segformer-b3-cityscapes-512-512-finetuned-coastTrain_50epochs

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

• Loss: 0.5328
• Mean Iou: 0.7402
• Mean Accuracy: 0.8345
• Overall Accuracy: 0.8995
• Accuracy Water: 0.9472
• Accuracy Whitewater: 0.8139
• Accuracy Sediment: 0.8796
• Accuracy Other Natural Terrain: 0.5587
• Accuracy Vegetation: 0.9175
• Accuracy Development: 0.8744
• Accuracy Unknown: 0.8503
• Iou Water: 0.8830
• Iou Whitewater: 0.6854
• Iou Sediment: 0.7777
• Iou Other Natural Terrain: 0.4534
• Iou Vegetation: 0.8340
• Iou Development: 0.7384
• Iou Unknown: 0.8091

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: 40

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
1.819	0.05	20	1.6652	0.1742	0.2778	0.4848	0.5623	0.0179	0.3709	0.0031	0.8151	0.1633	0.0121	0.3821	0.0134	0.2639	0.0029	0.4354	0.1100	0.0116
1.7261	0.11	40	1.3937	0.2544	0.3553	0.6008	0.7592	0.0293	0.1060	0.0001	0.8580	0.4454	0.2892	0.5488	0.0283	0.0911	0.0001	0.4885	0.3368	0.2871
1.2623	0.16	60	1.2644	0.2652	0.3629	0.6090	0.6938	0.0572	0.0832	0.0000	0.9639	0.4355	0.3063	0.5505	0.0565	0.0759	0.0000	0.4960	0.3729	0.3048
1.0987	0.22	80	1.1180	0.2889	0.3841	0.6546	0.7972	0.0001	0.0538	0.0	0.9640	0.4985	0.3754	0.6099	0.0001	0.0520	0.0	0.5473	0.4394	0.3734
1.1484	0.27	100	1.0266	0.3212	0.4211	0.6828	0.8465	0.0015	0.1904	0.0	0.9195	0.5661	0.4237	0.6575	0.0015	0.1690	0.0	0.5755	0.4459	0.3990
0.8779	0.32	120	0.9490	0.3473	0.4439	0.7077	0.8838	0.0	0.3156	0.0	0.9316	0.5962	0.3798	0.6657	0.0	0.2738	0.0	0.6232	0.4931	0.3751
1.103	0.38	140	0.8613	0.3941	0.5050	0.7409	0.8917	0.0	0.5959	0.0	0.8945	0.7355	0.4175	0.7125	0.0	0.4510	0.0	0.6530	0.5313	0.4111
1.4642	0.43	160	0.8631	0.3867	0.5084	0.7286	0.8705	0.0007	0.5328	0.0	0.8461	0.8428	0.4660	0.6951	0.0007	0.4323	0.0	0.6318	0.5188	0.4284
1.058	0.49	180	0.8220	0.4019	0.5133	0.7434	0.8719	0.0000	0.5454	0.0	0.8929	0.7774	0.5052	0.7278	0.0000	0.4200	0.0	0.6344	0.5595	0.4717
1.0423	0.54	200	0.8452	0.3867	0.5301	0.7195	0.8196	0.0104	0.6703	0.0	0.7908	0.8796	0.5399	0.7352	0.0104	0.4538	0.0	0.6000	0.4181	0.4894
0.8507	0.59	220	0.7354	0.4301	0.5454	0.7661	0.9063	0.0308	0.7024	0.0	0.8734	0.8135	0.4916	0.7511	0.0307	0.5356	0.0	0.6695	0.5479	0.4758
1.304	0.65	240	0.7374	0.4177	0.5408	0.7606	0.8990	0.0030	0.8217	0.0	0.8734	0.7723	0.4161	0.7410	0.0030	0.4974	0.0	0.6902	0.5776	0.4146
0.7238	0.7	260	0.7586	0.4108	0.5126	0.7530	0.9048	0.0271	0.5367	0.0	0.9085	0.7206	0.4905	0.7142	0.0270	0.3574	0.0	0.6964	0.5990	0.4819
0.9137	0.76	280	0.6967	0.4678	0.5741	0.7804	0.8805	0.2221	0.8397	0.0	0.9340	0.6376	0.5046	0.7705	0.2139	0.5748	0.0	0.6791	0.5415	0.4949
0.5555	0.81	300	0.6864	0.4752	0.5933	0.7788	0.9220	0.2630	0.8194	0.0	0.8287	0.8053	0.5147	0.7723	0.2512	0.6276	0.0	0.6633	0.5219	0.4899
1.7594	0.86	320	0.6829	0.5031	0.6023	0.7944	0.8926	0.3306	0.7444	0.0	0.9259	0.7647	0.5581	0.7768	0.3155	0.5980	0.0	0.6855	0.6226	0.5237
0.7284	0.92	340	0.6587	0.5048	0.6187	0.8047	0.9176	0.3054	0.8405	0.0	0.8949	0.8480	0.5245	0.8080	0.2814	0.6013	0.0	0.7106	0.6180	0.5140
0.5838	0.97	360	0.6600	0.5134	0.6207	0.7979	0.8778	0.3782	0.8248	0.0	0.9162	0.7745	0.5737	0.7797	0.3487	0.6325	0.0	0.6911	0.6161	0.5257
0.9766	1.03	380	0.6475	0.5219	0.6364	0.8039	0.8934	0.4583	0.8557	0.0	0.9113	0.8205	0.5153	0.7982	0.3948	0.6072	0.0	0.7020	0.6485	0.5029
0.8671	1.08	400	0.6275	0.5254	0.6242	0.8089	0.9260	0.4626	0.7961	0.0	0.9307	0.7423	0.5118	0.8011	0.4163	0.6109	0.0	0.7127	0.6299	0.5066
0.7227	1.14	420	0.6668	0.4999	0.6444	0.7820	0.9362	0.4977	0.8845	0.0	0.7314	0.9097	0.5511	0.7992	0.4354	0.5505	0.0	0.6543	0.5328	0.5270
0.4667	1.19	440	0.6013	0.5509	0.6651	0.8174	0.9204	0.6158	0.8319	0.0	0.8903	0.8318	0.5657	0.8193	0.5118	0.6563	0.0	0.7104	0.6220	0.5369
0.3519	1.24	460	0.6313	0.5253	0.6338	0.8098	0.9256	0.4552	0.8406	0.0	0.9058	0.7953	0.5140	0.8129	0.4100	0.6318	0.0	0.7163	0.6222	0.4837
0.4907	1.3	480	0.6214	0.5544	0.6702	0.8179	0.9216	0.6888	0.8569	0.0	0.9036	0.8041	0.5162	0.8214	0.5469	0.6614	0.0	0.7144	0.6474	0.4895
0.8349	1.35	500	0.5884	0.5525	0.6684	0.8200	0.9304	0.6519	0.7855	0.0	0.8966	0.8772	0.5371	0.8157	0.5241	0.6454	0.0	0.7289	0.6336	0.5200
0.466	1.41	520	0.5810	0.5584	0.6869	0.8223	0.9170	0.7382	0.8488	0.0	0.8946	0.8842	0.5251	0.8226	0.5444	0.6739	0.0	0.7328	0.6228	0.5122
0.3783	1.46	540	0.5925	0.5628	0.6718	0.8224	0.9208	0.7262	0.8069	0.0	0.9286	0.7863	0.5338	0.8273	0.5618	0.6620	0.0	0.7098	0.6503	0.5284
0.3865	1.51	560	0.5658	0.5667	0.6738	0.8245	0.9307	0.6871	0.8258	0.0	0.9056	0.8081	0.5596	0.8241	0.5652	0.6655	0.0	0.7164	0.6599	0.5357
0.4578	1.57	580	0.6584	0.5512	0.6699	0.8128	0.8999	0.6886	0.8235	0.0	0.9096	0.8558	0.5117	0.8117	0.5384	0.6498	0.0	0.6981	0.6603	0.5003
0.6526	1.62	600	0.5924	0.5548	0.6852	0.8195	0.9181	0.8340	0.8738	0.0	0.9148	0.7688	0.4867	0.8145	0.5239	0.6711	0.0	0.7293	0.6684	0.4765
0.3538	1.68	620	0.5656	0.5771	0.7144	0.8238	0.9087	0.7954	0.8683	0.0	0.8171	0.9212	0.6899	0.8350	0.6169	0.6723	0.0	0.6950	0.5883	0.6322
0.4446	1.73	640	0.5482	0.5792	0.6772	0.8344	0.9201	0.6804	0.8613	0.0	0.9421	0.7160	0.6204	0.8385	0.5755	0.6636	0.0	0.7278	0.6486	0.6006
1.166	1.78	660	0.5782	0.5635	0.6885	0.8219	0.9064	0.7127	0.8046	0.0	0.8803	0.9036	0.6116	0.8288	0.5596	0.6522	0.0	0.7119	0.6053	0.5867
0.884	1.84	680	0.5683	0.5736	0.6866	0.8288	0.9399	0.7292	0.8414	0.0	0.8930	0.8646	0.5378	0.8202	0.5786	0.6709	0.0	0.7343	0.6961	0.5153
0.4581	1.89	700	0.5838	0.5806	0.7038	0.8293	0.8860	0.7218	0.8881	0.0004	0.8881	0.8782	0.6638	0.8220	0.5841	0.6273	0.0004	0.7226	0.6812	0.6264
0.6757	1.95	720	0.5951	0.5691	0.6813	0.8251	0.8657	0.6365	0.8109	0.0003	0.9162	0.7627	0.7766	0.7896	0.5237	0.6350	0.0003	0.7493	0.6716	0.6142
1.8545	2.0	740	0.6812	0.5417	0.6664	0.8110	0.9312	0.6934	0.8289	0.0001	0.8877	0.8927	0.4311	0.8070	0.5438	0.6569	0.0001	0.7201	0.6370	0.4271
0.4047	2.05	760	0.6205	0.5462	0.6655	0.8142	0.9071	0.7238	0.8775	0.0003	0.9271	0.7154	0.5073	0.8065	0.5525	0.5943	0.0003	0.7338	0.6352	0.5008
0.4515	2.11	780	0.6132	0.5336	0.6761	0.8040	0.9321	0.8235	0.7424	0.0024	0.8579	0.9264	0.4481	0.8100	0.5738	0.6352	0.0024	0.7222	0.5543	0.4370
0.5024	2.16	800	0.5489	0.5850	0.6942	0.8366	0.9482	0.6629	0.8108	0.0243	0.8626	0.8734	0.6769	0.8162	0.5509	0.6876	0.0243	0.7615	0.6729	0.5819
1.6373	2.22	820	0.5656	0.5826	0.6976	0.8340	0.9300	0.7296	0.8727	0.0192	0.8916	0.8391	0.6010	0.8099	0.5747	0.6903	0.0192	0.7676	0.6776	0.5386
0.281	2.27	840	0.5156	0.6001	0.7189	0.8436	0.9102	0.7545	0.8683	0.0227	0.8791	0.8366	0.7610	0.8331	0.5925	0.6534	0.0226	0.7548	0.6809	0.6633
0.579	2.32	860	0.5796	0.5517	0.6869	0.8157	0.9329	0.7382	0.8211	0.0321	0.8545	0.9163	0.5132	0.8326	0.5684	0.6283	0.0319	0.7276	0.5904	0.4827
0.2339	2.38	880	0.5204	0.5813	0.7008	0.8328	0.9224	0.8078	0.8093	0.0844	0.9376	0.8072	0.5366	0.8388	0.5544	0.6906	0.0840	0.7456	0.6362	0.5193
0.7328	2.43	900	0.5233	0.6044	0.7107	0.8414	0.9138	0.7215	0.8202	0.0809	0.9137	0.8555	0.6694	0.8436	0.5932	0.6987	0.0803	0.7384	0.6870	0.5898
0.9982	2.49	920	0.5630	0.5893	0.7151	0.8309	0.9000	0.7179	0.8320	0.0853	0.8590	0.8913	0.7203	0.8372	0.5638	0.6829	0.0850	0.7223	0.6385	0.5955
0.3926	2.54	940	0.5589	0.5858	0.6842	0.8358	0.9225	0.6172	0.8171	0.0327	0.9131	0.8245	0.6622	0.8345	0.5369	0.6959	0.0325	0.7336	0.6944	0.5729
0.5018	2.59	960	0.5172	0.6177	0.7248	0.8581	0.9236	0.6985	0.8513	0.0383	0.8975	0.8602	0.8042	0.8494	0.5810	0.6725	0.0380	0.7836	0.7077	0.6915
0.2735	2.65	980	0.5515	0.5864	0.6963	0.8387	0.9344	0.7383	0.8665	0.0379	0.9330	0.8329	0.5309	0.8461	0.5993	0.7137	0.0375	0.7541	0.6296	0.5248
0.3839	2.7	1000	0.5652	0.5803	0.7092	0.8326	0.9161	0.7864	0.8964	0.0354	0.8980	0.8822	0.5497	0.8380	0.6092	0.6727	0.0352	0.7549	0.6311	0.5212
0.3531	2.76	1020	0.5669	0.5816	0.6981	0.8334	0.9352	0.7396	0.8690	0.0381	0.8979	0.8546	0.5521	0.8383	0.6134	0.6611	0.0379	0.7476	0.6373	0.5354
0.2312	2.81	1040	0.5318	0.6043	0.7191	0.8460	0.9259	0.7778	0.8476	0.0471	0.9046	0.8812	0.6496	0.8397	0.5853	0.6739	0.0466	0.7573	0.7163	0.6112
0.5955	2.86	1060	0.5730	0.5972	0.7101	0.8395	0.9149	0.8154	0.8389	0.0332	0.9251	0.8266	0.6164	0.8400	0.6176	0.6864	0.0330	0.7414	0.6908	0.5712
0.4457	2.92	1080	0.4992	0.6089	0.7267	0.8455	0.9262	0.8220	0.8642	0.0595	0.8999	0.8946	0.6206	0.8421	0.6105	0.6996	0.0571	0.7504	0.7132	0.5892
0.2825	2.97	1100	0.5145	0.6007	0.7105	0.8398	0.9360	0.7366	0.8729	0.0694	0.8921	0.8717	0.5949	0.8487	0.6017	0.7048	0.0661	0.7303	0.6948	0.5583
0.3274	3.03	1120	0.5493	0.6054	0.7231	0.8404	0.9359	0.7684	0.8952	0.1101	0.8797	0.8864	0.5857	0.8487	0.6156	0.6978	0.1036	0.7379	0.6797	0.5544
0.8034	3.08	1140	0.5433	0.6114	0.7238	0.8446	0.9268	0.7549	0.8444	0.0928	0.8886	0.8996	0.6598	0.8461	0.6118	0.7035	0.0899	0.7415	0.6758	0.6111
0.5863	3.14	1160	0.5395	0.6096	0.7286	0.8430	0.9193	0.8539	0.8307	0.0950	0.9129	0.8827	0.6058	0.8445	0.6220	0.7115	0.0936	0.7445	0.6776	0.5734
0.2249	3.19	1180	0.5066	0.6122	0.7183	0.8485	0.9421	0.7691	0.8629	0.0716	0.9124	0.8727	0.5972	0.8503	0.6324	0.7082	0.0700	0.7552	0.6834	0.5855
0.2115	3.24	1200	0.5109	0.6203	0.7304	0.8464	0.9371	0.8116	0.8596	0.1329	0.9039	0.8805	0.5874	0.8511	0.6471	0.7280	0.1271	0.7420	0.6726	0.5740
0.3939	3.3	1220	0.5001	0.6297	0.7418	0.8542	0.9117	0.7707	0.8710	0.1207	0.8892	0.8420	0.7873	0.8468	0.6324	0.7056	0.1168	0.7677	0.6723	0.6662
0.3146	3.35	1240	0.4795	0.6310	0.7451	0.8530	0.9185	0.8271	0.8393	0.1369	0.8968	0.8735	0.7238	0.8391	0.6344	0.7031	0.1302	0.7666	0.6911	0.6527
1.0368	3.41	1260	0.4918	0.6261	0.7292	0.8565	0.9118	0.6879	0.8536	0.1286	0.9225	0.8397	0.7607	0.8381	0.5896	0.6575	0.1200	0.7852	0.6613	0.7312
0.5795	3.46	1280	0.6112	0.6323	0.7602	0.8406	0.8351	0.7382	0.9195	0.2488	0.8829	0.8442	0.8526	0.7706	0.6128	0.6311	0.2293	0.7889	0.6936	0.6997
0.3686	3.51	1300	0.4967	0.6613	0.7782	0.8612	0.8786	0.8180	0.8636	0.2660	0.9012	0.8664	0.8536	0.8298	0.6318	0.7420	0.2460	0.7798	0.6828	0.7166
0.2349	3.57	1320	0.4953	0.6342	0.7357	0.8544	0.9391	0.7633	0.8615	0.1727	0.9151	0.8668	0.6312	0.8478	0.6300	0.7239	0.1561	0.7633	0.7080	0.6104
0.4217	3.62	1340	0.4766	0.6516	0.7475	0.8632	0.9384	0.7338	0.8651	0.2318	0.9191	0.8396	0.7048	0.8575	0.6185	0.7234	0.2089	0.7709	0.7040	0.6780
0.2898	3.68	1360	0.4637	0.6722	0.7814	0.8661	0.9278	0.8127	0.8470	0.3403	0.8946	0.9104	0.7372	0.8580	0.6420	0.7329	0.3011	0.7670	0.6921	0.7123
0.5545	3.73	1380	0.4646	0.6755	0.7825	0.8681	0.9449	0.8086	0.8611	0.3592	0.8876	0.9017	0.7146	0.8599	0.6513	0.7467	0.3089	0.7765	0.7021	0.6829
0.31	3.78	1400	0.4794	0.6748	0.7882	0.8650	0.9185	0.7609	0.8412	0.4449	0.8881	0.8753	0.7886	0.8540	0.6263	0.7287	0.3347	0.7736	0.7031	0.7030
0.2665	3.84	1420	0.5223	0.6480	0.7634	0.8498	0.9196	0.7413	0.8567	0.3999	0.8926	0.8812	0.6523	0.8493	0.6271	0.7190	0.3217	0.7562	0.6703	0.5921
0.5818	3.89	1440	0.5043	0.6629	0.7642	0.8661	0.9377	0.8163	0.8686	0.2610	0.9064	0.8081	0.7512	0.8516	0.6515	0.7271	0.2454	0.7841	0.6935	0.6869
1.2037	3.95	1460	0.5396	0.6400	0.7395	0.8563	0.9248	0.6675	0.8409	0.2370	0.9066	0.8677	0.7322	0.8536	0.5725	0.7438	0.2230	0.7626	0.6881	0.6363
0.317	4.0	1480	0.5300	0.6343	0.7373	0.8508	0.9009	0.6888	0.8873	0.2465	0.9246	0.7886	0.7244	0.8342	0.5893	0.7064	0.2198	0.7699	0.6932	0.6275
0.2423	4.05	1500	0.4636	0.6769	0.7843	0.8695	0.9377	0.8186	0.8722	0.3433	0.8857	0.8647	0.7680	0.8525	0.6555	0.7449	0.2920	0.7846	0.6902	0.7185
0.2467	4.11	1520	0.5415	0.6571	0.7648	0.8559	0.9488	0.7661	0.8346	0.4329	0.9052	0.8605	0.6053	0.8432	0.6481	0.7337	0.3121	0.7753	0.6935	0.5938
0.4379	4.16	1540	0.4933	0.6634	0.7775	0.8623	0.9158	0.6951	0.8217	0.4249	0.8799	0.8754	0.8299	0.8526	0.5809	0.7307	0.3199	0.7743	0.6682	0.7170
0.3536	4.22	1560	0.4949	0.6745	0.7931	0.8676	0.9322	0.8047	0.8617	0.3888	0.8572	0.8813	0.8260	0.8556	0.6337	0.7269	0.3072	0.7806	0.6859	0.7315
0.6592	4.27	1580	0.4814	0.6780	0.7867	0.8706	0.9250	0.7844	0.8565	0.3672	0.8897	0.8674	0.8165	0.8577	0.6410	0.7296	0.3088	0.7861	0.6844	0.7382
0.1168	4.32	1600	0.4972	0.6820	0.7779	0.8739	0.9281	0.7759	0.8545	0.3401	0.9138	0.8035	0.8295	0.8549	0.6408	0.7396	0.3046	0.7934	0.7084	0.7320
0.5383	4.38	1620	0.5760	0.6567	0.7759	0.8517	0.9037	0.7389	0.8502	0.4652	0.8966	0.8831	0.6934	0.8432	0.6143	0.7389	0.3270	0.7522	0.6894	0.6318
0.3261	4.43	1640	0.4663	0.6973	0.8008	0.8775	0.9392	0.7674	0.8570	0.4915	0.8951	0.8439	0.8115	0.8614	0.6479	0.7551	0.3742	0.7961	0.6990	0.7474
0.2648	4.49	1660	0.4805	0.6741	0.7917	0.8662	0.9199	0.8188	0.8600	0.4445	0.9023	0.8431	0.7536	0.8604	0.6421	0.7428	0.3165	0.7821	0.6823	0.6924
0.1427	4.54	1680	0.5141	0.6563	0.7721	0.8577	0.9476	0.7653	0.8602	0.4278	0.8899	0.8945	0.6194	0.8543	0.6368	0.7375	0.3273	0.7831	0.6539	0.6008
0.1841	4.59	1700	0.4819	0.6703	0.7890	0.8629	0.9453	0.7390	0.8606	0.5217	0.8662	0.8509	0.7390	0.8563	0.6235	0.7461	0.2843	0.7751	0.7058	0.7009
0.2197	4.65	1720	0.4670	0.6841	0.7855	0.8723	0.9391	0.7990	0.8506	0.4233	0.9181	0.8333	0.7349	0.8618	0.6491	0.7432	0.3381	0.7882	0.7047	0.7035
0.3657	4.7	1740	0.4965	0.6677	0.7736	0.8663	0.9329	0.7896	0.8883	0.3171	0.8923	0.8300	0.7653	0.8587	0.6569	0.7141	0.2648	0.7806	0.7081	0.6907
0.2839	4.76	1760	0.5082	0.6600	0.7796	0.8537	0.9354	0.8088	0.8800	0.4487	0.8839	0.8953	0.6054	0.8483	0.6592	0.7410	0.3760	0.7684	0.6376	0.5897
0.5087	4.81	1780	0.4551	0.6947	0.8116	0.8746	0.9369	0.7739	0.8744	0.5254	0.8626	0.8863	0.8220	0.8595	0.6513	0.7324	0.3658	0.7883	0.6789	0.7869
0.3757	4.86	1800	0.4415	0.6921	0.7932	0.8753	0.9337	0.8234	0.8570	0.4325	0.9221	0.8316	0.7524	0.8551	0.6557	0.7466	0.3492	0.7967	0.7233	0.7182
