221	0.7272	0.8031

Framework versions

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