0.4985	4.92	1820	0.4335	0.6991	0.8034	0.8790	0.9233	0.8422	0.8633	0.4008	0.9103	0.8772	0.8069	0.8529	0.6560	0.7576	0.3556	0.8018	0.7081	0.7615
0.3946	4.97	1840	0.4248	0.7033	0.8104	0.8801	0.9262	0.8356	0.8432	0.4626	0.9059	0.8822	0.8168	0.8575	0.6567	0.7521	0.3797	0.8042	0.7187	0.7541
0.1543	5.03	1860	0.4983	0.6654	0.7719	0.8651	0.9455	0.7695	0.8847	0.3822	0.9096	0.8585	0.6536	0.8525	0.6534	0.7317	0.2814	0.7991	0.7079	0.6315
0.3259	5.08	1880	0.4685	0.6825	0.7957	0.8669	0.9465	0.7994	0.8415	0.5036	0.8811	0.8888	0.7091	0.8534	0.6490	0.7638	0.3841	0.7871	0.6831	0.6568
0.2935	5.14	1900	0.4701	0.6867	0.7948	0.8708	0.9327	0.8312	0.8561	0.4515	0.9053	0.8376	0.7495	0.8512	0.6527	0.7666	0.3557	0.7929	0.6987	0.6889
0.2034	5.19	1920	0.4550	0.7051	0.8169	0.8801	0.9276	0.8185	0.8720	0.5048	0.8895	0.8739	0.8320	0.8621	0.6570	0.7717	0.3746	0.7978	0.7094	0.7630
0.4657	5.24	1940	0.5338	0.7000	0.8168	0.8738	0.9080	0.8181	0.8832	0.4949	0.8719	0.8608	0.8806	0.8537	0.6541	0.7400	0.4127	0.7836	0.7099	0.7462
0.1772	5.3	1960	0.4634	0.6831	0.7860	0.8715	0.9208	0.7300	0.8915	0.4096	0.9065	0.8675	0.7758	0.8557	0.6223	0.7291	0.3492	0.7842	0.7078	0.7337
0.2717	5.35	1980	0.4557	0.6976	0.7962	0.8799	0.9285	0.8214	0.8495	0.4140	0.9293	0.8366	0.7942	0.8591	0.6529	0.7577	0.3605	0.8069	0.6974	0.7490
0.2144	5.41	2000	0.4535	0.6935	0.7926	0.8789	0.9360	0.8037	0.8675	0.3906	0.9112	0.8323	0.8070	0.8659	0.6591	0.7570	0.3530	0.8043	0.6809	0.7344
0.5953	5.46	2020	0.4030	0.6948	0.7992	0.8787	0.9225	0.7925	0.8888	0.4236	0.9128	0.8392	0.8153	0.8673	0.6526	0.7638	0.3220	0.7958	0.7158	0.7464
0.1702	5.51	2040	0.4188	0.6918	0.8004	0.8737	0.9093	0.8090	0.8767	0.4469	0.9199	0.8595	0.7816	0.8508	0.6627	0.7596	0.3438	0.8016	0.7211	0.7027
0.2988	5.57	2060	0.5301	0.6836	0.7995	0.8633	0.8811	0.7637	0.8819	0.4693	0.8899	0.8596	0.8512	0.8094	0.6496	0.7485	0.3617	0.8092	0.7299	0.6772
0.2987	5.62	2080	0.5280	0.6882	0.8027	0.8667	0.8863	0.7609	0.8462	0.5201	0.9077	0.8618	0.8360	0.8202	0.6382	0.7361	0.3991	0.8130	0.7273	0.6835
0.1692	5.68	2100	0.5307	0.6851	0.7984	0.8670	0.8890	0.8436	0.8368	0.4040	0.9087	0.8793	0.8274	0.8159	0.6591	0.7381	0.3551	0.8176	0.7318	0.6780
0.1263	5.73	2120	0.5442	0.6841	0.8038	0.8647	0.8565	0.8307	0.8781	0.4069	0.9090	0.8600	0.8851	0.8045	0.6518	0.7452	0.3355	0.8125	0.7468	0.6922
0.5408	5.78	2140	0.4202	0.7017	0.8039	0.8818	0.9431	0.8012	0.8548	0.4229	0.8897	0.8906	0.8247	0.8623	0.6651	0.7599	0.3469	0.8051	0.6877	0.7845
0.1841	5.84	2160	0.4853	0.6824	0.7780	0.8735	0.9525	0.7711	0.8728	0.3869	0.9176	0.8479	0.6972	0.8512	0.6538	0.7573	0.3085	0.8079	0.7262	0.6717
0.1868	5.89	2180	0.5027	0.6762	0.7934	0.8686	0.9317	0.8252	0.8990	0.4336	0.9004	0.8540	0.7094	0.8648	0.6659	0.7207	0.3175	0.7932	0.6882	0.6827
0.3223	5.95	2200	0.4496	0.7057	0.8101	0.8814	0.9262	0.7889	0.8571	0.4803	0.9010	0.8744	0.8427	0.8649	0.6600	0.7623	0.3747	0.7966	0.6841	0.7972
0.1825	6.0	2220	0.4498	0.6969	0.7993	0.8779	0.9383	0.8241	0.8505	0.4503	0.9135	0.8471	0.7711	0.8625	0.6702	0.7520	0.3455	0.7973	0.7126	0.7380
0.2738	6.05	2240	0.4840	0.6939	0.7944	0.8776	0.9366	0.8067	0.8489	0.4348	0.9244	0.8633	0.7459	0.8695	0.6675	0.7544	0.3469	0.7966	0.7043	0.7182
0.2593	6.11	2260	0.5049	0.6699	0.7827	0.8660	0.9539	0.8025	0.8898	0.4326	0.8854	0.8144	0.7004	0.8615	0.6719	0.7159	0.2738	0.7929	0.6975	0.6757
0.2305	6.16	2280	0.4865	0.6783	0.7893	0.8698	0.9378	0.8271	0.8663	0.4137	0.9061	0.8663	0.7076	0.8691	0.6749	0.7235	0.3301	0.7894	0.6759	0.6856
0.3543	6.22	2300	0.5069	0.6821	0.7860	0.8720	0.9367	0.8107	0.8649	0.4387	0.9259	0.7976	0.7276	0.8603	0.6628	0.7296	0.3114	0.7960	0.7074	0.7072
0.2266	6.27	2320	0.4808	0.6838	0.7911	0.8722	0.9515	0.7631	0.8498	0.4984	0.8985	0.8467	0.7296	0.8694	0.6478	0.7449	0.3663	0.7935	0.6558	0.7090
0.2134	6.32	2340	0.4706	0.6736	0.7848	0.8685	0.9396	0.7247	0.9010	0.4622	0.8905	0.8326	0.7428	0.8673	0.6160	0.7185	0.3517	0.7866	0.6614	0.7134
0.2823	6.38	2360	0.4619	0.6921	0.7957	0.8773	0.9422	0.8285	0.8589	0.4346	0.9187	0.8503	0.7367	0.8714	0.6754	0.7431	0.3636	0.8037	0.6763	0.7115
0.2696	6.43	2380	0.4805	0.6892	0.8042	0.8720	0.9538	0.8098	0.8575	0.5327	0.8805	0.8762	0.7191	0.8677	0.6756	0.7480	0.3915	0.7976	0.6524	0.6915
0.3536	6.49	2400	0.4269	0.7014	0.8034	0.8808	0.9368	0.8231	0.8803	0.4420	0.9091	0.8352	0.7972	0.8708	0.6696	0.7408	0.3771	0.7981	0.6910	0.7625
0.2242	6.54	2420	0.4132	0.6971	0.8080	0.8786	0.9399	0.8311	0.8764	0.4806	0.8960	0.8431	0.7889	0.8710	0.6565	0.7415	0.3596	0.7952	0.6992	0.7563
0.2066	6.59	2440	0.4250	0.6984	0.7891	0.8821	0.9443	0.7366	0.8550	0.4531	0.9274	0.8033	0.8036	0.8595	0.6264	0.7442	0.3773	0.8165	0.7104	0.7542
0.3392	6.65	2460	0.4451	0.7069	0.8068	0.8826	0.9344	0.7984	0.8709	0.4868	0.9166	0.8370	0.8034	0.8621	0.6675	0.7526	0.3907	0.8134	0.7178	0.7439
0.157	6.7	2480	0.4524	0.6997	0.8127	0.8789	0.9376	0.8584	0.8853	0.4565	0.8887	0.8806	0.7816	0.8628	0.6606	0.7511	0.3643	0.7975	0.7006	0.7612
0.372	6.76	2500	0.4940	0.6909	0.7882	0.8735	0.9448	0.7823	0.8675	0.4468	0.9153	0.8503	0.7101	0.8591	0.6557	0.7605	0.3728	0.7878	0.7093	0.6912
0.3178	6.81	2520	0.4903	0.6930	0.8142	0.8717	0.9423	0.8331	0.8682	0.5512	0.8773	0.9142	0.7134	0.8683	0.6637	0.7577	0.4163	0.7872	0.6649	0.6930
0.215	6.86	2540	0.4637	0.6972	0.7998	0.8757	0.9532	0.8119	0.8633	0.4540	0.8857	0.8881	0.7424	0.8646	0.6725	0.7560	0.3920	0.7871	0.6898	0.7182
0.3213	6.92	2560	0.4628	0.6959	0.8036	0.8743	0.9387	0.8257	0.8729	0.4564	0.8865	0.8796	0.7655	0.8649	0.6665	0.7610	0.3949	0.7854	0.6949	0.7040
0.2527	6.97	2580	0.4482	0.7161	0.8130	0.8883	0.9407	0.7845	0.8738	0.4884	0.9042	0.8376	0.8616	0.8654	0.6612	0.7485	0.3966	0.8198	0.7400	0.7813
0.1728	7.03	2600	0.5057	0.6812	0.7963	0.8684	0.9445	0.8226	0.8590	0.4278	0.8697	0.9191	0.7313	0.8649	0.6499	0.7537	0.3764	0.7808	0.6370	0.7060
0.2091	7.08	2620	0.4663	0.6976	0.7985	0.8776	0.9460	0.8091	0.8621	0.4714	0.9128	0.8510	0.7370	0.8651	0.6651	0.7630	0.3829	0.7992	0.7020	0.7062
0.2555	7.14	2640	0.4451	0.6965	0.8166	0.8746	0.9317	0.8049	0.8471	0.5562	0.8739	0.8891	0.8131	0.8724	0.6473	0.7589	0.3731	0.7762	0.6921	0.7555
0.0762	7.19	2660	0.5804	0.6913	0.8124	0.8693	0.8979	0.8372	0.8690	0.4670	0.8733	0.8620	0.8803	0.8319	0.6566	0.7501	0.3740	0.7960	0.6973	0.7335
0.2356	7.24	2680	0.5501	0.6870	0.8061	0.8653	0.9067	0.8089	0.8826	0.5069	0.8836	0.8740	0.7798	0.8436	0.6681	0.7500	0.3888	0.7794	0.6888	0.6903
0.229	7.3	2700	0.4246	0.7151	0.8166	0.8857	0.9342	0.8390	0.8546	0.4949	0.9131	0.8574	0.8230	0.8709	0.6682	0.7535	0.4107	0.8030	0.7215	0.7781
0.287	7.35	2720	0.4747	0.6925	0.7956	0.8747	0.9487	0.7590	0.8601	0.5028	0.9007	0.8641	0.7335	0.8688	0.6575	0.7474	0.3801	0.7887	0.6922	0.7126
0.1907	7.41	2740	0.4474	0.7047	0.8106	0.8794	0.9501	0.8078	0.8484	0.5106	0.8832	0.8878	0.7866	0.8644	0.6592	0.7515	0.4136	0.7961	0.6971	0.7511
0.1433	7.46	2760	0.4735	0.6826	0.7862	0.8733	0.9403	0.7459	0.8884	0.4500	0.9126	0.8334	0.7329	0.8710	0.6268	0.7086	0.3855	0.7979	0.6869	0.7014
0.2798	7.51	2780	0.4645	0.6950	0.8059	0.8744	0.9293	0.7871	0.8788	0.5225	0.9041	0.8737	0.7459	0.8671	0.6606	0.7271	0.4156	0.7951	0.6873	0.7119
0.2179	7.57	2800	0.4856	0.6790	0.8021	0.8667	0.9389	0.7727	0.8977	0.5403	0.8740	0.8819	0.7091	0.8642	0.6515	0.7139	0.3837	0.7894	0.6674	0.6829
0.2489	7.62	2820	0.4813	0.6997	0.7979	0.8781	0.9422	0.8197	0.8659	0.4907	0.9300	0.8034	0.7334	0.8636	0.6674	0.7461	0.4032	0.8033	0.7118	0.7026
0.2088	7.68	2840	0.4967	0.6967	0.7868	0.8772	0.9448	0.7841	0.8710	0.4438	0.9314	0.7981	0.7347	0.8633	0.6679	0.7616	0.3802	0.7950	0.7054	0.7036
1.4943	7.73	2860	0.4650	0.7076	0.8172	0.8822	0.9453	0.8504	0.8745	0.5019	0.8875	0.8525	0.8084	0.8626	0.6716	0.7564	0.3858	0.8073	0.6949	0.7744
0.1842	7.78	2880	0.4890	0.6962	0.8026	0.8771	0.9433	0.8371	0.8870	0.4157	0.8845	0.8691	0.7817	0.8619	0.6745	0.7458	0.3593	0.7933	0.6917	0.7467
0.1736	7.84	2900	0.5137	0.6846	0.7997	0.8686	0.9294	0.7906	0.8846	0.5005	0.8908	0.8688	0.7333	0.8614	0.6727	0.7363	0.3548	0.7818	0.6848	0.7007
0.0741	7.89	2920	0.4894	0.6865	0.8048	0.8674	0.9449	0.7941	0.8550	0.5675	0.8726	0.8752	0.7243	0.8600	0.6575	0.7549	0.3885	0.7768	0.6912	0.6768
1.0211	7.95	2940	0.5253	0.6995	0.8028	0.8746	0.9249	0.8094	0.8542	0.5138	0.9180	0.8269	0.7723	0.8553	0.6635	0.7638	0.3970	0.7927	0.7299	0.6947
0.1533	8.0	2960	0.5440	0.6866	0.7910	0.8704	0.9378	0.8262	0.8675	0.4365	0.9073	0.8407	0.7210	0.8520	0.6734	0.7407	0.3410	0.7870	0.7222	0.6895
0.1831	8.05	2980	0.5731	0.6853	0.7804	0.8715	0.9367	0.8117	0.8719	0.3778	0.9262	0.8276	0.7109	0.8510	0.6730	0.7480	0.3358	0.7907	0.7154	0.6831
0.3096	8.11	3000	0.5337	0.6960	0.8019	0.8745	0.9299	0.8336	0.8758	0.4576	0.9075	0.8535	0.7552	0.8623	0.6744	0.7461	0.3805	0.7856	0.7046	0.7188
0.3453	8.16	3020	0.5051	0.6937	0.8006	0.8764	0.9358	0.8207	0.8646	0.4590	0.9096	0.8591	0.7555	0.8666	0.6735	0.7450	0.3479	0.7970	0.7071	0.7190
0.428	8.22	3040	0.5491	0.6820	0.7859	0.8701	0.9395	0.7986	0.8750	0.4329	0.9168	0.8531	0.6857	0.8624	0.6737	0.7670	0.3504	0.7928	0.6666	0.6612
0.1888	8.27	3060	0.4946	0.6962	0.8192	0.8740	0.9356	0.8465	0.8509	0.5832	0.8872	0.8772	0.7539	0.8663	0.6706	0.7675	0.3718	0.7924	0.6868	0.7177
0.2311	8.32	3080	0.5046	0.6989	0.7946	0.8786	0.9458	0.8213	0.8475	0.4273	0.9177	0.8529	0.7496	0.8630	0.6715	0.7560	0.3647	0.7967	0.7241	0.7164
0.1286	8.38	3100	0.4906	0.7030	0.8158	0.8783	0.9350	0.8164	0.8721	0.5063	0.8831	0.9105	0.7871	0.8723	0.6683	0.7490	0.3971	0.7875	0.6949	0.7517
0.1767	8.43	3120	0.4789	0.7067	0.8089	0.8809	0.9405	0.8015	0.8749	0.4939	0.9045	0.8813	0.7658	0.8747	0.6714	0.7694	0.4011	0.7926	0.7091	0.7283
0.5431	8.49	3140	0.4786	0.7144	0.8228	0.8871	0.9264	0.8328	0.8910	0.4969	0.9077	0.8680	0.8366	0.8681	0.6637	0.7535	0.3921	0.8163	0.7153	0.7920
0.2099	8.54	3160	0.5180	0.6947	0.8019	0.8811	0.9422	0.7051	0.8342	0.5563	0.9031	0.8332	0.8388	0.8704	0.5818	0.7568	0.3983	0.8201	0.7068	0.7289
0.1189	8.59	3180	0.5339	0.6887	0.7862	0.8776	0.9371	0.6831	0.8428	0.5067	0.9287	0.8210	0.7839	0.8641	0.5771	0.7609	0.4034	0.8181	0.7125	0.6848
0.1711	8.65	3200	0.4568	0.7076	0.8186	0.8815	0.9402	0.8317	0.8801	0.5157	0.8889	0.8824	0.7913	0.8634	0.6597	0.7560	0.4045	0.8055	0.7136	0.7504
0.4557	8.7	3220	0.4799	0.7026	0.8016	0.8804	0.9429	0.7953	0.8625	0.5141	0.9288	0.8274	0.7403	0.8661	0.6632	0.7647	0.3778	0.8067	0.7320	0.7080
0.0809	8.76	3240	0.4545	0.7083	0.8234	0.8828	0.9278	0.8408	0.8498	0.5388	0.8994	0.8765	0.8307	0.8632	0.6602	0.7456	0.3742	0.8094	0.7143	0.7912
0.3028	8.81	3260	0.4539	0.7080	0.8173	0.8816	0.9341	0.8255	0.8772	0.4574	0.8749	0.9142	0.8375	0.8643	0.6664	0.7585	0.3924	0.7956	0.6847	0.7942
0.1655	8.86	3280	0.4907	0.6963	0.8062	0.8735	0.9288	0.8218	0.8937	0.4723	0.8922	0.8776	0.7567	0.8547	0.6615	0.7491	0.3940	0.7861	0.7087	0.7202
0.1474	8.92	3300	0.4925	0.6946	0.7979	0.8742	0.9385	0.7808	0.8937	0.4789	0.8996	0.8447	0.7491	0.8613	0.6665	0.7515	0.3747	0.7863	0.7087	0.7131
0.2676	8.97	3320	0.4975	0.6919	0.7928	0.8743	0.9380	0.7615	0.8646	0.4503	0.9011	0.8725	0.7616	0.8644	0.6462	0.7436	0.3796	0.7843	0.7028	0.7222
0.2192	9.03	3340	0.4962	0.6924	0.8058	0.8731	0.9363	0.8380	0.8852	0.4848	0.8976	0.8827	0.7157	0.8631	0.6732	0.7456	0.3940	0.7961	0.6920	0.6828
0.129	9.08	3360	0.5087	0.6918	0.8104	0.8718	0.9374	0.8291	0.8529	0.5362	0.8866	0.9010	0.7299	0.8701	0.6697	0.7518	0.4011	0.7874	0.6680	0.6942
0.3131	9.14	3380	0.5127	0.6957	0.8021	0.8755	0.9415	0.8215	0.8676	0.4862	0.9016	0.8421	0.7542	0.8712	0.6718	0.7484	0.3893	0.7890	0.6962	0.7042
0.1653	9.19	3400	0.5100	0.6953	0.8066	0.8742	0.9307	0.8402	0.8666	0.4884	0.9027	0.8658	0.7519	0.8632	0.6682	0.7573	0.3721	0.7861	0.7025	0.7180
0.1177	9.24	3420	0.5000	0.6961	0.8144	0.8721	0.9385	0.8095	0.8727	0.5329	0.8629	0.9219	0.7625	0.8683	0.6730	0.7652	0.4048	0.7772	0.6588	0.7252
0.2833	9.3	3440	0.5003	0.6958	0.7989	0.8763	0.9486	0.7977	0.8871	0.4846	0.9005	0.8292	0.7448	0.8662	0.6713	0.7553	0.3793	0.7951	0.6911	0.7122
0.1196	9.35	3460	0.4964	0.7008	0.8040	0.8783	0.9370	0.8310	0.8412	0.4814	0.9168	0.8609	0.7596	0.8665	0.6737	0.7514	0.3896	0.7974	0.7002	0.7270
0.1224	9.41	3480	0.4281	0.7204	0.8176	0.8908	0.9484	0.7883	0.8413	0.5106	0.9017	0.8722	0.8605	0.8751	0.6751	0.7600	0.3813	0.8148	0.7261	0.8109
0.1925	9.46	3500	0.4850	0.7002	0.8030	0.8784	0.9448	0.7955	0.8373	0.4988	0.9062	0.8798	0.7583	0.8721	0.6740	0.7508	0.3798	0.7936	0.7082	0.7229
0.142	9.51	3520	0.5039	0.6978	0.8018	0.8774	0.9440	0.7854	0.8683	0.4771	0.8981	0.8884	0.7512	0.8694	0.6588	0.7567	0.3832	0.7916	0.7074	0.7178
0.5374	9.57	3540	0.5199	0.6821	0.7807	0.8729	0.9427	0.8054	0.8801	0.3721	0.9214	0.8339	0.7094	0.8598	0.6709	0.7452	0.3113	0.7986	0.7131	0.6757
0.2482	9.62	3560	0.4652	0.7054	0.8188	0.8799	0.9334	0.8055	0.8482	0.5406	0.8845	0.8975	0.8222	0.8757	0.6677	0.7649	0.3855	0.7887	0.6870	0.7683
0.3794	9.68	3580	0.5039	0.7044	0.8126	0.8771	0.9348	0.8018	0.8510	0.5782	0.9002	0.8226	0.7999	0.8747	0.6650	0.7700	0.4059	0.7765	0.6935	0.7449
0.2213	9.73	3600	0.5238	0.7036	0.8106	0.8774	0.9399	0.8302	0.8701	0.5202	0.9010	0.8593	0.7531	0.8737	0.6708	0.7721	0.4098	0.7819	0.6973	0.7199
0.1819	9.78	3620	0.5291	0.6917	0.8056	0.8703	0.9396	0.8039	0.8937	0.5011	0.8715	0.8905	0.7392	0.8687	0.6748	0.7572	0.3994	0.7727	0.6679	0.7012
0.2002	9.84	3640	0.5531	0.6887	0.7981	0.8701	0.9399	0.8237	0.8655	0.4788	0.8985	0.8792	0.7009	0.8656	0.6756	0.7512	0.4131	0.7882	0.6575	0.6698
0.2655	9.89	3660	0.5161	0.6868	0.7972	0.8697	0.9528	0.8048	0.8700	0.4986	0.8833	0.8687	0.7019	0.8657	0.6752	0.7501	0.4023	0.7894	0.6584	0.6664
0.2477	9.95	3680	0.4836	0.7019	0.8157	0.8778	0.9377	0.8214	0.8407	0.5560	0.8883	0.8538	0.8120	0.8664	0.6647	0.7536	0.3846	0.7933	0.6922	0.7582
0.2156	10.0	3700	0.5079	0.7042	0.8164	0.8776	0.9386	0.8435	0.8767	0.4869	0.8729	0.9000	0.7964	0.8623	0.6719	0.7603	0.4014	0.7876	0.6827	0.7632
0.0994	10.05	3720	0.5784	0.6926	0.7874	0.8742	0.9424	0.7519	0.8636	0.4772	0.9168	0.8107	0.7495	0.8682	0.6584	0.7501	0.3895	0.7820	0.6815	0.7182
0.1422	10.11	3740	0.5004	0.7091	0.8216	0.8814	0.9440	0.7910	0.8762	0.5485	0.8660	0.8898	0.8353	0.8682	0.6705	0.7480	0.3998	0.7958	0.6824	0.7992
0.1474	10.16	3760	0.5008	0.7061	0.8078	0.8804	0.9431	0.7985	0.8427	0.5068	0.8977	0.8594	0.8067	0.8678	0.6611	0.7675	0.4087	0.7956	0.6944	0.7476
0.2039	10.22	3780	0.5088	0.7041	0.8036	0.8811	0.9412	0.7889	0.8745	0.4763	0.9135	0.8749	0.7559	0.8732	0.6680	0.7655	0.4085	0.8037	0.6881	0.7214
0.1457	10.27	3800	0.5180	0.7033	0.8146	0.8783	0.9297	0.8361	0.8904	0.5206	0.9080	0.8667	0.7508	0.8675	0.6729	0.7511	0.4191	0.8009	0.6947	0.7172
0.1477	10.32	3820	0.4620	0.7121	0.8255	0.8826	0.9348	0.8237	0.8810	0.5393	0.8774	0.8847	0.8373	0.8675	0.6712	0.7525	0.4031	0.7975	0.7074	0.7858
0.1087	10.38	3840	0.4719	0.7157	0.8136	0.8848	0.9431	0.7906	0.8557	0.5369	0.9109	0.8630	0.7948	0.8692	0.6764	0.7595	0.4215	0.8049	0.7220	0.7561
0.1731	10.43	3860	0.5375	0.7051	0.8194	0.8777	0.9247	0.7931	0.8780	0.5654	0.8817	0.8487	0.8444	0.8601	0.6704	0.7528	0.3970	0.7964	0.7141	0.7448
0.9982	10.49	3880	0.5151	0.7084	0.8219	0.8807	0.9291	0.8161	0.8619	0.5430	0.8842	0.8760	0.8427	0.8632	0.6665	0.7463	0.4091	0.8008	0.6999	0.7732
0.12	10.54	3900	0.5254	0.7133	0.8260	0.8821	0.9079	0.7965	0.8753	0.5491	0.8964	0.8801	0.8766	0.8599	0.6681	0.7574	0.4149	0.8056	0.7233	0.7636
0.133	10.59	3920	0.4950	0.7072	0.8103	0.8799	0.9350	0.8045	0.8757	0.5162	0.9102	0.8673	0.7634	0.8666	0.6727	0.7653	0.4189	0.8004	0.7115	0.7148
0.1647	10.65	3940	0.5245	0.7083	0.8167	0.8809	0.9372	0.8487	0.8663	0.5098	0.9043	0.8909	0.7597	0.8698	0.6721	0.7643	0.4243	0.8019	0.7053	0.7201
0.065	10.7	3960	0.5537	0.7011	0.8036	0.8774	0.9363	0.8164	0.8801	0.4670	0.9108	0.8814	0.7334	0.8625	0.6689	0.7544	0.4066	0.7976	0.7204	0.6977
0.1435	10.76	3980	0.5455	0.7012	0.8083	0.8774	0.9263	0.8519	0.8807	0.4865	0.9244	0.8542	0.7340	0.8584	0.6684	0.7582	0.4070	0.8057	0.7154	0.6953
0.13	10.81	4000	0.5234	0.7007	0.8093	0.8769	0.9446	0.8018	0.8865	0.5326	0.8979	0.8787	0.7231	0.8625	0.6785	0.7539	0.4086	0.8056	0.7043	0.6916
0.1456	10.86	4020	0.5219	0.7034	0.8128	0.8768	0.9475	0.8208	0.8543	0.5534	0.8943	0.8907	0.7284	0.8647	0.6690	0.7711	0.4412	0.8021	0.6951	0.6809
0.3105	10.92	4040	0.4999	0.7120	0.8296	0.8815	0.9333	0.8162	0.8473	0.6054	0.8790	0.8849	0.8409	0.8690	0.6639	0.7584	0.4195	0.7986	0.7170	0.7575
0.5743	10.97	4060	0.5080	0.6985	0.8198	0.8729	0.9211	0.7929	0.8758	0.6033	0.8810	0.8614	0.8029	0.8644	0.6694	0.7446	0.4020	0.7849	0.7067	0.7175
0.2954	11.03	4080	0.5080	0.7015	0.8152	0.8777	0.9313	0.8277	0.8680	0.5415	0.9046	0.8758	0.7578	0.8688	0.6716	0.7464	0.4125	0.8016	0.6860	0.7235
0.1178	11.08	4100	0.5030	0.6969	0.8111	0.8777	0.9442	0.8384	0.8498	0.5436	0.9088	0.8641	0.7289	0.8691	0.6678	0.7462	0.3998	0.8139	0.6839	0.6976
0.0749	11.14	4120	0.4972	0.7041	0.8051	0.8824	0.9416	0.8187	0.8661	0.4901	0.9275	0.8424	0.7494	0.8699	0.6804	0.7500	0.3903	0.8180	0.7050	0.7154
0.1806	11.19	4140	0.4569	0.7187	0.8138	0.8919	0.9445	0.8277	0.8578	0.4420	0.9154	0.8618	0.8476	0.8677	0.6729	0.7428	0.3778	0.8314	0.7438	0.7945
0.0825	11.24	4160	0.4618	0.7209	0.8263	0.8900	0.9348	0.8510	0.8607	0.5235	0.9125	0.8587	0.8425	0.8667	0.6719	0.7405	0.4026	0.8256	0.7454	0.7936
0.167	11.3	4180	0.5092	0.7084	0.7979	0.8838	0.9347	0.7767	0.8705	0.4397	0.9360	0.8595	0.7682	0.8674	0.6710	0.7533	0.3887	0.8072	0.7399	0.7315
0.2843	11.35	4200	0.4910	0.7010	0.8009	0.8794	0.9315	0.7853	0.8640	0.4931	0.9287	0.8426	0.7608	0.8638	0.6709	0.7455	0.3723	0.8053	0.7218	0.7270
0.1661	11.41	4220	0.4854	0.7004	0.8171	0.8778	0.9279	0.8398	0.8774	0.5295	0.9025	0.8774	0.7649	0.8669	0.6667	0.7501	0.3953	0.8044	0.7029	0.7167
0.177	11.46	4240	0.5016	0.7037	0.8149	0.8788	0.9345	0.8183	0.8682	0.5585	0.9094	0.8605	0.7550	0.8696	0.6801	0.7589	0.3955	0.8022	0.7029	0.7167
0.2762	11.51	4260	0.5231	0.7084	0.8047	0.8815	0.9408	0.8002	0.8848	0.4725	0.9131	0.8584	0.7629	0.8670	0.6771	0.7589	0.4082	0.7999	0.7243	0.7233
0.1087	11.57	4280	0.5379	0.7061	0.8148	0.8798	0.9270	0.8000	0.8900	0.5315	0.9111	0.8854	0.7588	0.8675	0.6656	0.7573	0.4241	0.8042	0.7035	0.7203
0.2151	11.62	4300	0.5152	0.7013	0.8163	0.8753	0.9364	0.8048	0.8762	0.5824	0.8941	0.8891	0.7313	0.8642	0.6766	0.7707	0.4216	0.7996	0.6874	0.6887
0.109	11.68	4320	0.5020	0.7061	0.8112	0.8797	0.9462	0.8171	0.8883	0.5476	0.9131	0.8507	0.7152	0.8697	0.6804	0.7691	0.4209	0.8057	0.7149	0.6817
0.1346	11.73	4340	0.5073	0.6993	0.8117	0.8727	0.9377	0.8015	0.8631	0.5994	0.8975	0.8537	0.7288	0.8630	0.6737	0.7727	0.4217	0.7864	0.6963	0.6810
0.1628	11.78	4360	0.5946	0.6996	0.8040	0.8743	0.9444	0.8009	0.8730	0.5260	0.9015	0.8713	0.7108	0.8636	0.6801	0.7713	0.4340	0.7941	0.6759	0.6784
0.1078	11.84	4380	0.5358	0.7136	0.8209	0.8817	0.9332	0.8559	0.8716	0.5406	0.9118	0.8742	0.7593	0.8690	0.6697	0.7717	0.4453	0.7988	0.7219	0.7184
0.2878	11.89	4400	0.5400	0.7119	0.8061	0.8816	0.9484	0.8077	0.8697	0.5038	0.9133	0.8506	0.7493	0.8681	0.6690	0.7695	0.4398	0.7947	0.7247	0.7178
0.163	11.95	4420	0.4955	0.7137	0.8150	0.8834	0.9442	0.8292	0.8819	0.5228	0.9066	0.8425	0.7777	0.8653	0.6670	0.7683	0.4287	0.8033	0.7205	0.7428
0.1191	12.0	4440	0.4637	0.7248	0.8333	0.8877	0.9429	0.8129	0.8597	0.5923	0.8803	0.8988	0.8463	0.8701	0.6726	0.7732	0.4433	0.8032	0.7082	0.8032
0.2084	12.05	4460	0.5186	0.7122	0.8122	0.8814	0.9342	0.8089	0.8732	0.5363	0.9210	0.8534	0.7581	0.8728	0.6772	0.7707	0.4206	0.7911	0.7312	0.7215
0.1854	12.11	4480	0.5230	0.7061	0.8127	0.8792	0.9359	0.8309	0.8947	0.5021	0.9033	0.8697	0.7521	0.8673	0.6797	0.7500	0.4015	0.7938	0.7296	0.7206
0.1889	12.16	4500	0.4837	0.7133	0.8171	0.8825	0.9415	0.8475	0.8773	0.5297	0.9081	0.8471	0.7688	0.8708	0.6769	0.7718	0.4255	0.7964	0.7211	0.7310
0.153	12.22	4520	0.4712	0.7156	0.8198	0.8839	0.9316	0.7986	0.8801	0.5659	0.9121	0.8510	0.7995	0.8707	0.6732	0.7598	0.4311	0.8026	0.7179	0.7541
0.2379	12.27	4540	0.5025	0.7170	0.8201	0.8842	0.9323	0.8009	0.8691	0.5711	0.9166	0.8629	0.7875	0.8708	0.6748	0.7623	0.4388	0.8034	0.7225	0.7464
0.1759	12.32	4560	0.4684	0.7206	0.8304	0.8866	0.9355	0.8413	0.8658	0.5680	0.9002	0.8947	0.8073	0.8724	0.6724	0.7693	0.4344	0.8064	0.7223	0.7673
0.0683	12.38	4580	0.4606	0.7299	0.8333	0.8927	0.9351	0.8210	0.8745	0.5662	0.9084	0.8799	0.8479	0.8744	0.6810	0.7725	0.4329	0.8203	0.7247	0.8037
0.1155	12.43	4600	0.4529	0.7329	0.8351	0.8962	0.9433	0.8439	0.8791	0.5437	0.9085	0.8782	0.8491	0.8791	0.6827	0.7695	0.4273	0.8305	0.7390	0.8022
0.1194	12.49	4620	0.5244	0.7090	0.8053	0.8809	0.9429	0.8129	0.8577	0.5343	0.9300	0.8144	0.7449	0.8675	0.6849	0.7715	0.4072	0.8011	0.7237	0.7073
0.2681	12.54	4640	0.5301	0.7105	0.8124	0.8828	0.9404	0.8324	0.8551	0.5272	0.9215	0.8453	0.7652	0.8713	0.6805	0.7576	0.3970	0.8032	0.7332	0.7306
0.173	12.59	4660	0.5097	0.7125	0.8096	0.8844	0.9421	0.8165	0.8539	0.5362	0.9330	0.8189	0.7666	0.8741	0.6824	0.7576	0.4051	0.8070	0.7302	0.7314
0.3458	12.65	4680	0.4965	0.7078	0.8089	0.8813	0.9473	0.7956	0.8637	0.5241	0.9076	0.8714	0.7527	0.8705	0.6782	0.7559	0.4082	0.8022	0.7203	0.7193
0.1284	12.7	4700	0.4673	0.7267	0.8249	0.8904	0.9401	0.8143	0.8712	0.5281	0.9047	0.8795	0.8362	0.8742	0.6845	0.7703	0.4401	0.8114	0.7173	0.7891
0.2377	12.76	4720	0.4589	0.7292	0.8209	0.8931	0.9397	0.7997	0.8709	0.5099	0.9186	0.8616	0.8461	0.8739	0.6842	0.7705	0.4338	0.8185	0.7183	0.8054
0.1044	12.81	4740	0.5093	0.7087	0.8126	0.8812	0.9413	0.8186	0.8831	0.5200	0.9077	0.8606	0.7569	0.8702	0.6835	0.7631	0.3993	0.7989	0.7215	0.7244
0.1222	12.86	4760	0.5286	0.7017	0.8075	0.8792	0.9358	0.8207	0.8939	0.4502	0.9008	0.8964	0.7550	0.8687	0.6875	0.7484	0.3913	0.8030	0.6905	0.7223
0.1819	12.92	4780	0.5473	0.6993	0.8006	0.8783	0.9441	0.8377	0.8787	0.4731	0.9219	0.8221	0.7264	0.8682	0.6807	0.7669	0.4151	0.8093	0.6595	0.6955
0.1422	12.97	4800	0.5042	0.7089	0.8038	0.8846	0.9478	0.8060	0.8793	0.4616	0.9224	0.8596	0.7501	0.8807	0.6850	0.7750	0.4121	0.8116	0.6843	0.7136
0.1449	13.03	4820	0.5165	0.7113	0.8117	0.8838	0.9430	0.8128	0.8994	0.4908	0.9097	0.8670	0.7594	0.8753	0.6866	0.7620	0.4304	0.8104	0.6897	0.7246
0.1895	13.08	4840	0.4997	0.7116	0.8156	0.8838	0.9402	0.8201	0.8990	0.5111	0.9079	0.8612	0.7695	0.8752	0.6873	0.7613	0.4137	0.8068	0.7013	0.7355
0.1773	13.14	4860	0.4964	0.7134	0.8159	0.8853	0.9392	0.8523	0.8867	0.4908	0.9131	0.8315	0.7975	0.8720	0.6819	0.7579	0.4004	0.8071	0.7142	0.7601
0.1133	13.19	4880	0.4879	0.7209	0.8143	0.8892	0.9500	0.8025	0.8596	0.5030	0.9112	0.8609	0.8127	0.8726	0.6828	0.7623	0.4216	0.8141	0.7138	0.7792
0.3126	13.24	4900	0.4768	0.7280	0.8242	0.8943	0.9430	0.8414	0.8803	0.4860	0.9146	0.8581	0.8457	0.8785	0.6857	0.7674	0.4185	0.8228	0.7173	0.8061
0.0713	13.3	4920	0.4557	0.7221	0.8182	0.8892	0.9449	0.8233	0.8910	0.5045	0.9109	0.8382	0.8144	0.8719	0.6798	0.7649	0.4317	0.8131	0.7138	0.7794
0.2414	13.35	4940	0.5193	0.7164	0.8193	0.8850	0.9397	0.8366	0.8864	0.5090	0.9068	0.8800	0.7763	0.8758	0.6879	0.7636	0.4349	0.8051	0.7064	0.7408
0.3379	13.41	4960	0.5566	0.7060	0.8104	0.8801	0.9431	0.7932	0.8922	0.5346	0.9052	0.8554	0.7491	0.8748	0.6793	0.7603	0.4312	0.8025	0.6797	0.7142
0.1459	13.46	4980	0.5457	0.7069	0.8116	0.8791	0.9499	0.7954	0.8754	0.5687	0.9017	0.8567	0.7333	0.8681	0.6779	0.7643	0.4273	0.8002	0.7124	0.6983
1.3247	13.51	5000	0.5213	0.7102	0.8104	0.8826	0.9481	0.8174	0.8809	0.5285	0.9128	0.8244	0.7607	0.8744	0.6857	0.7585	0.4298	0.8059	0.6946	0.7226
0.0945	13.57	5020	0.5877	0.7072	0.8020	0.8808	0.9502	0.7836	0.8803	0.4946	0.9134	0.8600	0.7316	0.8705	0.6829	0.7679	0.4203	0.8015	0.7075	0.6995
0.1065	13.62	5040	0.5420	0.7147	0.8126	0.8850	0.9467	0.8265	0.8727	0.4935	0.9141	0.8791	0.7556	0.8802	0.6870	0.7716	0.4257	0.8024	0.7165	0.7196
0.226	13.68	5060	0.5306	0.7122	0.8149	0.8837	0.9501	0.8042	0.8731	0.5303	0.9014	0.8893	0.7562	0.8806	0.6831	0.7733	0.4246	0.8020	0.6988	0.7231
0.2018	13.73	5080	0.5174	0.7051	0.8066	0.8804	0.9459	0.7958	0.8441	0.5164	0.9092	0.8776	0.7574	0.8729	0.6732	0.7581	0.4096	0.8001	0.6977	0.7238
0.1974	13.78	5100	0.4997	0.7140	0.8193	0.8848	0.9456	0.8214	0.8686	0.5417	0.9056	0.8859	0.7660	0.8790	0.6791	0.7627	0.4327	0.8085	0.7099	0.7259
0.0747	13.84	5120	0.5084	0.7104	0.8162	0.8831	0.9407	0.8148	0.8771	0.5148	0.9045	0.8993	0.7620	0.8749	0.6827	0.7573	0.4234	0.8101	0.7011	0.7234
0.1863	13.89	5140	0.4846	0.7132	0.8131	0.8851	0.9435	0.8225	0.8763	0.5215	0.9223	0.8435	0.7626	0.8754	0.6874	0.7607	0.4122	0.8121	0.7200	0.7247
0.1009	13.95	5160	0.4980	0.7127	0.8124	0.8849	0.9432	0.8048	0.8786	0.5179	0.9185	0.8623	0.7616	0.8754	0.6867	0.7677	0.4094	0.8115	0.7132	0.7250
0.1497	14.0	5180	0.4876	0.7174	0.8167	0.8871	0.9474	0.8119	0.8701	0.5091	0.9042	0.8754	0.7985	0.8746	0.6890	0.7656	0.4012	0.8090	0.7248	0.7579
0.0537	14.05	5200	0.5260	0.7166	0.8159	0.8876	0.9395	0.8478	0.8777	0.4773	0.9223	0.8665	0.7802	0.8755	0.6866	0.7588	0.4029	0.8130	0.7341	0.7456
1.577	14.11	5220	0.5184	0.7170	0.8182	0.8868	0.9386	0.8285	0.8968	0.5057	0.9143	0.8580	0.7856	0.8747	0.6852	0.7578	0.4133	0.8114	0.7333	0.7433
0.1555	14.16	5240	0.5294	0.7118	0.8167	0.8833	0.9445	0.8181	0.9006	0.5216	0.9003	0.8680	0.7638	0.8744	0.6851	0.7624	0.4156	0.8043	0.7154	0.7256
0.1409	14.22	5260	0.5103	0.7094	0.8106	0.8825	0.9487	0.8167	0.8786	0.5029	0.9044	0.8622	0.7607	0.8762	0.6880	0.7732	0.4084	0.8036	0.7067	0.7096
0.0525	14.27	5280	0.5201	0.7205	0.8239	0.8895	0.9428	0.8287	0.8798	0.5095	0.8975	0.8714	0.8376	0.8778	0.6814	0.7685	0.4138	0.8158	0.7183	0.7678
0.1194	14.32	5300	0.5412	0.7159	0.8292	0.8846	0.9259	0.8145	0.8835	0.5631	0.8893	0.8789	0.8495	0.8710	0.6724	0.7624	0.4242	0.8097	0.7220	0.7498
0.161	14.38	5320	0.4771	0.7223	0.8160	0.8907	0.9417	0.8029	0.8723	0.4857	0.9153	0.8615	0.8330	0.8762	0.6862	0.7692	0.4117	0.8178	0.7245	0.7704
0.0956	14.43	5340	0.4874	0.7289	0.8257	0.8929	0.9517	0.8107	0.8780	0.5159	0.8961	0.8973	0.8304	0.8754	0.6903	0.7736	0.4321	0.8216	0.7228	0.7863
0.2009	14.49	5360	0.5104	0.7230	0.8288	0.8895	0.9319	0.8522	0.8916	0.5216	0.9051	0.8548	0.8442	0.8736	0.6803	0.7655	0.4261	0.8161	0.7255	0.7739
0.1389	14.54	5380	0.5389	0.7100	0.8149	0.8802	0.9451	0.8162	0.8875	0.5532	0.9051	0.8674	0.7299	0.8694	0.6863	0.7588	0.4304	0.7993	0.7244	0.7014
0.113	14.59	5400	0.5308	0.7129	0.8127	0.8843	0.9455	0.8141	0.8665	0.4971	0.9079	0.8915	0.7665	0.8802	0.6843	0.7596	0.4138	0.7984	0.7216	0.7324
0.1371	14.65	5420	0.5215	0.7049	0.8004	0.8832	0.9513	0.8307	0.8734	0.4225	0.9123	0.8422	0.7706	0.8758	0.6785	0.7591	0.3686	0.7989	0.7192	0.7343
0.3141	14.7	5440	0.5218	0.7074	0.8086	0.8841	0.9417	0.8431	0.8839	0.4166	0.9078	0.8989	0.7681	0.8791	0.6841	0.7610	0.3773	0.8015	0.7162	0.7323
0.1709	14.76	5460	0.4785	0.7180	0.8145	0.8884	0.9507	0.8185	0.8664	0.4890	0.9110	0.8789	0.7870	0.8803	0.6828	0.7678	0.4081	0.8093	0.7288	0.7491
0.1482	14.81	5480	0.4938	0.7181	0.8246	0.8870	0.9412	0.8479	0.8573	0.5339	0.9079	0.8986	0.7853	0.8802	0.6792	0.7679	0.4275	0.8084	0.7177	0.7458
0.1614	14.86	5500	0.4950	0.7201	0.8244	0.8881	0.9428	0.8397	0.8713	0.5426	0.9109	0.8743	0.7891	0.8791	0.6815	0.7697	0.4200	0.8099	0.7285	0.7520
0.9558	14.92	5520	0.4832	0.7250	0.8235	0.8908	0.9528	0.8248	0.8712	0.5252	0.9005	0.8763	0.8140	0.8778	0.6849	0.7681	0.4287	0.8141	0.7253	0.7760
0.1639	14.97	5540	0.4675	0.7237	0.8223	0.8900	0.9493	0.8379	0.8569	0.5267	0.9136	0.8845	0.7875	0.8788	0.6820	0.7721	0.4330	0.8138	0.7322	0.7539
0.2244	15.03	5560	0.4465	0.7242	0.8188	0.8913	0.9494	0.8069	0.8736	0.5314	0.9218	0.8570	0.7915	0.8778	0.6772	0.7719	0.4264	0.8195	0.7391	0.7573
0.1792	15.08	5580	0.4587	0.7288	0.8168	0.8937	0.9528	0.7940	0.8580	0.5126	0.9221	0.8627	0.8152	0.8767	0.6833	0.7738	0.4250	0.8207	0.7437	0.7785
0.1632	15.14	5600	0.4949	0.7247	0.8112	0.8912	0.9464	0.8191	0.8799	0.4828	0.9362	0.8244	0.7895	0.8750	0.6915	0.7770	0.4215	0.8169	0.7372	0.7541
0.1682	15.19	5620	0.4614	0.7352	0.8293	0.8963	0.9456	0.8247	0.8888	0.5385	0.9194	0.8586	0.8294	0.8743	0.6888	0.7706	0.4456	0.8324	0.7414	0.7936
0.0872	15.24	5640	0.4925	0.7254	0.8245	0.8910	0.9493	0.8148	0.8935	0.5297	0.8996	0.8640	0.8208	0.8722	0.6820	0.7673	0.4316	0.8197	0.7191	0.7859
0.1775	15.3	5660	0.5081	0.7243	0.8243	0.8899	0.9489	0.8139	0.8769	0.5402	0.8986	0.8709	0.8208	0.8734	0.6832	0.7708	0.4370	0.8161	0.7028	0.7869
0.0841	15.35	5680	0.5488	0.7109	0.8155	0.8808	0.9515	0.8092	0.8628	0.5433	0.8878	0.8921	0.7621	0.8709	0.6787	0.7674	0.4393	0.7958	0.6944	0.7297
0.1122	15.41	5700	0.5543	0.7054	0.8061	0.8805	0.9511	0.8116	0.8649	0.5180	0.9127	0.8522	0.7325	0.8724	0.6796	0.7698	0.4223	0.8059	0.6868	0.7009
0.1993	15.46	5720	0.5177	0.7158	0.8148	0.8845	0.9460	0.8084	0.8672	0.5195	0.9054	0.8827	0.7748	0.8746	0.6815	0.7720	0.4406	0.8033	0.6999	0.7390
0.0915	15.51	5740	0.4926	0.7269	0.8195	0.8926	0.9543	0.8048	0.8721	0.5067	0.9070	0.8705	0.8209	0.8722	0.6812	0.7736	0.4339	0.8245	0.7194	0.7840
0.1622	15.57	5760	0.4791	0.7249	0.8201	0.8926	0.9443	0.8324	0.8663	0.4911	0.9170	0.8504	0.8394	0.8724	0.6812	0.7699	0.4131	0.8251	0.7191	0.7935
0.0614	15.62	5780	0.4569	0.7331	0.8331	0.8950	0.9436	0.8198	0.8807	0.5573	0.9056	0.8760	0.8489	0.8775	0.6837	0.7662	0.4476	0.8260	0.7218	0.8086
0.1372	15.68	5800	0.5126	0.7160	0.8237	0.8824	0.9411	0.8218	0.8873	0.5416	0.8821	0.8988	0.7929	0.8731	0.6832	0.7698	0.4406	0.7900	0.6973	0.7580
0.1055	15.73	5820	0.5358	0.7106	0.8066	0.8831	0.9504	0.7913	0.8835	0.4953	0.9073	0.8540	0.7643	0.8777	0.6850	0.7731	0.4257	0.8016	0.6824	0.7286
0.1022	15.78	5840	0.5055	0.7157	0.8227	0.8847	0.9451	0.8186	0.8651	0.5727	0.8983	0.8611	0.7978	0.8791	0.6862	0.7720	0.4170	0.8008	0.6971	0.7577
0.1283	15.84	5860	0.4868	0.7249	0.8213	0.8912	0.9564	0.7839	0.8817	0.5548	0.8999	0.8506	0.8218	0.8767	0.6824	0.7717	0.4232	0.8163	0.7153	0.7886
0.1489	15.89	5880	0.4910	0.7252	0.8211	0.8910	0.9491	0.8177	0.8487	0.5199	0.9098	0.8839	0.8183	0.8814	0.6875	0.7682	0.4325	0.8119	0.7123	0.7822
0.2806	15.95	5900	0.4945	0.7297	0.8298	0.8933	0.9473	0.8097	0.8824	0.5494	0.8988	0.8796	0.8414	0.8799	0.6878	0.7684	0.4345	0.8182	0.7140	0.8054
0.1371	16.0	5920	0.5251	0.7197	0.8139	0.8887	0.9426	0.8010	0.8877	0.4943	0.9202	0.8620	0.7895	0.8796	0.6862	0.7629	0.4191	0.8097	0.7264	0.7541
0.0901	16.05	5940	0.4934	0.7210	0.8157	0.8892	0.9472	0.8042	0.8829	0.5010	0.9141	0.8691	0.7911	0.8806	0.6862	0.7677	0.4226	0.8096	0.7254	0.7548
0.1659	16.11	5960	0.5388	0.7135	0.8112	0.8853	0.9461	0.8085	0.8836	0.4980	0.9167	0.8690	0.7566	0.8772	0.6831	0.7642	0.4175	0.8082	0.7187	0.7255
0.1072	16.16	5980	0.5588	0.7167	0.8174	0.8839	0.9342	0.8372	0.8710	0.5212	0.9190	0.8699	0.7694	0.8747	0.6831	0.7671	0.4372	0.7971	0.7244	0.7334
0.6106	16.22	6000	0.5587	0.7181	0.8198	0.8845	0.9434	0.8296	0.8722	0.5424	0.9078	0.8786	0.7648	0.8786	0.6844	0.7671	0.4477	0.7972	0.7247	0.7266
0.1578	16.27	6020	0.5023	0.7234	0.8220	0.8891	0.9409	0.8351	0.8720	0.5270	0.9195	0.8711	0.7885	0.8785	0.6842	0.7670	0.4469	0.8123	0.7247	0.7502
0.0939	16.32	6040	0.5277	0.7183	0.8133	0.8870	0.9397	0.8046	0.8750	0.5381	0.9354	0.8350	0.7648	0.8789	0.6819	0.7673	0.4435	0.8116	0.7149	0.7299
0.0552	16.38	6060	0.5900	0.7183	0.8119	0.8867	0.9528	0.7929	0.8738	0.5445	0.9230	0.8467	0.7495	0.8734	0.6803	0.7708	0.4422	0.8140	0.7257	0.7216
0.156	16.43	6080	0.5169	0.7219	0.8231	0.8887	0.9471	0.8251	0.8793	0.5582	0.9132	0.8552	0.7836	0.8762	0.6823	0.7677	0.4377	0.8157	0.7242	0.7494
0.1466	16.49	6100	0.5293	0.7191	0.8131	0.8874	0.9439	0.7994	0.8523	0.5236	0.9240	0.8622	0.7863	0.8729	0.6835	0.7682	0.4200	0.8108	0.7252	0.7531
0.0852	16.54	6120	0.5317	0.7181	0.8130	0.8870	0.9379	0.8027	0.8648	0.5091	0.9258	0.8599	0.7908	0.8729	0.6826	0.7639	0.4151	0.8087	0.7277	0.7560
0.4519	16.59	6140	0.5177	0.7214	0.8213	0.8892	0.9425	0.8270	0.8827	0.5092	0.9116	0.8816	0.7944	0.8768	0.6819	0.7646	0.4260	0.8139	0.7273	0.7592
0.0944	16.65	6160	0.5116	0.7197	0.8169	0.8884	0.9431	0.8113	0.8838	0.5071	0.9154	0.8653	0.7923	0.8761	0.6829	0.7623	0.4193	0.8116	0.7286	0.7574
0.0866	16.7	6180	0.5518	0.7121	0.8173	0.8824	0.9349	0.8215	0.8803	0.5341	0.9130	0.8797	0.7574	0.8735	0.6830	0.7632	0.4301	0.8022	0.7068	0.7263
0.1709	16.76	6200	0.5418	0.7124	0.8147	0.8834	0.9373	0.8074	0.8946	0.5317	0.9159	0.8523	0.7637	0.8738	0.6838	0.7671	0.4277	0.8068	0.6988	0.7286
0.1937	16.81	6220	0.5486	0.7134	0.8134	0.8843	0.9376	0.8241	0.8861	0.5029	0.9209	0.8619	0.7600	0.8735	0.6849	0.7700	0.4306	0.8101	0.6983	0.7264
2.8929	16.86	6240	0.5439	0.7128	0.8114	0.8842	0.9407	0.8229	0.8945	0.4935	0.9189	0.8496	0.7597	0.8731	0.6855	0.7738	0.4234	0.8083	0.7000	0.7255
0.0648	16.92	6260	0.4885	0.7168	0.8199	0.8846	0.9396	0.8333	0.8732	0.5511	0.9166	0.8625	0.7629	0.8735	0.6843	0.7725	0.4493	0.8092	0.7019	0.7271
0.1542	16.97	6280	0.5452	0.7158	0.8174	0.8834	0.9369	0.8164	0.8900	0.5580	0.9196	0.8416	0.7590	0.8737	0.6874	0.7707	0.4474	0.8033	0.7025	0.7255
0.0902	17.03	6300	0.5273	0.7207	0.8175	0.8859	0.9384	0.8322	0.8773	0.5288	0.9223	0.8490	0.7743	0.8735	0.6886	0.7738	0.4484	0.8033	0.7189	0.7383
0.1217	17.08	6320	0.4770	0.7303	0.8247	0.8930	0.9520	0.8060	0.8844	0.5436	0.9072	0.8574	0.8222	0.8776	0.6872	0.7754	0.4432	0.8183	0.7297	0.7811
0.0718	17.14	6340	0.4914	0.7325	0.8319	0.8942	0.9450	0.8564	0.8866	0.5467	0.9128	0.8454	0.8305	0.8794	0.6865	0.7745	0.4518	0.8209	0.7239	0.7906
0.2373	17.19	6360	0.5114	0.7229	0.8156	0.8895	0.9504	0.8186	0.8944	0.4887	0.9133	0.8611	0.7828	0.8782	0.6909	0.7748	0.4303	0.8105	0.7273	0.7484
0.7583	17.24	6380	0.5510	0.7158	0.8129	0.8861	0.9501	0.8350	0.8750	0.4921	0.9151	0.8634	0.7598	0.8797	0.6886	0.7707	0.4283	0.8077	0.7103	0.7253
0.1402	17.3	6400	0.5501	0.7149	0.8142	0.8850	0.9456	0.8124	0.8784	0.5115	0.9104	0.8760	0.7648	0.8792	0.6885	0.7677	0.4378	0.8073	0.6987	0.7254
0.0813	17.35	6420	0.5124	0.7195	0.8216	0.8861	0.9435	0.8357	0.8774	0.5315	0.9048	0.8732	0.7853	0.8788	0.6874	0.7696	0.4431	0.8025	0.7107	0.7446
0.1085	17.41	6440	0.4813	0.7305	0.8236	0.8939	0.9471	0.8276	0.8798	0.5244	0.9222	0.8503	0.8138	0.8796	0.6875	0.7734	0.4411	0.8217	0.7377	0.7727
0.1439	17.46	6460	0.5327	0.7248	0.8146	0.8911	0.9400	0.8298	0.8716	0.4727	0.9351	0.8639	0.7888	0.8763	0.6880	0.7723	0.4196	0.8154	0.7514	0.7505
0.0652	17.51	6480	0.4739	0.7331	0.8298	0.8935	0.9517	0.8073	0.8871	0.5477	0.8962	0.8921	0.8267	0.8786	0.6847	0.7770	0.4611	0.8168	0.7270	0.7864
0.1091	17.57	6500	0.4763	0.7287	0.8306	0.8907	0.9489	0.8213	0.8759	0.5751	0.8972	0.8800	0.8160	0.8811	0.6868	0.7772	0.4570	0.8092	0.7115	0.7779
0.4689	17.62	6520	0.4656	0.7248	0.8241	0.8897	0.9414	0.8117	0.8613	0.5546	0.9115	0.8665	0.8218	0.8764	0.6897	0.7702	0.4206	0.8104	0.7284	0.7778
0.126	17.68	6540	0.4826	0.7219	0.8210	0.8898	0.9419	0.8082	0.8646	0.5306	0.9128	0.8680	0.8207	0.8767	0.6899	0.7575	0.4034	0.8148	0.7357	0.7754
0.1497	17.73	6560	0.5100	0.7211	0.8117	0.8894	0.9488	0.8191	0.8843	0.4794	0.9243	0.8461	0.7800	0.8769	0.6926	0.7741	0.4011	0.8110	0.7498	0.7419
0.1546	17.78	6580	0.4865	0.7209	0.8199	0.8887	0.9426	0.8249	0.8755	0.5045	0.9116	0.8858	0.7945	0.8804	0.6906	0.7710	0.4120	0.8074	0.7293	0.7560
0.1639	17.84	6600	0.5077	0.7254	0.8190	0.8932	0.9488	0.8178	0.8878	0.4842	0.9149	0.8586	0.8208	0.8801	0.6900	0.7609	0.4069	0.8209	0.7346	0.7841
0.3673	17.89	6620	0.5128	0.7242	0.8186	0.8915	0.9463	0.8168	0.8871	0.5067	0.9217	0.8563	0.7954	0.8810	0.6900	0.7684	0.4188	0.8171	0.7352	0.7591
0.1978	17.95	6640	0.5142	0.7217	0.8170	0.8893	0.9472	0.8285	0.8718	0.4931	0.9168	0.8795	0.7824	0.8788	0.6864	0.7676	0.4239	0.8117	0.7397	0.7434
0.1925	18.0	6660	0.5152	0.7298	0.8267	0.8925	0.9490	0.8242	0.8814	0.5430	0.9099	0.8722	0.8072	0.8773	0.6874	0.7708	0.4438	0.8181	0.7407	0.7707
0.1153	18.05	6680	0.4866	0.7342	0.8234	0.8971	0.9492	0.7931	0.8895	0.5085	0.9157	0.8595	0.8483	0.8780	0.6837	0.7701	0.4364	0.8295	0.7339	0.8075
0.0899	18.11	6700	0.4887	0.7338	0.8318	0.8960	0.9459	0.8300	0.8650	0.5456	0.9127	0.8827	0.8406	0.8802	0.6827	0.7705	0.4455	0.8274	0.7293	0.8008
0.2589	18.16	6720	0.4892	0.7323	0.8291	0.8945	0.9486	0.8144	0.8825	0.5375	0.9046	0.8833	0.8332	0.8810	0.6896	0.7695	0.4447	0.8210	0.7255	0.7944
0.1197	18.22	6740	0.5024	0.7249	0.8207	0.8899	0.9513	0.8139	0.8668	0.5448	0.9104	0.8543	0.8037	0.8796	0.6902	0.7629	0.4414	0.8111	0.7264	0.7629
0.1703	18.27	6760	0.5068	0.7253	0.8255	0.8890	0.9485	0.8050	0.8485	0.5965	0.9106	0.8742	0.7949	0.8806	0.6880	0.7666	0.4513	0.8089	0.7253	0.7563
0.1416	18.32	6780	0.5116	0.7238	0.8234	0.8890	0.9468	0.8031	0.8735	0.5668	0.9109	0.8755	0.7871	0.8816	0.6887	0.7692	0.4442	0.8105	0.7240	0.7484
0.2357	18.38	6800	0.4785	0.7263	0.8257	0.8907	0.9481	0.8063	0.8624	0.5775	0.9122	0.8718	0.8016	0.8816	0.6879	0.7647	0.4400	0.8146	0.7345	0.7604
0.1692	18.43	6820	0.4507	0.7336	0.8321	0.8952	0.9472	0.8108	0.8720	0.5805	0.9127	0.8687	0.8325	0.8811	0.6865	0.7715	0.4468	0.8257	0.7338	0.7898
0.1097	18.49	6840	0.4794	0.7333	0.8299	0.8953	0.9486	0.7926	0.8754	0.5718	0.9088	0.8714	0.8407	0.8762	0.6819	0.7697	0.4426	0.8279	0.7329	0.8021
0.1896	18.54	6860	0.5163	0.7141	0.8230	0.8832	0.9360	0.7966	0.8850	0.5660	0.8949	0.8898	0.7928	0.8737	0.6814	0.7653	0.4298	0.8035	0.7004	0.7450
0.1161	18.59	6880	0.5188	0.7164	0.8111	0.8873	0.9524	0.7999	0.8748	0.5150	0.9185	0.8481	0.7693	0.8763	0.6808	0.7721	0.4248	0.8156	0.7120	0.7332
0.1457	18.65	6900	0.5094	0.7163	0.8214	0.8858	0.9379	0.8260	0.8810	0.5706	0.9231	0.8455	0.7658	0.8780	0.6832	0.7630	0.4432	0.8157	0.7021	0.7291
0.074	18.7	6920	0.5089	0.7152	0.8230	0.8845	0.9461	0.8254	0.8721	0.5581	0.8992	0.8954	0.7646	0.8793	0.6885	0.7624	0.4443	0.8106	0.6965	0.7247
0.0944	18.76	6940	0.5005	0.7185	0.8221	0.8853	0.9334	0.8362	0.8707	0.5501	0.9182	0.8642	0.7822	0.8718	0.6885	0.7623	0.4349	0.8074	0.7200	0.7444
0.1743	18.81	6960	0.5052	0.7221	0.8193	0.8884	0.9463	0.8099	0.8844	0.5297	0.9108	0.8656	0.7886	0.8747	0.6858	0.7627	0.4372	0.8120	0.7296	0.7527
0.0786	18.86	6980	0.5417	0.7102	0.8172	0.8817	0.9322	0.8292	0.8613	0.5575	0.9211	0.8579	0.7613	0.8718	0.6816	0.7575	0.4297	0.8062	0.6984	0.7265
0.1497	18.92	7000	0.4958	0.7216	0.8254	0.8864	0.9435	0.8290	0.8716	0.5538	0.8988	0.8889	0.7922	0.8717	0.6840	0.7687	0.4485	0.8067	0.7188	0.7530
0.1378	18.97	7020	0.5228	0.7259	0.8238	0.8902	0.9509	0.8141	0.8692	0.5612	0.9107	0.8689	0.7917	0.8786	0.6847	0.7734	0.4483	0.8139	0.7239	0.7587
0.1311	19.03	7040	0.4866	0.7274	0.8310	0.8900	0.9439	0.8333	0.8735	0.5742	0.9005	0.8708	0.8211	0.8732	0.6860	0.7738	0.4400	0.8116	0.7229	0.7844
0.1454	19.08	7060	0.4845	0.7317	0.8286	0.8929	0.9456	0.8190	0.8716	0.5517	0.9063	0.8684	0.8378	0.8727	0.6878	0.7746	0.4425	0.8183	0.7280	0.7979
0.1215	19.14	7080	0.5578	0.7173	0.8215	0.8844	0.9362	0.8271	0.8733	0.5648	0.9180	0.8708	0.7605	0.8748	0.6848	0.7757	0.4526	0.8074	0.7023	0.7238
0.1733	19.19	7100	0.5758	0.7151	0.8126	0.8840	0.9434	0.8032	0.8686	0.5321	0.9184	0.8657	0.7569	0.8735	0.6836	0.7695	0.4483	0.8074	0.7009	0.7227
0.0956	19.24	7120	0.5478	0.7163	0.8184	0.8849	0.9477	0.8340	0.8616	0.5424	0.9115	0.8760	0.7557	0.8757	0.6866	0.7741	0.4477	0.8107	0.6961	0.7229
0.1144	19.3	7140	0.5789	0.7141	0.8140	0.8856	0.9517	0.8162	0.8838	0.5168	0.9127	0.8732	0.7437	0.8764	0.6866	0.7756	0.4273	0.8163	0.7046	0.7121
0.0828	19.35	7160	0.5795	0.7170	0.8156	0.8876	0.9472	0.8291	0.8759	0.5119	0.9226	0.8665	0.7564	0.8813	0.6862	0.7769	0.4294	0.8160	0.7058	0.7231
0.0687	19.41	7180	0.5686	0.7154	0.8117	0.8865	0.9477	0.7988	0.8613	0.5266	0.9248	0.8658	0.7568	0.8813	0.6824	0.7724	0.4327	0.8126	0.7030	0.7233
0.1395	19.46	7200	0.5835	0.7151	0.8160	0.8849	0.9492	0.8137	0.8674	0.5327	0.9087	0.8845	0.7556	0.8781	0.6850	0.7740	0.4411	0.8095	0.6974	0.7206
0.1072	19.51	7220	0.5384	0.7129	0.8160	0.8842	0.9497	0.8382	0.8495	0.5469	0.9164	0.8634	0.7483	0.8757	0.6841	0.7732	0.4277	0.8118	0.7020	0.7156
0.0705	19.57	7240	0.5240	0.7166	0.8148	0.8862	0.9510	0.8087	0.8751	0.5294	0.9124	0.8659	0.7612	0.8788	0.6908	0.7709	0.4341	0.8119	0.7011	0.7285
0.1924	19.62	7260	0.5222	0.7182	0.8179	0.8869	0.9494	0.8363	0.8751	0.5218	0.9142	0.8682	0.7605	0.8798	0.6900	0.7724	0.4420	0.8130	0.7035	0.7267
0.0711	19.68	7280	0.5092	0.7208	0.8212	0.8879	0.9444	0.8343	0.8651	0.5372	0.9173	0.8744	0.7753	0.8823	0.6886	0.7731	0.4464	0.8114	0.7062	0.7378
0.1801	19.73	7300	0.4822	0.7299	0.8289	0.8926	0.9455	0.8012	0.8879	0.5815	0.9108	0.8541	0.8213	0.8809	0.6865	0.7735	0.4426	0.8163	0.7270	0.7827
0.1059	19.78	7320	0.4786	0.7355	0.8341	0.8964	0.9465	0.8363	0.8677	0.5692	0.9157	0.8635	0.8394	0.8792	0.6817	0.7738	0.4513	0.8289	0.7307	0.8030
1.8411	19.84	7340	0.5175	0.7341	0.8313	0.8952	0.9529	0.8020	0.8914	0.5669	0.9008	0.8711	0.8339	0.8795	0.6810	0.7727	0.4574	0.8237	0.7244	0.7998
1.7101	19.89	7360	0.5295	0.7327	0.8368	0.8942	0.9439	0.8316	0.8818	0.5814	0.9034	0.8815	0.8340	0.8802	0.6786	0.7720	0.4525	0.8207	0.7249	0.8003
0.089	19.95	7380	0.4847	0.7316	0.8318	0.8943	0.9423	0.7977	0.8840	0.5653	0.9044	0.8823	0.8468	0.8800	0.6732	0.7581	0.4550	0.8217	0.7251	0.8079
0.2122	20.0	7400	0.4957	0.7262	0.8322	0.8912	0.9466	0.7874	0.8737	0.6017	0.8921	0.8826	0.8415	0.8802	0.6705	0.7617	0.4411	0.8144	0.7114	0.8046
0.1163	20.05	7420	0.4751	0.7302	0.8361	0.8931	0.9460	0.8175	0.8749	0.5942	0.8950	0.8753	0.8495	0.8800	0.6827	0.7634	0.4388	0.8189	0.7180	0.8099
0.1322	20.11	7440	0.4809	0.7343	0.8363	0.8949	0.9439	0.8231	0.8823	0.5715	0.9006	0.8841	0.8487	0.8793	0.6789	0.7647	0.4623	0.8228	0.7209	0.8108
0.163	20.16	7460	0.4699	0.7318	0.8255	0.8947	0.9435	0.7919	0.8711	0.5605	0.9224	0.8536	0.8358	0.8808	0.6741	0.7648	0.4605	0.8241	0.7274	0.7912
0.0845	20.22	7480	0.4678	0.7330	0.8274	0.8957	0.9472	0.8095	0.8836	0.5501	0.9185	0.8492	0.8339	0.8821	0.6801	0.7699	0.4498	0.8245	0.7279	0.7967
0.066	20.27	7500	0.4627	0.7390	0.8320	0.8987	0.9465	0.7927	0.8875	0.5570	0.9104	0.8529	0.8768	0.8846	0.6828	0.7732	0.4529	0.8257	0.7332	0.8208
0.2855	20.32	7520	0.4541	0.7441	0.8336	0.9017	0.9494	0.8038	0.8756	0.5441	0.9161	0.8675	0.8787	0.8845	0.6878	0.7759	0.4540	0.8331	0.7373	0.8360
0.1623	20.38	7540	0.4726	0.7357	0.8248	0.8983	0.9451	0.8020	0.8860	0.5050	0.9240	0.8613	0.8501	0.8830	0.6824	0.7736	0.4379	0.8286	0.7315	0.8126
0.0805	20.43	7560	0.4518	0.7355	0.8309	0.8982	0.9473	0.8429	0.8821	0.5069	0.9125	0.8675	0.8574	0.8834	0.6829	0.7742	0.4322	0.8270	0.7295	0.8195
0.0892	20.49	7580	0.4647	0.7269	0.8204	0.8926	0.9485	0.7750	0.8801	0.5361	0.9138	0.8776	0.8120	0.8845	0.6764	0.7730	0.4364	0.8140	0.7282	0.7756
0.0479	20.54	7600	0.4994	0.7207	0.8179	0.8888	0.9431	0.7955	0.8775	0.5400	0.9193	0.8557	0.7943	0.8803	0.6697	0.7697	0.4320	0.8091	0.7286	0.7554
0.0717	20.59	7620	0.4951	0.7279	0.8261	0.8926	0.9488	0.8292	0.8698	0.5462	0.9146	0.8661	0.8081	0.8810	0.6859	0.7741	0.4324	0.8186	0.7327	0.7705
0.4134	20.65	7640	0.5497	0.7189	0.8202	0.8875	0.9474	0.8428	0.8764	0.5258	0.9155	0.8723	0.7611	0.8812	0.6859	0.7786	0.4465	0.8147	0.6999	0.7256
1.3472	20.7	7660	0.5462	0.7156	0.8162	0.8852	0.9531	0.7985	0.8820	0.5465	0.9061	0.8840	0.7435	0.8804	0.6862	0.7779	0.4522	0.8126	0.6903	0.7097
0.1087	20.76	7680	0.5607	0.7188	0.8218	0.8866	0.9443	0.8418	0.8655	0.5463	0.9164	0.8772	0.7607	0.8812	0.6848	0.7749	0.4559	0.8126	0.6976	0.7243
0.0687	20.81	7700	0.5686	0.7147	0.8184	0.8846	0.9454	0.8356	0.8812	0.5270	0.9111	0.8838	0.7445	0.8796	0.6874	0.7739	0.4499	0.8118	0.6902	0.7102
0.1466	20.86	7720	0.5114	0.7294	0.8251	0.8930	0.9485	0.8343	0.8852	0.5219	0.9128	0.8603	0.8128	0.8810	0.6882	0.7740	0.4464	0.8180	0.7238	0.7742
0.1206	20.92	7740	0.4843	0.7334	0.8314	0.8953	0.9473	0.8198	0.8793	0.5627	0.9114	0.8636	0.8355	0.8820	0.6848	0.7750	0.4489	0.8235	0.7251	0.7947
0.2114	20.97	7760	0.4590	0.7344	0.8253	0.8974	0.9516	0.8009	0.8882	0.5215	0.9138	0.8504	0.8506	0.8810	0.6843	0.7767	0.4363	0.8288	0.7240	0.8093
0.1077	21.03	7780	0.4746	0.7342	0.8265	0.8976	0.9494	0.8226	0.8748	0.5081	0.9160	0.8608	0.8537	0.8809	0.6863	0.7763	0.4303	0.8306	0.7256	0.8096
0.1077	21.08	7800	0.4745	0.7311	0.8242	0.8961	0.9476	0.8301	0.8801	0.4826	0.9151	0.8762	0.8378	0.8810	0.6883	0.7719	0.4254	0.8270	0.7257	0.7984
0.1559	21.14	7820	0.5023	0.7318	0.8280	0.8947	0.9495	0.8289	0.8806	0.5277	0.9099	0.8731	0.8260	0.8812	0.6861	0.7727	0.4480	0.8230	0.7207	0.7907
0.1022	21.19	7840	0.4712	0.7370	0.8337	0.8973	0.9458	0.8162	0.8607	0.5465	0.9025	0.8809	0.8833	0.8847	0.6849	0.7667	0.4551	0.8237	0.7311	0.8129
0.1382	21.24	7860	0.5166	0.7272	0.8274	0.8935	0.9405	0.7601	0.8616	0.5688	0.9002	0.8737	0.8868	0.8843	0.6504	0.7605	0.4541	0.8203	0.7298	0.7908
0.0495	21.3	7880	0.4990	0.7369	0.8308	0.8973	0.9487	0.8126	0.8728	0.5573	0.9147	0.8584	0.8513	0.8814	0.6874	0.7736	0.4531	0.8279	0.7242	0.8110
0.1309	21.35	7900	0.4653	0.7381	0.8351	0.8976	0.9481	0.8190	0.8834	0.5699	0.9090	0.8629	0.8532	0.8817	0.6906	0.7731	0.4505	0.8276	0.7302	0.8131
0.2034	21.41	7920	0.4758	0.7366	0.8351	0.8974	0.9500	0.8361	0.8535	0.5739	0.9116	0.8660	0.8544	0.8817	0.6902	0.7708	0.4376	0.8287	0.7333	0.8137
0.1587	21.46	7940	0.5065	0.7307	0.8212	0.8946	0.9437	0.8057	0.8684	0.4995	0.9178	0.8615	0.8518	0.8720	0.6906	0.7699	0.4165	0.8246	0.7335	0.8082
0.0888	21.51	7960	0.4859	0.7338	0.8299	0.8955	0.9436	0.8250	0.8752	0.5298	0.9110	0.8749	0.8498	0.8767	0.6903	0.7732	0.4290	0.8233	0.7330	0.8110
0.0978	21.57	7980	0.4848	0.7359	0.8304	0.8978	0.9515	0.8059	0.8657	0.5750	0.9189	0.8503	0.8455	0.8824	0.6873	0.7733	0.4339	0.8311	0.7345	0.8089
0.0727	21.62	8000	0.4940	0.7323	0.8296	0.8940	0.9436	0.8231	0.8738	0.5583	0.9166	0.8654	0.8261	0.8786	0.6888	0.7712	0.4435	0.8212	0.7337	0.7888
0.1287	21.68	8020	0.4959	0.7303	0.8277	0.8932	0.9487	0.8190	0.8762	0.5403	0.9082	0.8895	0.8121	0.8815	0.6877	0.7773	0.4434	0.8181	0.7307	0.7734
0.1429	21.73	8040	0.5274	0.7235	0.8189	0.8896	0.9513	0.8038	0.8817	0.5183	0.9073	0.8827	0.7872	0.8769	0.6856	0.7755	0.4339	0.8130	0.7287	0.7506
0.1819	21.78	8060	0.5184	0.7263	0.8218	0.8910	0.9511	0.8180	0.8602	0.5402	0.9152	0.8762	0.7918	0.8794	0.6872	0.7768	0.4386	0.8150	0.7319	0.7554
0.0709	21.84	8080	0.5355	0.7296	0.8309	0.8923	0.9489	0.8168	0.8815	0.5756	0.9042	0.8791	0.8099	0.8817	0.6847	0.7772	0.4445	0.8156	0.7308	0.7727
0.0816	21.89	8100	0.5323	0.7296	0.8238	0.8923	0.9496	0.8143	0.8752	0.5390	0.9141	0.8707	0.8034	0.8808	0.6859	0.7751	0.4512	0.8144	0.7340	0.7659
0.1847	21.95	8120	0.5215	0.7275	0.8262	0.8911	0.9489	0.8174	0.8788	0.5486	0.9071	0.8862	0.7963	0.8817	0.6863	0.7767	0.4441	0.8117	0.7327	0.7591
0.1339	22.0	8140	0.5006	0.7283	0.8253	0.8921	0.9512	0.8137	0.8821	0.5339	0.9030	0.8784	0.8145	0.8812	0.6868	0.7751	0.4375	0.8135	0.7309	0.7728
0.0847	22.05	8160	0.4968	0.7298	0.8271	0.8924	0.9460	0.8266	0.8722	0.5422	0.9123	0.8792	0.8115	0.8821	0.6888	0.7764	0.4448	0.8138	0.7306	0.7720
0.0571	22.11	8180	0.4889	0.7311	0.8259	0.8939	0.9491	0.8004	0.8833	0.5535	0.9120	0.8564	0.8265	0.8802	0.6874	0.7744	0.4399	0.8190	0.7283	0.7888
0.1909	22.16	8200	0.4716	0.7357	0.8323	0.8961	0.9433	0.8261	0.8848	0.5429	0.9104	0.8654	0.8531	0.8780	0.6900	0.7768	0.4410	0.8239	0.7298	0.8108
0.1584	22.22	8220	0.4890	0.7345	0.8322	0.8965	0.9470	0.8401	0.8787	0.5238	0.9065	0.8783	0.8510	0.8799	0.6863	0.7761	0.4362	0.8256	0.7287	0.8089
0.0863	22.27	8240	0.4794	0.7362	0.8298	0.8971	0.9443	0.8112	0.8771	0.5387	0.9171	0.8710	0.8490	0.8813	0.6875	0.7766	0.4446	0.8262	0.7294	0.8079
0.1098	22.32	8260	0.4889	0.7358	0.8326	0.8969	0.9479	0.8067	0.8873	0.5532	0.9065	0.8787	0.8480	0.8827	0.6879	0.7747	0.4424	0.8263	0.7292	0.8073
0.6616	22.38	8280	0.4827	0.7333	0.8269	0.8959	0.9451	0.8194	0.8780	0.5096	0.9140	0.8795	0.8425	0.8791	0.6864	0.7750	0.4354	0.8244	0.7290	0.8041
0.1257	22.43	8300	0.4592	0.7347	0.8258	0.8973	0.9443	0.8158	0.8731	0.5141	0.9235	0.8590	0.8504	0.8826	0.6868	0.7757	0.4375	0.8268	0.7287	0.8049
0.1024	22.49	8320	0.4701	0.7340	0.8343	0.8961	0.9460	0.8369	0.8847	0.5437	0.9043	0.8733	0.8511	0.8798	0.6822	0.7749	0.4400	0.8263	0.7303	0.8047
0.1011	22.54	8340	0.4936	0.7335	0.8309	0.8959	0.9481	0.8337	0.8731	0.5376	0.9093	0.8683	0.8464	0.8797	0.6857	0.7738	0.4346	0.8251	0.7298	0.8059
0.0516	22.59	8360	0.4869	0.7326	0.8288	0.8961	0.9448	0.8347	0.8800	0.5264	0.9161	0.8491	0.8507	0.8789	0.6832	0.7724	0.4310	0.8275	0.7308	0.8042
0.1104	22.65	8380	0.4936	0.7317	0.8298	0.8952	0.9483	0.8160	0.8723	0.5306	0.9029	0.8937	0.8448	0.8789	0.6822	0.7650	0.4344	0.8252	0.7303	0.8058
0.1515	22.7	8400	0.5197	0.7314	0.8288	0.8948	0.9487	0.8178	0.8653	0.5395	0.9061	0.8781	0.8458	0.8766	0.6829	0.7636	0.4360	0.8260	0.7312	0.8038
0.0403	22.76	8420	0.4937	0.7347	0.8305	0.8969	0.9452	0.8229	0.8638	0.5490	0.9198	0.8681	0.8451	0.8807	0.6794	0.7733	0.4430	0.8290	0.7304	0.8070
1.5074	22.81	8440	0.5201	0.7332	0.8294	0.8962	0.9507	0.8137	0.8889	0.5541	0.9109	0.8433	0.8445	0.8806	0.6811	0.7740	0.4368	0.8266	0.7263	0.8072
0.0575	22.86	8460	0.4946	0.7356	0.8293	0.8978	0.9470	0.8177	0.8777	0.5362	0.9193	0.8592	0.8478	0.8826	0.6831	0.7778	0.4380	0.8289	0.7305	0.8080
0.1483	22.92	8480	0.4933	0.7365	0.8306	0.8981	0.9493	0.8194	0.8779	0.5361	0.9146	0.8672	0.8493	0.8827	0.6838	0.7815	0.4397	0.8293	0.7306	0.8081
0.2198	22.97	8500	0.4894	0.7346	0.8313	0.8973	0.9471	0.8354	0.8829	0.5255	0.9126	0.8680	0.8479	0.8822	0.6844	0.7811	0.4307	0.8278	0.7287	0.8074
1.6629	23.03	8520	0.5074	0.7312	0.8291	0.8957	0.9494	0.8407	0.8781	0.5232	0.9102	0.8602	0.8420	0.8799	0.6816	0.7784	0.4224	0.8257	0.7245	0.8059
0.3469	23.08	8540	0.5050	0.7338	0.8314	0.8964	0.9476	0.8351	0.8707	0.5335	0.9105	0.8780	0.8448	0.8807	0.6820	0.7786	0.4365	0.8265	0.7256	0.8069
0.1627	23.14	8560	0.5105	0.7361	0.8327	0.8973	0.9436	0.8144	0.8788	0.5583	0.9182	0.8719	0.8435	0.8836	0.6845	0.7798	0.4444	0.8275	0.7269	0.8060
0.1096	23.19	8580	0.4955	0.7355	0.8314	0.8973	0.9506	0.8110	0.8726	0.5601	0.9119	0.8669	0.8469	0.8834	0.6862	0.7785	0.4377	0.8279	0.7282	0.8066
0.1026	23.24	8600	0.4955	0.7323	0.8300	0.8956	0.9497	0.8230	0.8783	0.5401	0.9076	0.8714	0.8396	0.8816	0.6843	0.7779	0.4314	0.8238	0.7269	0.8006
0.1823	23.3	8620	0.5105	0.7319	0.8229	0.8964	0.9527	0.7888	0.8684	0.5296	0.9149	0.8600	0.8461	0.8811	0.6804	0.7747	0.4278	0.8266	0.7248	0.8077
0.0839	23.35	8640	0.4857	0.7369	0.8322	0.8980	0.9513	0.8202	0.8842	0.5373	0.9076	0.8783	0.8469	0.8820	0.6850	0.7779	0.4430	0.8295	0.7327	0.8081
1.5986	23.41	8660	0.4855	0.7366	0.8314	0.8975	0.9477	0.8023	0.8785	0.5457	0.9107	0.8914	0.8435	0.8843	0.6836	0.7773	0.4484	0.8254	0.7304	0.8067
0.3694	23.46	8680	0.4914	0.7356	0.8303	0.8969	0.9478	0.8157	0.8679	0.5481	0.9151	0.8726	0.8448	0.8812	0.6850	0.7763	0.4425	0.8267	0.7301	0.8072
0.1776	23.51	8700	0.5106	0.7317	0.8257	0.8954	0.9507	0.8110	0.8780	0.5400	0.9166	0.8563	0.8271	0.8811	0.6848	0.7756	0.4359	0.8254	0.7271	0.7919
0.1083	23.57	8720	0.5244	0.7330	0.8318	0.8963	0.9504	0.8067	0.8760	0.5720	0.9094	0.8689	0.8395	0.8833	0.6826	0.7735	0.4324	0.8277	0.7296	0.8021
0.1172	23.62	8740	0.5029	0.7349	0.8349	0.8971	0.9455	0.8120	0.8856	0.5657	0.9091	0.8821	0.8445	0.8829	0.6789	0.7751	0.4414	0.8296	0.7314	0.8050
0.2092	23.68	8760	0.5062	0.7345	0.8291	0.8976	0.9482	0.8254	0.8779	0.5158	0.9140	0.8749	0.8475	0.8816	0.6852	0.7748	0.4316	0.8303	0.7315	0.8066
0.1303	23.73	8780	0.4917	0.7335	0.8269	0.8972	0.9493	0.8173	0.8772	0.5136	0.9143	0.8688	0.8482	0.8813	0.6854	0.7736	0.4270	0.8292	0.7312	0.8071
0.0973	23.78	8800	0.4735	0.7328	0.8246	0.8971	0.9486	0.7994	0.8713	0.5178	0.9174	0.8675	0.8503	0.8823	0.6831	0.7696	0.4276	0.8286	0.7307	0.8078
0.0345	23.84	8820	0.4864	0.7340	0.8307	0.8968	0.9461	0.8355	0.8764	0.5321	0.9152	0.8630	0.8469	0.8813	0.6850	0.7722	0.4350	0.8281	0.7284	0.8077
0.0633	23.89	8840	0.4794	0.7348	0.8293	0.8973	0.9488	0.8196	0.8739	0.5386	0.9163	0.8619	0.8460	0.8820	0.6875	0.7748	0.4346	0.8291	0.7282	0.8073
0.1221	23.95	8860	0.4854	0.7341	0.8276	0.8977	0.9455	0.8285	0.8740	0.4943	0.9175	0.8860	0.8473	0.8828	0.6871	0.7735	0.4274	0.8292	0.7313	0.8076
0.1367	24.0	8880	0.4951	0.7319	0.8221	0.8973	0.9494	0.8125	0.8741	0.4871	0.9196	0.8641	0.8477	0.8805	0.6860	0.7715	0.4154	0.8301	0.7340	0.8062
0.7502	24.05	8900	0.4909	0.7298	0.8320	0.8932	0.9460	0.8350	0.8674	0.5635	0.9059	0.8742	0.8320	0.8790	0.6863	0.7723	0.4320	0.8199	0.7291	0.7903
0.1402	24.11	8920	0.5295	0.7170	0.8211	0.8855	0.9478	0.8153	0.8786	0.5625	0.9056	0.8744	0.7637	0.8800	0.6860	0.7711	0.4365	0.8068	0.7109	0.7279
0.038	24.16	8940	0.5261	0.7264	0.8230	0.8903	0.9474	0.8263	0.8773	0.5298	0.9129	0.8793	0.7880	0.8805	0.6871	0.7726	0.4501	0.8106	0.7320	0.7522
0.0857	24.22	8960	0.4790	0.7347	0.8318	0.8958	0.9465	0.8269	0.8683	0.5592	0.9147	0.8729	0.8343	0.8811	0.6869	0.7735	0.4499	0.8252	0.7321	0.7940
0.1291	24.27	8980	0.4926	0.7368	0.8317	0.8976	0.9499	0.8217	0.8780	0.5478	0.9128	0.8668	0.8449	0.8820	0.6877	0.7725	0.4458	0.8285	0.7337	0.8073
0.5901	24.32	9000	0.4822	0.7359	0.8317	0.8971	0.9479	0.8328	0.8767	0.5522	0.9177	0.8523	0.8421	0.8824	0.6872	0.7758	0.4428	0.8272	0.7337	0.8025
0.0284	24.38	9020	0.4928	0.7332	0.8271	0.8960	0.9467	0.8120	0.8768	0.5385	0.9202	0.8661	0.8294	0.8826	0.6865	0.7743	0.4377	0.8248	0.7344	0.7923
0.122	24.43	9040	0.5095	0.7350	0.8300	0.8972	0.9482	0.8393	0.8769	0.5131	0.9118	0.8714	0.8491	0.8791	0.6875	0.7734	0.4324	0.8282	0.7349	0.8097
0.1368	24.49	9060	0.4887	0.7373	0.8310	0.8979	0.9509	0.8169	0.8671	0.5441	0.9120	0.8758	0.8502	0.8806	0.6863	0.7738	0.4473	0.8297	0.7335	0.8101
0.1202	24.54	9080	0.4913	0.7367	0.8323	0.8976	0.9497	0.8238	0.8740	0.5362	0.9076	0.8838	0.8511	0.8816	0.6876	0.7730	0.4440	0.8280	0.7331	0.8097
0.0629	24.59	9100	0.4795	0.7346	0.8270	0.8968	0.9497	0.8101	0.8770	0.5290	0.9164	0.8715	0.8351	0.8835	0.6851	0.7746	0.4420	0.8248	0.7346	0.7978
0.1315	24.65	9120	0.4952	0.7325	0.8224	0.8966	0.9506	0.8099	0.8813	0.4923	0.9164	0.8667	0.8395	0.8824	0.6846	0.7745	0.4277	0.8242	0.7342	0.7997
0.2129	24.7	9140	0.4968	0.7344	0.8271	0.8974	0.9510	0.8294	0.8779	0.5091	0.9141	0.8605	0.8475	0.8810	0.6840	0.7730	0.4351	0.8280	0.7314	0.8082
0.168	24.76	9160	0.5137	0.7335	0.8262	0.8968	0.9461	0.8301	0.8856	0.5063	0.9198	0.8505	0.8447	0.8820	0.6847	0.7697	0.4364	0.8256	0.7288	0.8075
0.0502	24.81	9180	0.5090	0.7350	0.8312	0.8970	0.9469	0.8356	0.8721	0.5278	0.9132	0.8773	0.8452	0.8811	0.6841	0.7701	0.4437	0.8279	0.7315	0.8068
0.1378	24.86	9200	0.5121	0.7337	0.8257	0.8957	0.9476	0.8067	0.8751	0.5338	0.9187	0.8660	0.8318	0.8803	0.6835	0.7748	0.4488	0.8244	0.7315	0.7927
0.0819	24.92	9220	0.5272	0.7319	0.8235	0.8944	0.9514	0.7968	0.8776	0.5372	0.9139	0.8639	0.8234	0.8793	0.6825	0.7770	0.4485	0.8209	0.7290	0.7861
0.1277	24.97	9240	0.5132	0.7352	0.8280	0.8964	0.9473	0.8034	0.8822	0.5324	0.9123	0.8748	0.8435	0.8793	0.6836	0.7767	0.4514	0.8267	0.7296	0.7991
0.087	25.03	9260	0.5033	0.7351	0.8330	0.8962	0.9439	0.8327	0.8671	0.5619	0.9165	0.8616	0.8473	0.8787	0.6847	0.7770	0.4503	0.8294	0.7284	0.7975
0.0817	25.08	9280	0.5268	0.7354	0.8276	0.8965	0.9438	0.8128	0.8767	0.5291	0.9204	0.8709	0.8398	0.8803	0.6882	0.7790	0.4510	0.8271	0.7277	0.7946
0.0905	25.14	9300	0.5198	0.7356	0.8287	0.8963	0.9433	0.8233	0.8811	0.5311	0.9191	0.8581	0.8446	0.8787	0.6891	0.7795	0.4521	0.8269	0.7267	0.7961
0.1844	25.19	9320	0.5282	0.7317	0.8267	0.8937	0.9456	0.8367	0.8760	0.5267	0.9169	0.8679	0.8172	0.8791	0.6878	0.7793	0.4516	0.8199	0.7301	0.7742
0.159	25.24	9340	0.5340	0.7282	0.8215	0.8916	0.9480	0.8135	0.8779	0.5142	0.9118	0.8787	0.8061	0.8781	0.6852	0.7796	0.4499	0.8154	0.7303	0.7589
0.1232	25.3	9360	0.5288	0.7300	0.8225	0.8928	0.9471	0.8042	0.8742	0.5269	0.9153	0.8757	0.8143	0.8789	0.6842	0.7784	0.4525	0.8183	0.7307	0.7671
0.134	25.35	9380	0.5272	0.7337	0.8308	0.8954	0.9429	0.7984	0.8807	0.5682	0.9131	0.8641	0.8481	0.8780	0.6811	0.7769	0.4453	0.8269	0.7283	0.7992
0.1115	25.41	9400	0.5284	0.7337	0.8310	0.8958	0.9434	0.8257	0.8750	0.5312	0.9109	0.8840	0.8469	0.8798	0.6814	0.7714	0.4502	0.8275	0.7278	0.7974
0.1082	25.46	9420	0.5300	0.7355	0.8303	0.8968	0.9486	0.8197	0.8826	0.5354	0.9105	0.8704	0.8451	0.8800	0.6830	0.7702	0.4484	0.8271	0.7333	0.8064
0.1735	25.51	9440	0.5159	0.7269	0.8239	0.8919	0.9422	0.7854	0.8821	0.5519	0.9150	0.8762	0.8148	0.8806	0.6676	0.7643	0.4498	0.8155	0.7345	0.7758
0.1475	25.57	9460	0.5141	0.7288	0.8240	0.8940	0.9425	0.7976	0.8767	0.5369	0.9214	0.8673	0.8258	0.8811	0.6659	0.7633	0.4448	0.8214	0.7357	0.7892
0.2059	25.62	9480	0.4976	0.7280	0.8187	0.8951	0.9471	0.7547	0.8860	0.5232	0.9192	0.8627	0.8376	0.8813	0.6513	0.7632	0.4429	0.8244	0.7344	0.7987
0.0858	25.68	9500	0.5191	0.7331	0.8287	0.8965	0.9468	0.8149	0.8746	0.5336	0.9144	0.8707	0.8457	0.8809	0.6759	0.7698	0.4395	0.8272	0.7309	0.8076
0.1239	25.73	9520	0.5073	0.7358	0.8287	0.8978	0.9476	0.8182	0.8683	0.5369	0.9213	0.8617	0.8467	0.8812	0.6814	0.7744	0.4447	0.8308	0.7315	0.8068
0.0731	25.78	9540	0.5301	0.7362	0.8323	0.8972	0.9520	0.8311	0.8612	0.5475	0.9093	0.8804	0.8445	0.8796	0.6829	0.7744	0.4499	0.8296	0.7303	0.8064
0.1221	25.84	9560	0.5168	0.7358	0.8271	0.8976	0.9454	0.8153	0.8718	0.5303	0.9263	0.8611	0.8397	0.8825	0.6843	0.7747	0.4438	0.8287	0.7332	0.8031
0.2079	25.89	9580	0.5148	0.7365	0.8298	0.8978	0.9511	0.8079	0.8728	0.5490	0.9148	0.8696	0.8437	0.8813	0.6823	0.7759	0.4464	0.8303	0.7331	0.8059
0.1294	25.95	9600	0.5026	0.7351	0.8264	0.8978	0.9497	0.8114	0.8611	0.5264	0.9206	0.8689	0.8466	0.8814	0.6857	0.7719	0.4366	0.8311	0.7312	0.8075
0.1027	26.0	9620	0.5231	0.7341	0.8257	0.8976	0.9492	0.7996	0.8804	0.5122	0.9146	0.8743	0.8493	0.8812	0.6800	0.7725	0.4334	0.8300	0.7339	0.8074
0.0546	26.05	9640	0.5029	0.7376	0.8316	0.8984	0.9471	0.8256	0.8740	0.5308	0.9159	0.8789	0.8492	0.8811	0.6865	0.7731	0.4460	0.8318	0.7365	0.8080
0.0587	26.11	9660	0.5070	0.7373	0.8302	0.8988	0.9468	0.8372	0.8647	0.5219	0.9237	0.8715	0.8453	0.8818	0.6877	0.7727	0.4414	0.8334	0.7372	0.8072
0.1074	26.16	9680	0.5161	0.7367	0.8284	0.8985	0.9501	0.8170	0.8809	0.5162	0.9160	0.8729	0.8460	0.8818	0.6870	0.7750	0.4401	0.8320	0.7341	0.8071
0.1067	26.22	9700	0.5173	0.7376	0.8322	0.8984	0.9481	0.8180	0.8779	0.5397	0.9136	0.8810	0.8473	0.8821	0.6848	0.7745	0.4487	0.8319	0.7339	0.8071
0.1986	26.27	9720	0.5081	0.7350	0.8281	0.8976	0.9482	0.8121	0.8605	0.5314	0.9178	0.8766	0.8499	0.8815	0.6832	0.7678	0.4463	0.8327	0.7329	0.8009
0.1617	26.32	9740	0.5211	0.7385	0.8321	0.8988	0.9521	0.8121	0.8831	0.5440	0.9110	0.8767	0.8458	0.8827	0.6871	0.7760	0.4498	0.8324	0.7343	0.8072
0.0795	26.38	9760	0.5301	0.7383	0.8341	0.8987	0.9469	0.8397	0.8710	0.5431	0.9190	0.8748	0.8438	0.8834	0.6844	0.7765	0.4521	0.8324	0.7333	0.8060
0.1803	26.43	9780	0.5257	0.7361	0.8295	0.8975	0.9495	0.8117	0.8800	0.5346	0.9147	0.8800	0.8361	0.8829	0.6848	0.7753	0.4501	0.8293	0.7337	0.7966
0.0867	26.49	9800	0.5289	0.7328	0.8277	0.8952	0.9472	0.8110	0.8788	0.5548	0.9198	0.8596	0.8224	0.8819	0.6828	0.7728	0.4491	0.8248	0.7345	0.7838
0.1211	26.54	9820	0.5161	0.7339	0.8285	0.8959	0.9488	0.8200	0.8818	0.5393	0.9150	0.8626	0.8317	0.8805	0.6848	0.7715	0.4479	0.8264	0.7329	0.7934
0.1379	26.59	9840	0.5011	0.7326	0.8262	0.8952	0.9479	0.8231	0.8711	0.5379	0.9216	0.8606	0.8210	0.8812	0.6865	0.7724	0.4467	0.8245	0.7352	0.7818
0.1061	26.65	9860	0.5189	0.7372	0.8294	0.8982	0.9471	0.8104	0.8816	0.5375	0.9204	0.8652	0.8436	0.8816	0.6863	0.7703	0.4495	0.8323	0.7355	0.8048
0.139	26.7	9880	0.4868	0.7371	0.8308	0.8982	0.9514	0.8217	0.8705	0.5445	0.9155	0.8650	0.8466	0.8808	0.6873	0.7666	0.4478	0.8342	0.7388	0.8041
0.1702	26.76	9900	0.5116	0.7351	0.8251	0.8973	0.9502	0.7995	0.8598	0.5465	0.9247	0.8526	0.8424	0.8799	0.6828	0.7610	0.4553	0.8347	0.7375	0.7943
0.1081	26.81	9920	0.5044	0.7349	0.8282	0.8969	0.9419	0.7919	0.8615	0.5540	0.9228	0.8725	0.8531	0.8808	0.6802	0.7617	0.4570	0.8337	0.7391	0.7916
0.1345	26.86	9940	0.4901	0.7391	0.8286	0.8994	0.9501	0.8222	0.8787	0.5168	0.9210	0.8635	0.8475	0.8815	0.6888	0.7741	0.4503	0.8340	0.7379	0.8070
0.114	26.92	9960	0.4875	0.7385	0.8271	0.8992	0.9513	0.7924	0.8798	0.5379	0.9220	0.8652	0.8414	0.8826	0.6847	0.7763	0.4510	0.8333	0.7376	0.8044
0.1922	26.97	9980	0.4993	0.7388	0.8329	0.8991	0.9487	0.8103	0.8764	0.5558	0.9176	0.8760	0.8456	0.8837	0.6851	0.7752	0.4488	0.8334	0.7387	0.8068
0.1303	27.03	10000	0.5065	0.7384	0.8337	0.8989	0.9510	0.8211	0.8756	0.5511	0.9129	0.8800	0.8443	0.8826	0.6868	0.7757	0.4441	0.8333	0.7395	0.8065
0.0619	27.08	10020	0.5091	0.7391	0.8296	0.8999	0.9461	0.8242	0.8800	0.5231	0.9290	0.8626	0.8424	0.8833	0.6889	0.7785	0.4408	0.8354	0.7414	0.8058
0.0805	27.14	10040	0.5210	0.7397	0.8326	0.8997	0.9500	0.8180	0.8742	0.5458	0.9189	0.8760	0.8453	0.8835	0.6883	0.7763	0.4459	0.8348	0.7412	0.8076
0.2213	27.19	10060	0.5177	0.7379	0.8293	0.8988	0.9537	0.8017	0.8765	0.5352	0.9113	0.8780	0.8485	0.8819	0.6866	0.7755	0.4449	0.8322	0.7365	0.8075
0.1811	27.24	10080	0.5258	0.7398	0.8333	0.8990	0.9490	0.8217	0.8714	0.5409	0.9137	0.8881	0.8484	0.8839	0.6890	0.7756	0.4572	0.8306	0.7338	0.8081
0.6655	27.3	10100	0.5268	0.7389	0.8316	0.8987	0.9495	0.8248	0.8726	0.5327	0.9156	0.8809	0.8452	0.8842	0.6880	0.7746	0.4548	0.8293	0.7341	0.8071
0.1579	27.35	10120	0.5147	0.7381	0.8296	0.8987	0.9483	0.8243	0.8675	0.5196	0.9187	0.8809	0.8480	0.8840	0.6876	0.7736	0.4492	0.8295	0.7355	0.8071
0.5273	27.41	10140	0.5186	0.7369	0.8294	0.8977	0.9473	0.8009	0.8701	0.5472	0.9178	0.8754	0.8471	0.8834	0.6814	0.7726	0.4553	0.8276	0.7322	0.8060
0.1196	27.46	10160	0.5318	0.7356	0.8309	0.8970	0.9497	0.7965	0.8818	0.5611	0.9106	0.8761	0.8403	0.8821	0.6788	0.7703	0.4550	0.8280	0.7308	0.8045
0.108	27.51	10180	0.5292	0.7354	0.8273	0.8971	0.9462	0.7953	0.8793	0.5411	0.9200	0.8675	0.8417	0.8826	0.6789	0.7699	0.4533	0.8272	0.7306	0.8050
0.1212	27.57	10200	0.5117	0.7372	0.8316	0.8975	0.9457	0.8175	0.8854	0.5309	0.9114	0.8811	0.8494	0.8808	0.6855	0.7677	0.4564	0.8293	0.7334	0.8072
0.0762	27.62	10220	0.5245	0.7373	0.8284	0.8980	0.9487	0.8041	0.8775	0.5279	0.9154	0.8784	0.8470	0.8815	0.6849	0.7697	0.4555	0.8304	0.7328	0.8065
0.1431	27.68	10240	0.5074	0.7373	0.8373	0.8972	0.9448	0.8280	0.8723	0.5691	0.9080	0.8889	0.8503	0.8807	0.6861	0.7689	0.4562	0.8304	0.7309	0.8080
0.0977	27.73	10260	0.4905	0.7374	0.8312	0.8980	0.9463	0.8013	0.8798	0.5569	0.9174	0.8681	0.8490	0.8806	0.6843	0.7701	0.4504	0.8324	0.7355	0.8085
0.0907	27.78	10280	0.5180	0.7376	0.8284	0.8987	0.9501	0.8142	0.8802	0.5167	0.9164	0.8756	0.8457	0.8813	0.6881	0.7719	0.4447	0.8324	0.7380	0.8068
0.0557	27.84	10300	0.5174	0.7372	0.8309	0.8982	0.9471	0.8304	0.8776	0.5271	0.9178	0.8689	0.8470	0.8810	0.6863	0.7715	0.4454	0.8315	0.7377	0.8069
0.0937	27.89	10320	0.5085	0.7360	0.8260	0.8973	0.9505	0.8049	0.8751	0.5249	0.9183	0.8739	0.8343	0.8817	0.6877	0.7741	0.4474	0.8278	0.7395	0.7936
0.228	27.95	10340	0.5105	0.7377	0.8325	0.8980	0.9485	0.8262	0.8819	0.5283	0.9106	0.8910	0.8410	0.8828	0.6890	0.7758	0.4509	0.8292	0.7344	0.8016
0.0727	28.0	10360	0.5217	0.7350	0.8302	0.8961	0.9454	0.8205	0.8783	0.5401	0.9158	0.8810	0.8304	0.8824	0.6883	0.7751	0.4506	0.8248	0.7360	0.7879
0.1394	28.05	10380	0.5540	0.7310	0.8262	0.8939	0.9478	0.8225	0.8790	0.5230	0.9133	0.8870	0.8109	0.8819	0.6884	0.7749	0.4443	0.8197	0.7351	0.7725
0.1959	28.11	10400	0.5680	0.7282	0.8241	0.8919	0.9460	0.8195	0.8781	0.5323	0.9171	0.8811	0.7947	0.8815	0.6856	0.7757	0.4482	0.8162	0.7345	0.7559
0.0682	28.16	10420	0.5632	0.7286	0.8259	0.8918	0.9475	0.8259	0.8832	0.5388	0.9135	0.8815	0.7907	0.8826	0.6877	0.7753	0.4524	0.8150	0.7329	0.7542
0.1156	28.22	10440	0.5140	0.7347	0.8316	0.8957	0.9471	0.8257	0.8749	0.5484	0.9126	0.8868	0.8258	0.8833	0.6877	0.7757	0.4534	0.8238	0.7318	0.7870
0.1874	28.27	10460	0.5246	0.7352	0.8281	0.8968	0.9506	0.8033	0.8802	0.5364	0.9131	0.8808	0.8322	0.8828	0.6850	0.7739	0.4491	0.8264	0.7351	0.7943
0.1189	28.32	10480	0.5064	0.7375	0.8320	0.8976	0.9552	0.8172	0.8735	0.5404	0.9022	0.8901	0.8454	0.8809	0.6879	0.7758	0.4522	0.8283	0.7306	0.8069
0.0943	28.38	10500	0.4890	0.7394	0.8322	0.8989	0.9503	0.8122	0.8806	0.5486	0.9140	0.8699	0.8497	0.8833	0.6874	0.7768	0.4554	0.8308	0.7340	0.8078
0.0755	28.43	10520	0.5101	0.7389	0.8329	0.8984	0.9478	0.8138	0.8846	0.5489	0.9140	0.8745	0.8466	0.8833	0.6869	0.7765	0.4561	0.8297	0.7348	0.8050
0.0791	28.49	10540	0.5065	0.7374	0.8293	0.8976	0.9479	0.8110	0.8706	0.5481	0.9208	0.8684	0.8386	0.8828	0.6881	0.7749	0.4556	0.8284	0.7349	0.7970
0.1102	28.54	10560	0.5250	0.7382	0.8308	0.8984	0.9456	0.8251	0.8808	0.5276	0.9201	0.8731	0.8432	0.8823	0.6884	0.7736	0.4523	0.8301	0.7352	0.8058
0.0966	28.59	10580	0.5121	0.7383	0.8300	0.8988	0.9495	0.8170	0.8716	0.5289	0.9173	0.8790	0.8467	0.8828	0.6866	0.7739	0.4510	0.8313	0.7361	0.8067
0.0983	28.65	10600	0.5138	0.7373	0.8314	0.8979	0.9517	0.8232	0.8747	0.5292	0.9075	0.8836	0.8498	0.8825	0.6879	0.7754	0.4499	0.8285	0.7291	0.8079
0.1172	28.7	10620	0.5070	0.7353	0.8305	0.8965	0.9486	0.8033	0.8627	0.5559	0.9095	0.8822	0.8511	0.8816	0.6849	0.7678	0.4554	0.8281	0.7283	0.8007
0.0848	28.76	10640	0.5343	0.7349	0.8277	0.8966	0.9473	0.8163	0.8639	0.5377	0.9189	0.8646	0.8449	0.8804	0.6878	0.7648	0.4513	0.8291	0.7315	0.7992
0.0883	28.81	10660	0.5272	0.7328	0.8273	0.8958	0.9458	0.8120	0.8575	0.5372	0.9160	0.8721	0.8501	0.8804	0.6831	0.7607	0.4502	0.8295	0.7346	0.7910
0.0658	28.86	10680	0.4960	0.7376	0.8344	0.8975	0.9476	0.8178	0.8731	0.5653	0.9108	0.8765	0.8496	0.8823	0.6899	0.7722	0.4532	0.8293	0.7336	0.8029
0.1813	28.92	10700	0.4870	0.7373	0.8351	0.8972	0.9463	0.8145	0.8781	0.5677	0.9079	0.8770	0.8539	0.8821	0.6908	0.7763	0.4499	0.8282	0.7317	0.8023
0.0801	28.97	10720	0.5059	0.7395	0.8358	0.8987	0.9490	0.8290	0.8881	0.5531	0.9100	0.8734	0.8478	0.8833	0.6922	0.7757	0.4509	0.8306	0.7363	0.8072
0.1161	29.03	10740	0.4992	0.7385	0.8267	0.8996	0.9506	0.8039	0.8764	0.5176	0.9227	0.8709	0.8448	0.8834	0.6889	0.7763	0.4424	0.8332	0.7387	0.8068
0.102	29.08	10760	0.4972	0.7395	0.8333	0.8990	0.9481	0.8239	0.8832	0.5419	0.9151	0.8723	0.8489	0.8835	0.6906	0.7747	0.4518	0.8309	0.7373	0.8080
0.0575	29.14	10780	0.4989	0.7384	0.8356	0.8978	0.9496	0.8199	0.8850	0.5567	0.9047	0.8864	0.8469	0.8826	0.6898	0.7748	0.4529	0.8281	0.7331	0.8076
0.2291	29.19	10800	0.5068	0.7395	0.8337	0.8989	0.9509	0.8265	0.8804	0.5405	0.9111	0.8807	0.8460	0.8827	0.6904	0.7779	0.4512	0.8310	0.7357	0.8079
0.1433	29.24	10820	0.5152	0.7379	0.8321	0.8982	0.9523	0.8245	0.8827	0.5227	0.9048	0.8912	0.8469	0.8821	0.6901	0.7780	0.4470	0.8290	0.7316	0.8077
0.108	29.3	10840	0.5099	0.7376	0.8301	0.8985	0.9514	0.8171	0.8771	0.5298	0.9138	0.8765	0.8452	0.8829	0.6880	0.7771	0.4444	0.8303	0.7334	0.8075
0.0483	29.35	10860	0.5098	0.7386	0.8324	0.8989	0.9517	0.8164	0.8801	0.5440	0.9122	0.8764	0.8463	0.8838	0.6881	0.7783	0.4459	0.8313	0.7351	0.8077
0.1346	29.41	10880	0.5062	0.7387	0.8303	0.8992	0.9506	0.8198	0.8838	0.5155	0.9127	0.8792	0.8506	0.8827	0.6920	0.7781	0.4410	0.8315	0.7375	0.8078
0.0519	29.46	10900	0.5033	0.7385	0.8364	0.8982	0.9490	0.8246	0.8848	0.5554	0.9049	0.8846	0.8515	0.8829	0.6900	0.7758	0.4475	0.8291	0.7359	0.8085
0.0887	29.51	10920	0.4944	0.7391	0.8346	0.8988	0.9458	0.8139	0.8788	0.5670	0.9165	0.8630	0.8573	0.8828	0.6891	0.7742	0.4471	0.8323	0.7388	0.8096
0.0459	29.57	10940	0.5146	0.7377	0.8318	0.8981	0.9517	0.7884	0.8793	0.5671	0.9088	0.8766	0.8504	0.8824	0.6827	0.7711	0.4512	0.8303	0.7370	0.8091
0.1426	29.62	10960	0.5061	0.7391	0.8341	0.8988	0.9486	0.8155	0.8785	0.5586	0.9139	0.8752	0.8485	0.8831	0.6862	0.7744	0.4548	0.8319	0.7346	0.8086
0.1005	29.68	10980	0.5043	0.7394	0.8359	0.8989	0.9454	0.8271	0.8817	0.5554	0.9151	0.8744	0.8519	0.8828	0.6846	0.7763	0.4548	0.8325	0.7352	0.8093
0.0813	29.73	11000	0.5017	0.7388	0.8340	0.8990	0.9493	0.8224	0.8803	0.5501	0.9145	0.8769	0.8447	0.8832	0.6869	0.7761	0.4513	0.8335	0.7339	0.8067
0.097	29.78	11020	0.5056	0.7388	0.8330	0.8989	0.9509	0.8049	0.8786	0.5613	0.9136	0.8766	0.8450	0.8837	0.6860	0.7753	0.4515	0.8325	0.7349	0.8076
0.1054	29.84	11040	0.4909	0.7394	0.8345	0.8990	0.9499	0.8158	0.8694	0.5638	0.9135	0.8773	0.8518	0.8833	0.6873	0.7743	0.4534	0.8327	0.7337	0.8112
0.0929	29.89	11060	0.4900	0.7388	0.8349	0.8985	0.9485	0.8152	0.8774	0.5662	0.9119	0.8715	0.8536	0.8830	0.6888	0.7755	0.4492	0.8310	0.7317	0.8124
0.1017	29.95	11080	0.4941	0.7379	0.8332	0.8981	0.9515	0.7969	0.8751	0.5676	0.9073	0.8831	0.8506	0.8838	0.6865	0.7753	0.4513	0.8294	0.7288	0.8102
0.2887	30.0	11100	0.5168	0.7367	0.8276	0.8984	0.9523	0.8127	0.8781	0.5245	0.9167	0.8651	0.8438	0.8826	0.6891	0.7747	0.4405	0.8310	0.7315	0.8073
0.1735	30.05	11120	0.5168	0.7373	0.8282	0.8986	0.9470	0.8124	0.8744	0.5265	0.9226	0.8662	0.8484	0.8836	0.6888	0.7748	0.4427	0.8308	0.7317	0.8087
0.1297	30.11	11140	0.4993	0.7368	0.8284	0.8985	0.9500	0.7898	0.8753	0.5373	0.9147	0.8815	0.8501	0.8840	0.6848	0.7736	0.4434	0.8311	0.7314	0.8091
0.0236	30.16	11160	0.5068	0.7380	0.8331	0.8986	0.9495	0.8218	0.8759	0.5429	0.9121	0.8796	0.8498	0.8837	0.6900	0.7754	0.4446	0.8311	0.7325	0.8087
0.076	30.22	11180	0.5090	0.7363	0.8370	0.8973	0.9483	0.8279	0.8831	0.5709	0.9057	0.8742	0.8487	0.8832	0.6875	0.7753	0.4391	0.8286	0.7319	0.8084
0.0789	30.27	11200	0.5203	0.7369	0.8355	0.8975	0.9489	0.8181	0.8839	0.5596	0.9050	0.8864	0.8467	0.8833	0.6862	0.7751	0.4478	0.8286	0.7292	0.8081
0.1242	30.32	11220	0.5284	0.7382	0.8357	0.8981	0.9463	0.8243	0.8691	0.5792	0.9172	0.8660	0.8479	0.8831	0.6856	0.7738	0.4558	0.8311	0.7300	0.8083
0.061	30.38	11240	0.5051	0.7383	0.8313	0.8987	0.9498	0.7971	0.8681	0.5757	0.9201	0.8584	0.8496	0.8832	0.6847	0.7747	0.4523	0.8326	0.7321	0.8086
0.0737	30.43	11260	0.5169	0.7388	0.8316	0.8989	0.9465	0.8152	0.8759	0.5519	0.9223	0.8617	0.8478	0.8827	0.6864	0.7736	0.4532	0.8327	0.7347	0.8083
0.0789	30.49	11280	0.5029	0.7359	0.8330	0.8974	0.9464	0.8104	0.8656	0.5689	0.9150	0.8761	0.8489	0.8828	0.6851	0.7625	0.4521	0.8324	0.7345	0.8020
0.0723	30.54	11300	0.4975	0.7363	0.8326	0.8975	0.9466	0.8122	0.8679	0.5629	0.9146	0.8731	0.8512	0.8820	0.6853	0.7654	0.4529	0.8320	0.7335	0.8033
0.0934	30.59	11320	0.5015	0.7380	0.8351	0.8982	0.9452	0.8144	0.8751	0.5648	0.9149	0.8844	0.8469	0.8832	0.6853	0.7719	0.4531	0.8322	0.7335	0.8066
0.1817	30.65	11340	0.4986	0.7374	0.8329	0.8980	0.9450	0.8080	0.8801	0.5540	0.9152	0.8806	0.8475	0.8827	0.6849	0.7719	0.4515	0.8305	0.7331	0.8072
0.0949	30.7	11360	0.5022	0.7370	0.8321	0.8978	0.9469	0.8177	0.8678	0.5522	0.9156	0.8730	0.8519	0.8825	0.6862	0.7704	0.4498	0.8304	0.7316	0.8079
0.0598	30.76	11380	0.5137	0.7355	0.8334	0.8967	0.9466	0.8195	0.8797	0.5513	0.9079	0.8799	0.8487	0.8810	0.6868	0.7694	0.4459	0.8280	0.7298	0.8076
0.0862	30.81	11400	0.5024	0.7361	0.8323	0.8974	0.9450	0.8229	0.8762	0.5460	0.9152	0.8693	0.8512	0.8815	0.6877	0.7719	0.4438	0.8301	0.7310	0.8065
0.0986	30.86	11420	0.4984	0.7368	0.8314	0.8982	0.9477	0.8202	0.8763	0.5405	0.9165	0.8707	0.8482	0.8827	0.6866	0.7743	0.4448	0.8320	0.7319	0.8057
0.1547	30.92	11440	0.4873	0.7368	0.8292	0.8986	0.9499	0.8000	0.8805	0.5394	0.9164	0.8715	0.8469	0.8835	0.6826	0.7758	0.4449	0.8324	0.7319	0.8065
0.0862	30.97	11460	0.4972	0.7367	0.8282	0.8985	0.9486	0.8141	0.8820	0.5210	0.9190	0.8664	0.8466	0.8825	0.6864	0.7747	0.4415	0.8319	0.7343	0.8055
0.0682	31.03	11480	0.5034	0.7351	0.8300	0.8973	0.9477	0.8149	0.8659	0.5473	0.9164	0.8677	0.8500	0.8813	0.6870	0.7677	0.4425	0.8320	0.7335	0.8014
0.1793	31.08	11500	0.5248	0.7319	0.8226	0.8969	0.9475	0.8239	0.8575	0.4909	0.9229	0.8654	0.8501	0.8808	0.6870	0.7657	0.4282	0.8318	0.7336	0.7964
0.0667	31.14	11520	0.5120	0.7352	0.8295	0.8971	0.9477	0.8112	0.8644	0.5442	0.9152	0.8732	0.8508	0.8808	0.6864	0.7683	0.4458	0.8315	0.7320	0.8014
0.0515	31.19	11540	0.5148	0.7356	0.8297	0.8971	0.9450	0.8034	0.8681	0.5526	0.9180	0.8703	0.8508	0.8808	0.6851	0.7687	0.4513	0.8313	0.7315	0.8006
0.0918	31.24	11560	0.5018	0.7368	0.8314	0.8977	0.9470	0.8104	0.8627	0.5641	0.9187	0.8665	0.8507	0.8816	0.6864	0.7713	0.4510	0.8322	0.7330	0.8024
0.0613	31.3	11580	0.5291	0.7375	0.8323	0.8979	0.9490	0.8056	0.8765	0.5574	0.9117	0.8774	0.8485	0.8820	0.6860	0.7743	0.4521	0.8304	0.7317	0.8063
0.3483	31.35	11600	0.5338	0.7363	0.8296	0.8974	0.9506	0.8040	0.8788	0.5517	0.9130	0.8604	0.8488	0.8808	0.6839	0.7724	0.4504	0.8296	0.7306	0.8066
0.0948	31.41	11620	0.5038	0.7373	0.8361	0.8974	0.9480	0.8265	0.8796	0.5653	0.9071	0.8763	0.8496	0.8816	0.6865	0.7735	0.4515	0.8294	0.7318	0.8068
0.1159	31.46	11640	0.5139	0.7364	0.8335	0.8973	0.9460	0.8170	0.8755	0.5700	0.9169	0.8668	0.8422	0.8823	0.6847	0.7736	0.4488	0.8301	0.7336	0.8015
0.0652	31.51	11660	0.5207	0.7370	0.8320	0.8979	0.9482	0.8074	0.8741	0.5614	0.9158	0.8722	0.8452	0.8822	0.6813	0.7709	0.4528	0.8312	0.7342	0.8066
0.0718	31.57	11680	0.5304	0.7388	0.8330	0.8989	0.9479	0.8210	0.8744	0.5500	0.9178	0.8721	0.8478	0.8829	0.6836	0.7745	0.4565	0.8330	0.7345	0.8063
0.0911	31.62	11700	0.5200	0.7388	0.8323	0.8989	0.9500	0.8152	0.8838	0.5456	0.9143	0.8702	0.8470	0.8827	0.6847	0.7758	0.4549	0.8326	0.7348	0.8061
0.484	31.68	11720	0.5312	0.7382	0.8305	0.8986	0.9493	0.8051	0.8792	0.5463	0.9174	0.8705	0.8454	0.8826	0.6829	0.7749	0.4560	0.8324	0.7327	0.8058
0.0859	31.73	11740	0.5135	0.7387	0.8314	0.8988	0.9497	0.8054	0.8717	0.5569	0.9180	0.8701	0.8478	0.8829	0.6835	0.7754	0.4571	0.8335	0.7329	0.8053
0.1524	31.78	11760	0.5221	0.7377	0.8322	0.8982	0.9487	0.8046	0.8739	0.5673	0.9166	0.8677	0.8463	0.8824	0.6832	0.7739	0.4554	0.8322	0.7317	0.8054
0.075	31.84	11780	0.5247	0.7370	0.8360	0.8976	0.9466	0.8143	0.8765	0.5767	0.9104	0.8799	0.8476	0.8829	0.6849	0.7725	0.4518	0.8310	0.7311	0.8051
0.0929	31.89	11800	0.5292	0.7383	0.8321	0.8986	0.9496	0.8164	0.8774	0.5418	0.9140	0.8806	0.8448	0.8830	0.6860	0.7748	0.4547	0.8318	0.7313	0.8066
0.0987	31.95	11820	0.5292	0.7385	0.8301	0.8991	0.9499	0.8254	0.8856	0.5263	0.9181	0.8566	0.8489	0.8823	0.6877	0.7756	0.4504	0.8332	0.7337	0.8067
0.092	32.0	11840	0.5141	0.7386	0.8314	0.8989	0.9479	0.8123	0.8734	0.5431	0.9182	0.8757	0.8492	0.8837	0.6864	0.7745	0.4524	0.8324	0.7335	0.8071
0.0866	32.05	11860	0.5429	0.7385	0.8325	0.8988	0.9493	0.8134	0.8796	0.5541	0.9169	0.8685	0.8454	0.8833	0.6860	0.7754	0.4529	0.8329	0.7325	0.8068
0.8609	32.11	11880	0.5457	0.7389	0.8313	0.8992	0.9496	0.8079	0.8842	0.5399	0.9155	0.8752	0.8471	0.8837	0.6855	0.7761	0.4539	0.8330	0.7334	0.8068
0.1286	32.16	11900	0.5281	0.7385	0.8323	0.8989	0.9481	0.8075	0.8879	0.5454	0.9146	0.8732	0.8492	0.8830	0.6843	0.7752	0.4527	0.8332	0.7341	0.8072
0.1147	32.22	11920	0.5275	0.7381	0.8342	0.8986	0.9481	0.8173	0.8830	0.5510	0.9118	0.8802	0.8482	0.8830	0.6849	0.7782	0.4497	0.8323	0.7323	0.8063
0.1951	32.27	11940	0.5316	0.7379	0.8298	0.8991	0.9505	0.7977	0.8824	0.5455	0.9174	0.8686	0.8466	0.8835	0.6827	0.7800	0.4464	0.8333	0.7332	0.8061
0.1721	32.32	11960	0.5186	0.7379	0.8341	0.8986	0.9483	0.8141	0.8829	0.5663	0.9159	0.8663	0.8450	0.8836	0.6850	0.7789	0.4453	0.8326	0.7333	0.8064
0.1131	32.38	11980	0.5178	0.7383	0.8347	0.8984	0.9489	0.8125	0.8850	0.5634	0.9107	0.8740	0.8485	0.8832	0.6854	0.7791	0.4487	0.8312	0.7331	0.8073
0.218	32.43	12000	0.5391	0.7388	0.8327	0.8989	0.9462	0.8218	0.8745	0.5469	0.9201	0.8694	0.8500	0.8829	0.6863	0.7780	0.4499	0.8326	0.7341	0.8077
0.0878	32.49	12020	0.5231	0.7395	0.8335	0.8993	0.9499	0.8186	0.8790	0.5511	0.9154	0.8708	0.8495	0.8830	0.6860	0.7787	0.4514	0.8336	0.7359	0.8082
0.0989	32.54	12040	0.5410	0.7377	0.8287	0.8992	0.9503	0.8194	0.8819	0.5153	0.9192	0.8709	0.8440	0.8824	0.6836	0.7788	0.4437	0.8337	0.7351	0.8068
0.0789	32.59	12060	0.5251	0.7390	0.8325	0.8995	0.9509	0.8187	0.8797	0.5424	0.9159	0.8757	0.8443	0.8833	0.6852	0.7799	0.4474	0.8342	0.7362	0.8069
0.0812	32.65	12080	0.5247	0.7380	0.8275	0.8993	0.9517	0.7944	0.8784	0.5329	0.9189	0.8689	0.8475	0.8827	0.6835	0.7795	0.4442	0.8333	0.7356	0.8074
0.1758	32.7	12100	0.5203	0.7379	0.8310	0.8989	0.9502	0.8076	0.8869	0.5432	0.9154	0.8677	0.8459	0.8831	0.6860	0.7782	0.4431	0.8327	0.7356	0.8064
1.11	32.76	12120	0.5273	0.7388	0.8313	0.8992	0.9483	0.8110	0.8816	0.5502	0.9211	0.8609	0.8463	0.8832	0.6859	0.7778	0.4480	0.8334	0.7366	0.8065
0.1117	32.81	12140	0.5275	0.7380	0.8336	0.8985	0.9482	0.8261	0.8820	0.5498	0.9156	0.8694	0.8439	0.8827	0.6859	0.7779	0.4487	0.8320	0.7346	0.8043
0.1276	32.86	12160	0.5291	0.7375	0.8299	0.8987	0.9501	0.8086	0.8883	0.5343	0.9151	0.8648	0.8480	0.8826	0.6849	0.7777	0.4448	0.8322	0.7336	0.8065
1.0557	32.92	12180	0.5154	0.7376	0.8336	0.8985	0.9500	0.8272	0.8801	0.5476	0.9120	0.8697	0.8488	0.8825	0.6850	0.7781	0.4454	0.8326	0.7334	0.8060
0.0903	32.97	12200	0.5077	0.7372	0.8313	0.8984	0.9491	0.8106	0.8829	0.5507	0.9171	0.8638	0.8445	0.8832	0.6846	0.7767	0.4457	0.8323	0.7331	0.8047
0.083	33.03	12220	0.5192	0.7362	0.8287	0.8980	0.9502	0.8013	0.8836	0.5495	0.9186	0.8571	0.8407	0.8830	0.6833	0.7761	0.4458	0.8308	0.7331	0.8016
0.1091	33.08	12240	0.5194	0.7358	0.8278	0.8975	0.9471	0.8053	0.8794	0.5445	0.9236	0.8589	0.8358	0.8838	0.6849	0.7767	0.4464	0.8287	0.7345	0.7956
1.0202	33.14	12260	0.5309	0.7349	0.8287	0.8966	0.9498	0.8113	0.8817	0.5438	0.9162	0.8699	0.8283	0.8829	0.6850	0.7760	0.4487	0.8271	0.7337	0.7907
0.1171	33.19	12280	0.5182	0.7354	0.8298	0.8969	0.9472	0.8068	0.8773	0.5545	0.9191	0.8741	0.8299	0.8836	0.6846	0.7757	0.4513	0.8278	0.7325	0.7925
0.08	33.24	12300	0.5322	0.7374	0.8331	0.8979	0.9495	0.8102	0.8808	0.5709	0.9152	0.8655	0.8395	0.8835	0.6855	0.7771	0.4516	0.8307	0.7323	0.8009
0.1076	33.3	12320	0.5310	0.7384	0.8321	0.8986	0.9518	0.8171	0.8812	0.5516	0.9143	0.8655	0.8433	0.8825	0.6867	0.7788	0.4511	0.8323	0.7331	0.8046
0.0802	33.35	12340	0.5271	0.7390	0.8323	0.8991	0.9504	0.8175	0.8801	0.5471	0.9158	0.8673	0.8475	0.8825	0.6869	0.7782	0.4505	0.8333	0.7339	0.8076
0.1013	33.41	12360	0.5283	0.7387	0.8311	0.8991	0.9506	0.8091	0.8774	0.5511	0.9182	0.8646	0.8466	0.8829	0.6861	0.7766	0.4504	0.8335	0.7341	0.8074
0.0571	33.46	12380	0.5331	0.7389	0.8313	0.8994	0.9504	0.8154	0.8806	0.5420	0.9187	0.8676	0.8443	0.8832	0.6860	0.7767	0.4491	0.8344	0.7364	0.8064
0.1864	33.51	12400	0.5320	0.7386	0.8314	0.8993	0.9483	0.8282	0.8744	0.5328	0.9216	0.8698	0.8447	0.8824	0.6848	0.7758	0.4484	0.8349	0.7368	0.8068
0.1348	33.57	12420	0.5338	0.7369	0.8278	0.8989	0.9485	0.8161	0.8826	0.5116	0.9198	0.8674	0.8483	0.8822	0.6851	0.7767	0.4398	0.8327	0.7340	0.8080
0.124	33.62	12440	0.5470	0.7370	0.8299	0.8982	0.9489	0.8061	0.8779	0.5421	0.9163	0.8721	0.8459	0.8823	0.6844	0.7746	0.4480	0.8312	0.7319	0.8066
0.1407	33.68	12460	0.5247	0.7373	0.8302	0.8985	0.9474	0.8089	0.8794	0.5392	0.9182	0.8704	0.8481	0.8828	0.6848	0.7758	0.4464	0.8319	0.7322	0.8070
0.0748	33.73	12480	0.5144	0.7375	0.8328	0.8985	0.9469	0.8202	0.8775	0.5509	0.9174	0.8683	0.8483	0.8830	0.6855	0.7758	0.4455	0.8320	0.7336	0.8073
0.0599	33.78	12500	0.5234	0.7374	0.8318	0.8985	0.9471	0.8159	0.8779	0.5543	0.9203	0.8610	0.8458	0.8832	0.6853	0.7767	0.4439	0.8317	0.7359	0.8055
0.1267	33.84	12520	0.5111	0.7387	0.8323	0.8990	0.9483	0.8146	0.8782	0.5473	0.9176	0.8719	0.8483	0.8835	0.6861	0.7770	0.4484	0.8326	0.7363	0.8070
0.1081	33.89	12540	0.5096	0.7391	0.8335	0.8991	0.9476	0.8171	0.8809	0.5545	0.9173	0.8679	0.8495	0.8833	0.6862	0.7770	0.4499	0.8328	0.7367	0.8077
0.1534	33.95	12560	0.5197	0.7377	0.8291	0.8986	0.9490	0.8124	0.8839	0.5406	0.9219	0.8527	0.8437	0.8823	0.6861	0.7761	0.4466	0.8322	0.7373	0.8033
0.0883	34.0	12580	0.5253	0.7380	0.8304	0.8986	0.9491	0.8131	0.8832	0.5412	0.9174	0.8600	0.8492	0.8824	0.6867	0.7744	0.4487	0.8319	0.7355	0.8066
0.1357	34.05	12600	0.5270	0.7375	0.8304	0.8984	0.9488	0.8137	0.8783	0.5358	0.9153	0.8710	0.8498	0.8820	0.6868	0.7739	0.4469	0.8312	0.7349	0.8067
0.1752	34.11	12620	0.5359	0.7350	0.8241	0.8982	0.9464	0.8085	0.8800	0.4924	0.9229	0.8707	0.8476	0.8817	0.6847	0.7727	0.4341	0.8311	0.7352	0.8055
0.0891	34.16	12640	0.5250	0.7365	0.8273	0.8986	0.9484	0.8102	0.8824	0.5146	0.9191	0.8681	0.8485	0.8821	0.6840	0.7737	0.4401	0.8321	0.7368	0.8063
0.1144	34.22	12660	0.5314	0.7360	0.8280	0.8982	0.9497	0.8136	0.8815	0.5158	0.9162	0.8780	0.8412	0.8826	0.6855	0.7738	0.4409	0.8311	0.7352	0.8032
0.054	34.27	12680	0.5128	0.7381	0.8298	0.8990	0.9500	0.8058	0.8807	0.5305	0.9155	0.8775	0.8484	0.8828	0.6855	0.7761	0.4444	0.8322	0.7380	0.8077
0.0874	34.32	12700	0.5174	0.7389	0.8319	0.8990	0.9486	0.8173	0.8792	0.5361	0.9155	0.8763	0.8503	0.8824	0.6873	0.7760	0.4481	0.8322	0.7385	0.8081
0.1039	34.38	12720	0.5245	0.7377	0.8303	0.8987	0.9482	0.8039	0.8808	0.5392	0.9175	0.8775	0.8448	0.8827	0.6845	0.7738	0.4461	0.8321	0.7387	0.8063
0.0463	34.43	12740	0.5218	0.7380	0.8333	0.8987	0.9475	0.8271	0.8760	0.5472	0.9181	0.8730	0.8441	0.8825	0.6857	0.7744	0.4457	0.8333	0.7380	0.8061
0.1081	34.49	12760	0.5196	0.7375	0.8297	0.8988	0.9497	0.8073	0.8747	0.5416	0.9195	0.8703	0.8446	0.8824	0.6847	0.7738	0.4437	0.8338	0.7376	0.8064
0.081	34.54	12780	0.5125	0.7370	0.8293	0.8986	0.9478	0.8050	0.8777	0.5306	0.9183	0.8787	0.8467	0.8825	0.6828	0.7746	0.4430	0.8323	0.7363	0.8076
0.0977	34.59	12800	0.5308	0.7365	0.8292	0.8982	0.9490	0.8074	0.8773	0.5335	0.9170	0.8767	0.8431	0.8821	0.6830	0.7741	0.4437	0.8315	0.7353	0.8058
0.0868	34.65	12820	0.5418	0.7351	0.8265	0.8974	0.9477	0.8015	0.8787	0.5256	0.9197	0.8740	0.8384	0.8827	0.6824	0.7740	0.4434	0.8285	0.7345	0.8004
0.0608	34.7	12840	0.5251	0.7367	0.8259	0.8986	0.9502	0.8028	0.8760	0.5204	0.9217	0.8674	0.8432	0.8824	0.6839	0.7762	0.4426	0.8315	0.7364	0.8041
0.0687	34.76	12860	0.5354	0.7387	0.8303	0.8990	0.9505	0.8126	0.8771	0.5409	0.9185	0.8670	0.8458	0.8825	0.6854	0.7761	0.4510	0.8328	0.7371	0.8061
0.3096	34.81	12880	0.5336	0.7377	0.8302	0.8983	0.9494	0.8098	0.8782	0.5466	0.9181	0.8675	0.8421	0.8828	0.6852	0.7750	0.4515	0.8310	0.7359	0.8022
0.104	34.86	12900	0.5582	0.7363	0.8308	0.8977	0.9489	0.8146	0.8857	0.5545	0.9183	0.8551	0.8383	0.8829	0.6853	0.7744	0.4456	0.8303	0.7354	0.8003
0.0936	34.92	12920	0.5128	0.7386	0.8301	0.8993	0.9491	0.8023	0.8804	0.5496	0.9213	0.8595	0.8484	0.8835	0.6845	0.7758	0.4474	0.8335	0.7377	0.8079
0.0768	34.97	12940	0.5274	0.7385	0.8312	0.8990	0.9490	0.8079	0.8759	0.5525	0.9196	0.8676	0.8461	0.8827	0.6846	0.7748	0.4492	0.8335	0.7374	0.8073
0.1264	35.03	12960	0.5331	0.7383	0.8323	0.8987	0.9497	0.8104	0.8749	0.5549	0.9156	0.8732	0.8474	0.8823	0.6849	0.7751	0.4484	0.8325	0.7367	0.8085
0.0914	35.08	12980	0.5402	0.7383	0.8299	0.8989	0.9493	0.7895	0.8738	0.5463	0.9162	0.8866	0.8476	0.8828	0.6809	0.7751	0.4516	0.8322	0.7368	0.8086
0.1519	35.14	13000	0.5242	0.7397	0.8319	0.8995	0.9494	0.8131	0.8736	0.5449	0.9180	0.8751	0.8495	0.8827	0.6858	0.7766	0.4513	0.8336	0.7388	0.8088
0.1142	35.19	13020	0.5217	0.7387	0.8302	0.8991	0.9510	0.8009	0.8777	0.5456	0.9173	0.8752	0.8434	0.8824	0.6836	0.7757	0.4511	0.8332	0.7381	0.8066
0.0806	35.24	13040	0.5147	0.7397	0.8316	0.8996	0.9490	0.8127	0.8787	0.5437	0.9202	0.8701	0.8468	0.8829	0.6864	0.7769	0.4506	0.8345	0.7390	0.8077
0.042	35.3	13060	0.5273	0.7394	0.8318	0.8994	0.9489	0.8131	0.8806	0.5418	0.9181	0.8722	0.8480	0.8829	0.6867	0.7763	0.4487	0.8338	0.7393	0.8080
0.0955	35.35	13080	0.5273	0.7391	0.8312	0.8993	0.9464	0.8177	0.8766	0.5423	0.9234	0.8612	0.8509	0.8829	0.6871	0.7765	0.4471	0.8333	0.7381	0.8088
0.1172	35.41	13100	0.5268	0.7382	0.8307	0.8989	0.9475	0.8181	0.8754	0.5360	0.9199	0.8677	0.8502	0.8823	0.6860	0.7749	0.4459	0.8323	0.7373	0.8087
0.0279	35.46	13120	0.5304	0.7383	0.8323	0.8987	0.9488	0.8143	0.8835	0.5400	0.9128	0.8778	0.8487	0.8822	0.6846	0.7745	0.4498	0.8317	0.7368	0.8083
0.1464	35.51	13140	0.5380	0.7386	0.8325	0.8988	0.9484	0.8118	0.8862	0.5444	0.9134	0.8745	0.8492	0.8822	0.6846	0.7744	0.4502	0.8317	0.7390	0.8083
0.1304	35.57	13160	0.5651	0.7343	0.8276	0.8965	0.9485	0.8166	0.8783	0.5331	0.9191	0.8719	0.8256	0.8821	0.6848	0.7749	0.4454	0.8267	0.7367	0.7898
0.0506	35.62	13180	0.5187	0.7387	0.8317	0.8991	0.9486	0.8162	0.8809	0.5396	0.9179	0.8721	0.8465	0.8828	0.6856	0.7776	0.4464	0.8330	0.7387	0.8066
0.0938	35.68	13200	0.5224	0.7389	0.8313	0.8992	0.9499	0.8151	0.8771	0.5358	0.9158	0.8746	0.8506	0.8820	0.6855	0.7775	0.4463	0.8331	0.7390	0.8089
0.2586	35.73	13220	0.5345	0.7379	0.8301	0.8987	0.9509	0.8169	0.8770	0.5339	0.9164	0.8699	0.8456	0.8814	0.6859	0.7771	0.4451	0.8326	0.7363	0.8068
0.1677	35.78	13240	0.5339	0.7383	0.8304	0.8991	0.9481	0.8208	0.8798	0.5237	0.9187	0.8752	0.8465	0.8824	0.6863	0.7770	0.4457	0.8329	0.7369	0.8068
0.157	35.84	13260	0.5235	0.7393	0.8318	0.8994	0.9498	0.8188	0.8780	0.5399	0.9176	0.8705	0.8484	0.8825	0.6867	0.7775	0.4484	0.8337	0.7382	0.8081
0.1031	35.89	13280	0.5346	0.7388	0.8314	0.8991	0.9468	0.8162	0.8771	0.5510	0.9233	0.8562	0.8493	0.8825	0.6855	0.7763	0.4497	0.8334	0.7359	0.8084
0.2119	35.95	13300	0.5344	0.7389	0.8326	0.8989	0.9485	0.8221	0.8743	0.5479	0.9173	0.8678	0.8503	0.8821	0.6858	0.7751	0.4515	0.8325	0.7366	0.8084
0.1023	36.0	13320	0.5377	0.7389	0.8322	0.8990	0.9505	0.8065	0.8784	0.5544	0.9146	0.8732	0.8479	0.8825	0.6854	0.7758	0.4504	0.8328	0.7372	0.8081
0.0772	36.05	13340	0.5341	0.7392	0.8323	0.8991	0.9487	0.8201	0.8730	0.5439	0.9173	0.8728	0.8502	0.8822	0.6864	0.7754	0.4517	0.8328	0.7369	0.8089
0.0549	36.11	13360	0.5335	0.7384	0.8282	0.8992	0.9478	0.8071	0.8752	0.5212	0.9212	0.8759	0.8493	0.8828	0.6858	0.7758	0.4472	0.8322	0.7366	0.8082
0.1126	36.16	13380	0.5259	0.7392	0.8319	0.8992	0.9479	0.8153	0.8780	0.5423	0.9190	0.8719	0.8487	0.8829	0.6857	0.7768	0.4511	0.8329	0.7366	0.8088
0.1208	36.22	13400	0.5402	0.7391	0.8330	0.8990	0.9484	0.8146	0.8763	0.5489	0.9158	0.8782	0.8486	0.8828	0.6853	0.7763	0.4523	0.8325	0.7362	0.8086
0.1396	36.27	13420	0.5348	0.7392	0.8334	0.8991	0.9476	0.8169	0.8833	0.5490	0.9168	0.8726	0.8474	0.8828	0.6852	0.7759	0.4519	0.8331	0.7373	0.8081
0.0582	36.32	13440	0.5360	0.7391	0.8320	0.8992	0.9479	0.8166	0.8830	0.5426	0.9190	0.8660	0.8486	0.8826	0.6855	0.7758	0.4505	0.8333	0.7373	0.8088
0.1676	36.38	13460	0.5301	0.7386	0.8291	0.8992	0.9473	0.7953	0.8841	0.5340	0.9191	0.8712	0.8530	0.8826	0.6826	0.7759	0.4495	0.8329	0.7380	0.8086
0.1212	36.43	13480	0.5301	0.7383	0.8296	0.8990	0.9477	0.7980	0.8845	0.5346	0.9176	0.8739	0.8505	0.8826	0.6826	0.7755	0.4498	0.8322	0.7368	0.8083
0.0525	36.49	13500	0.5273	0.7392	0.8336	0.8991	0.9486	0.8169	0.8764	0.5528	0.9157	0.8750	0.8497	0.8827	0.6850	0.7774	0.4514	0.8331	0.7372	0.8079
0.0755	36.54	13520	0.5342	0.7383	0.8344	0.8986	0.9466	0.8172	0.8819	0.5625	0.9163	0.8691	0.8473	0.8827	0.6842	0.7765	0.4496	0.8322	0.7355	0.8076
0.1689	36.59	13540	0.5405	0.7392	0.8339	0.8991	0.9481	0.8190	0.8800	0.5542	0.9162	0.8707	0.8494	0.8827	0.6853	0.7776	0.4503	0.8329	0.7374	0.8084
0.0651	36.65	13560	0.5351	0.7391	0.8331	0.8990	0.9487	0.8117	0.8804	0.5501	0.9151	0.8788	0.8468	0.8831	0.6848	0.7772	0.4518	0.8325	0.7365	0.8074
0.1972	36.7	13580	0.5330	0.7388	0.8338	0.8987	0.9483	0.8113	0.8816	0.5547	0.9120	0.8769	0.8515	0.8824	0.6842	0.7762	0.4519	0.8314	0.7375	0.8078
0.08	36.76	13600	0.5254	0.7389	0.8309	0.8991	0.9489	0.8133	0.8782	0.5328	0.9159	0.8753	0.8521	0.8823	0.6851	0.7762	0.4501	0.8323	0.7379	0.8081
0.0704	36.81	13620	0.5285	0.7386	0.8331	0.8987	0.9479	0.8222	0.8704	0.5554	0.9178	0.8666	0.8514	0.8824	0.6850	0.7754	0.4498	0.8321	0.7367	0.8087
0.0639	36.86	13640	0.5181	0.7388	0.8338	0.8987	0.9500	0.8044	0.8804	0.5588	0.9095	0.8815	0.8518	0.8828	0.6842	0.7763	0.4511	0.8315	0.7376	0.8082
0.096	36.92	13660	0.5198	0.7390	0.8339	0.8988	0.9499	0.8015	0.8803	0.5663	0.9112	0.8768	0.8516	0.8829	0.6840	0.7761	0.4514	0.8320	0.7374	0.8093
0.0976	36.97	13680	0.5320	0.7393	0.8320	0.8992	0.9502	0.8123	0.8803	0.5488	0.9160	0.8656	0.8505	0.8827	0.6859	0.7769	0.4505	0.8326	0.7370	0.8092
0.0745	37.03	13700	0.5309	0.7392	0.8315	0.8993	0.9480	0.8192	0.8776	0.5325	0.9182	0.8755	0.8492	0.8830	0.6868	0.7766	0.4500	0.8324	0.7367	0.8089
0.1075	37.08	13720	0.5261	0.7395	0.8328	0.8992	0.9468	0.8208	0.8817	0.5315	0.9157	0.8809	0.8518	0.8830	0.6869	0.7768	0.4516	0.8322	0.7368	0.8089
0.0482	37.14	13740	0.5381	0.7394	0.8348	0.8990	0.9473	0.8253	0.8810	0.5503	0.9148	0.8746	0.8500	0.8830	0.6865	0.7763	0.4525	0.8322	0.7364	0.8091
0.0523	37.19	13760	0.5222	0.7394	0.8322	0.8993	0.9494	0.8234	0.8718	0.5390	0.9178	0.8743	0.8496	0.8830	0.6863	0.7769	0.4512	0.8331	0.7364	0.8089
0.0598	37.24	13780	0.5314	0.7393	0.8336	0.8991	0.9492	0.8208	0.8777	0.5523	0.9164	0.8720	0.8466	0.8831	0.6859	0.7773	0.4519	0.8330	0.7355	0.8081
0.1045	37.3	13800	0.5470	0.7396	0.8344	0.8991	0.9484	0.8191	0.8745	0.5594	0.9158	0.8722	0.8515	0.8827	0.6856	0.7772	0.4527	0.8330	0.7371	0.8093
0.1168	37.35	13820	0.5264	0.7396	0.8333	0.8993	0.9491	0.8137	0.8834	0.5464	0.9141	0.8768	0.8496	0.8830	0.6862	0.7774	0.4521	0.8330	0.7371	0.8087
0.1679	37.41	13840	0.5290	0.7392	0.8322	0.8993	0.9479	0.8214	0.8827	0.5310	0.9163	0.8756	0.8505	0.8825	0.6863	0.7772	0.4490	0.8330	0.7373	0.8089
0.0859	37.46	13860	0.5377	0.7391	0.8321	0.8991	0.9487	0.8111	0.8803	0.5471	0.9166	0.8707	0.8501	0.8824	0.6850	0.7768	0.4513	0.8327	0.7366	0.8092
0.1674	37.51	13880	0.5456	0.7385	0.8318	0.8988	0.9493	0.8154	0.8834	0.5438	0.9161	0.8680	0.8464	0.8822	0.6851	0.7765	0.4504	0.8324	0.7350	0.8080
0.0637	37.57	13900	0.5408	0.7391	0.8341	0.8987	0.9465	0.8171	0.8833	0.5540	0.9149	0.8715	0.8513	0.8822	0.6850	0.7761	0.4536	0.8317	0.7361	0.8088
0.1859	37.62	13920	0.5304	0.7395	0.8323	0.8992	0.9481	0.8129	0.8801	0.5512	0.9184	0.8647	0.8511	0.8825	0.6854	0.7775	0.4522	0.8326	0.7369	0.8097
0.0688	37.68	13940	0.5176	0.7395	0.8334	0.8992	0.9488	0.8211	0.8815	0.5430	0.9147	0.8750	0.8497	0.8826	0.6854	0.7779	0.4523	0.8328	0.7365	0.8088
0.5325	37.73	13960	0.5307	0.7398	0.8349	0.8992	0.9480	0.8216	0.8806	0.5543	0.9143	0.8754	0.8504	0.8828	0.6854	0.7773	0.4544	0.8327	0.7372	0.8089
0.0912	37.78	13980	0.5272	0.7400	0.8332	0.8994	0.9478	0.8166	0.8790	0.5486	0.9175	0.8715	0.8517	0.8829	0.6858	0.7772	0.4541	0.8333	0.7377	0.8091
0.1611	37.84	14000	0.5195	0.7398	0.8328	0.8995	0.9484	0.8215	0.8740	0.5455	0.9189	0.8695	0.8517	0.8827	0.6858	0.7777	0.4520	0.8338	0.7378	0.8089
0.0972	37.89	14020	0.5306	0.7393	0.8330	0.8992	0.9492	0.8177	0.8777	0.5516	0.9168	0.8687	0.8490	0.8825	0.6854	0.7767	0.4524	0.8333	0.7365	0.8085
0.078	37.95	14040	0.5291	0.7394	0.8328	0.8992	0.9487	0.8202	0.8806	0.5436	0.9167	0.8696	0.8499	0.8824	0.6856	0.7767	0.4523	0.8333	0.7369	0.8086
0.1464	38.0	14060	0.5275	0.7391	0.8328	0.8990	0.9483	0.8008	0.8802	0.5561	0.9143	0.8793	0.8508	0.8827	0.6833	0.7760	0.4536	0.8327	0.7369	0.8083
0.1374	38.05	14080	0.5259	0.7397	0.8354	0.8991	0.9485	0.8217	0.8781	0.5607	0.9141	0.8740	0.8506	0.8827	0.6857	0.7767	0.4535	0.8333	0.7377	0.8085
0.1035	38.11	14100	0.5415	0.7395	0.8348	0.8990	0.9471	0.8227	0.8788	0.5588	0.9169	0.8717	0.8479	0.8828	0.6856	0.7759	0.4542	0.8331	0.7366	0.8080
0.098	38.16	14120	0.5428	0.7385	0.8286	0.8995	0.9477	0.8221	0.8758	0.5146	0.9234	0.8672	0.8496	0.8826	0.6863	0.7767	0.4448	0.8334	0.7371	0.8086
0.573	38.22	14140	0.5271	0.7394	0.8321	0.8993	0.9489	0.8180	0.8740	0.5461	0.9194	0.8697	0.8484	0.8827	0.6859	0.7765	0.4521	0.8337	0.7367	0.8083
0.0659	38.27	14160	0.5290	0.7400	0.8331	0.8996	0.9474	0.8144	0.8809	0.5434	0.9176	0.8781	0.8496	0.8831	0.6863	0.7773	0.4531	0.8338	0.7382	0.8082
0.0912	38.32	14180	0.5319	0.7397	0.8336	0.8993	0.9486	0.8220	0.8801	0.5421	0.9152	0.8777	0.8494	0.8825	0.6864	0.7771	0.4524	0.8334	0.7378	0.8085
0.156	38.38	14200	0.5256	0.7398	0.8346	0.8992	0.9482	0.8143	0.8838	0.5568	0.9138	0.8746	0.8508	0.8825	0.6852	0.7770	0.4542	0.8330	0.7379	0.8089
0.0975	38.43	14220	0.5490	0.7387	0.8318	0.8988	0.9493	0.8094	0.8773	0.5541	0.9176	0.8687	0.8465	0.8824	0.6844	0.7761	0.4518	0.8326	0.7352	0.8081
0.1479	38.49	14240	0.5313	0.7394	0.8334	0.8990	0.9478	0.8058	0.8829	0.5574	0.9147	0.8737	0.8518	0.8825	0.6843	0.7765	0.4535	0.8327	0.7371	0.8090
0.1092	38.54	14260	0.5362	0.7389	0.8315	0.8989	0.9498	0.8128	0.8744	0.5438	0.9160	0.8750	0.8490	0.8820	0.6853	0.7762	0.4517	0.8327	0.7356	0.8087
0.046	38.59	14280	0.5155	0.7400	0.8343	0.8995	0.9476	0.8128	0.8830	0.5597	0.9171	0.8680	0.8516	0.8830	0.6858	0.7783	0.4517	0.8339	0.7379	0.8093
0.0599	38.65	14300	0.5206	0.7401	0.8333	0.8995	0.9484	0.8130	0.8800	0.5507	0.9167	0.8727	0.8519	0.8826	0.6860	0.7782	0.4524	0.8339	0.7383	0.8093
0.1329	38.7	14320	0.5449	0.7397	0.8328	0.8995	0.9497	0.8193	0.8833	0.5422	0.9164	0.8713	0.8472	0.8825	0.6865	0.7781	0.4517	0.8341	0.7371	0.8083
0.0821	38.76	14340	0.5242	0.7399	0.8315	0.8998	0.9495	0.8197	0.8838	0.5410	0.9206	0.8559	0.8502	0.8825	0.6868	0.7789	0.4494	0.8346	0.7375	0.8094
0.1622	38.81	14360	0.5304	0.7400	0.8328	0.8996	0.9486	0.8142	0.8838	0.5482	0.9178	0.8672	0.8502	0.8827	0.6859	0.7784	0.4517	0.8340	0.7379	0.8093
0.6038	38.86	14380	0.5273	0.7400	0.8340	0.8995	0.9486	0.8158	0.8814	0.5519	0.9163	0.8750	0.8487	0.8831	0.6863	0.7782	0.4523	0.8339	0.7376	0.8088
0.0882	38.92	14400	0.5216	0.7399	0.8334	0.8994	0.9478	0.8081	0.8808	0.5564	0.9170	0.8722	0.8512	0.8828	0.6850	0.7774	0.4531	0.8335	0.7378	0.8094
0.0464	38.97	14420	0.5264	0.7395	0.8322	0.8994	0.9491	0.8145	0.8799	0.5493	0.9188	0.8645	0.8490	0.8825	0.6855	0.7774	0.4512	0.8337	0.7371	0.8091
0.0572	39.03	14440	0.5370	0.7393	0.8323	0.8993	0.9487	0.8154	0.8862	0.5402	0.9167	0.8725	0.8464	0.8827	0.6857	0.7769	0.4512	0.8336	0.7370	0.8081
0.0965	39.08	14460	0.5374	0.7396	0.8331	0.8993	0.9504	0.8203	0.8806	0.5438	0.9144	0.8749	0.8474	0.8822	0.6857	0.7778	0.4519	0.8338	0.7374	0.8082
0.1418	39.14	14480	0.5310	0.7398	0.8338	0.8994	0.9493	0.8191	0.8786	0.5479	0.9149	0.8773	0.8493	0.8826	0.6858	0.7778	0.4522	0.8338	0.7375	0.8087
0.0986	39.19	14500	0.5331	0.7397	0.8355	0.8992	0.9475	0.8126	0.8802	0.5685	0.9151	0.8751	0.8498	0.8830	0.6855	0.7775	0.4512	0.8336	0.7381	0.8091
0.08	39.24	14520	0.5425	0.7398	0.8341	0.8992	0.9467	0.8071	0.8836	0.5573	0.9158	0.8774	0.8508	0.8828	0.6848	0.7768	0.4536	0.8334	0.7378	0.8091
0.0534	39.3	14540	0.5327	0.7402	0.8346	0.8997	0.9478	0.8183	0.8865	0.5545	0.9171	0.8686	0.8495	0.8830	0.6863	0.7785	0.4509	0.8345	0.7394	0.8090
0.0997	39.35	14560	0.5406	0.7394	0.8342	0.8991	0.9460	0.8072	0.8766	0.5651	0.9178	0.8756	0.8511	0.8827	0.6840	0.7764	0.4531	0.8332	0.7375	0.8091
0.0712	39.41	14580	0.5271	0.7398	0.8341	0.8993	0.9483	0.8204	0.8747	0.5573	0.9172	0.8699	0.8513	0.8823	0.6852	0.7768	0.4531	0.8336	0.7379	0.8094
0.1451	39.46	14600	0.5329	0.7401	0.8326	0.8997	0.9479	0.8153	0.8851	0.5427	0.9182	0.8664	0.8522	0.8825	0.6858	0.7778	0.4521	0.8340	0.7391	0.8096
0.1405	39.51	14620	0.5290	0.7400	0.8329	0.8996	0.9485	0.8205	0.8760	0.5456	0.9187	0.8705	0.8507	0.8826	0.6857	0.7777	0.4519	0.8342	0.7383	0.8093
0.1406	39.57	14640	0.5368	0.7398	0.8319	0.8996	0.9474	0.8170	0.8819	0.5364	0.9193	0.8704	0.8508	0.8824	0.6862	0.7775	0.4515	0.8337	0.7383	0.8092
0.0965	39.62	14660	0.5269	0.7403	0.8352	0.8996	0.9463	0.8195	0.8850	0.5576	0.9181	0.8699	0.8500	0.8832	0.6859	0.7780	0.4527	0.8342	0.7390	0.8091
0.1628	39.68	14680	0.5228	0.7402	0.8352	0.8995	0.9471	0.8210	0.8811	0.5540	0.9159	0.8764	0.8507	0.8828	0.6860	0.7778	0.4537	0.8338	0.7385	0.8091
0.099	39.73	14700	0.5323	0.7401	0.8349	0.8995	0.9481	0.8192	0.8818	0.5544	0.9155	0.8757	0.8494	0.8829	0.6859	0.7779	0.4528	0.8340	0.7386	0.8087
0.0486	39.78	14720	0.5261	0.7403	0.8337	0.8997	0.9476	0.8216	0.8811	0.5423	0.9179	0.8762	0.8493	0.8830	0.6863	0.7783	0.4524	0.8343	0.7388	0.8089
0.1896	39.84	14740	0.5485	0.7398	0.8335	0.8994	0.9495	0.8170	0.8746	0.5536	0.9167	0.8745	0.8487	0.8827	0.6857	0.7776	0.4523	0.8339	0.7378	0.8089
0.1565	39.89	14760	0.5295	0.7399	0.8316	0.8997	0.9494	0.8081	0.8741	0.5539	0.9211	0.8637	0.8505	0.8828	0.6851	0.7775	0.4519	0.8345	0.7380	0.8097
0.7861	39.95	14780	0.5195	0.7403	0.8344	0.8996	0.9476	0.8148	0.8820	0.5559	0.9170	0.8717	0.8516	0.8829	0.6859	0.7779	0.4532	0.8341	0.7392	0.8094
0.0816	40.0	14800	0.5328	0.7402	0.8345	0.8995	0.9472	0.8139	0.8796	0.5587	0.9175	0.8744	0.8503	0.8830	0.6854	0.7777	0.4534	0.8340	0.7384	0.8091

Framework versions

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