segformer-b0-finetuned-segments-tobacco-0824

This model is a fine-tuned version of nvidia/mit-b0 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0763
Mean Iou: 0.6213
Mean Accuracy: 0.8313
Overall Accuracy: 0.9860
Accuracy Hgys: nan
Accuracy Czdq: 0.8393
Accuracy Gl: 0.8990
Accuracy Zds: 0.6350
Accuracy Bts: nan
Accuracy Qls: 0.6877
Accuracy Jp: 0.9301
Accuracy Backgroud: 0.9970
Iou Hgys: 0.0
Iou Czdq: 0.5752
Iou Gl: 0.8219
Iou Zds: 0.5633
Iou Bts: nan
Iou Qls: 0.5172
Iou Jp: 0.8762
Iou Backgroud: 0.9954

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: 2
eval_batch_size: 2
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Hgys	Accuracy Czdq	Accuracy Gl	Accuracy Zds	Accuracy Bts	Accuracy Qls	Accuracy Jp	Accuracy Backgroud	Iou Czdq	Iou Gl	Iou Zds	Iou Bts	Iou Qls	Iou Jp	Iou Backgroud
1.8668	0.1205	20	1.9675	0.1372	0.3207	0.8323	nan	0.0690	0.0609	0.8216	nan	0.0471	0.0677	0.8580	0.0390	0.0397	0.1019	0.0	0.0376	0.0214	0.8580
1.473	0.2410	40	1.7564	0.2099	0.5353	0.9045	nan	0.6981	0.1522	0.2364	nan	0.2676	0.9262	0.9313	0.1656	0.1113	0.0938	0.0	0.1529	0.2243	0.9313
1.2702	0.3614	60	1.4720	0.2368	0.4769	0.9380	nan	0.4600	0.4410	0.8099	nan	0.0452	0.1433	0.9620	0.2707	0.2851	0.2092	0.0	0.0427	0.1250	0.9616
1.0063	0.4819	80	1.1981	0.2529	0.4912	0.9551	nan	0.5281	0.5857	0.6999	nan	0.1544	0.0001	0.9790	0.2980	0.3586	0.2704	0.0	0.1181	0.0001	0.9781
1.0479	0.6024	100	1.2348	0.2008	0.4270	0.9474	nan	0.8938	0.1726	0.4839	nan	0.0263	0.0077	0.9775	0.1688	0.1448	0.2849	0.0	0.0253	0.0059	0.9771
0.7393	0.7229	120	1.0106	0.2948	0.4342	0.9599	nan	0.4914	0.4425	0.5669	nan	0.1160	0.0	0.9883	0.2852	0.3828	0.3055	nan	0.1035	0.0	0.9866
0.794	0.8434	140	1.0823	0.2627	0.4599	0.9524	nan	0.7248	0.1106	0.3499	nan	0.0737	0.5166	0.9840	0.2216	0.1037	0.2615	nan	0.0658	0.2030	0.9834
0.678	0.9639	160	0.7920	0.2464	0.4132	0.9598	nan	0.7853	0.2146	0.4382	nan	0.0087	0.0405	0.9916	0.1990	0.1963	0.2930	nan	0.0084	0.0389	0.9892
0.5866	1.0843	180	1.2680	0.2672	0.3913	0.9576	nan	0.4788	0.3659	0.5135	nan	0.0005	0.0	0.9889	0.2478	0.3261	0.3083	nan	0.0005	0.0	0.9880
0.5478	1.2048	200	1.3141	0.2626	0.4268	0.9606	nan	0.7014	0.3006	0.5611	nan	0.0064	0.0006	0.9904	0.2341	0.2646	0.3429	nan	0.0064	0.0006	0.9895
0.4526	1.3253	220	1.3190	0.2629	0.4062	0.9619	nan	0.4023	0.2790	0.7621	nan	0.0025	0.0	0.9910	0.2457	0.2615	0.3407	nan	0.0025	0.0	0.9898
0.2531	1.4458	240	1.1070	0.3084	0.4722	0.9657	nan	0.3786	0.3870	0.4362	nan	0.6394	0.0000	0.9920	0.2518	0.3591	0.2944	nan	0.2628	0.0000	0.9907
0.2972	1.5663	260	1.0880	0.3028	0.4500	0.9651	nan	0.5105	0.6316	0.5628	nan	0.0009	0.0010	0.9930	0.2783	0.5000	0.3482	nan	0.0009	0.0010	0.9915
0.316	1.6867	280	1.0181	0.2975	0.4349	0.9637	nan	0.6197	0.3443	0.4589	nan	0.0013	0.1903	0.9946	0.2569	0.3293	0.3177	nan	0.0013	0.1847	0.9924
0.1923	1.8072	300	0.9525	0.3522	0.5760	0.9676	nan	0.7243	0.8309	0.5324	nan	0.0053	0.3723	0.9908	0.2810	0.4738	0.3768	nan	0.0053	0.3387	0.9901
0.2474	1.9277	320	1.0203	0.3546	0.5009	0.9622	nan	0.5429	0.4414	0.5170	nan	0.1191	0.3955	0.9894	0.2830	0.3994	0.3387	nan	0.1108	0.3613	0.9890
0.1776	2.0482	340	0.7213	0.4161	0.6021	0.9711	nan	0.6526	0.6009	0.6305	nan	0.1634	0.5721	0.9933	0.3060	0.5325	0.4194	nan	0.1469	0.5163	0.9919
0.1763	2.1687	360	0.5804	0.4089	0.5850	0.9683	nan	0.6561	0.7543	0.4342	nan	0.0565	0.6158	0.9928	0.3095	0.5941	0.3509	nan	0.0551	0.5611	0.9916
0.1727	2.2892	380	1.0774	0.3239	0.4972	0.9647	nan	0.7016	0.7043	0.5449	nan	0.0418	0.0	0.9904	0.3069	0.5742	0.3550	nan	0.0412	0.0	0.9898
0.1643	2.4096	400	0.7227	0.3910	0.6005	0.9680	nan	0.8133	0.7005	0.6284	nan	0.0431	0.4280	0.9898	0.3004	0.5739	0.4221	nan	0.0423	0.4088	0.9893
0.1394	2.5301	420	0.7940	0.4705	0.7000	0.9718	nan	0.5281	0.8127	0.6447	nan	0.5129	0.7137	0.9879	0.3403	0.5851	0.4495	nan	0.3088	0.6224	0.9877
0.2509	2.6506	440	0.2413	0.4077	0.5689	0.9741	nan	0.6155	0.7060	0.3891	nan	0.3879	0.3168	0.9980	0.3468	0.6206	0.3134	nan	0.2649	0.3158	0.9923
0.1535	2.7711	460	0.5819	0.4522	0.6872	0.9734	nan	0.5666	0.8821	0.6484	nan	0.0885	0.9452	0.9923	0.3403	0.6320	0.4570	nan	0.0860	0.6588	0.9913
0.0925	2.8916	480	0.8414	0.4003	0.6047	0.9662	nan	0.8059	0.6411	0.5572	nan	0.1286	0.5068	0.9884	0.2896	0.5534	0.4036	nan	0.1158	0.4514	0.9881
0.1055	3.0120	500	0.4583	0.4723	0.6854	0.9732	nan	0.7799	0.8611	0.5274	nan	0.2178	0.7343	0.9921	0.3600	0.6543	0.4320	nan	0.1855	0.6827	0.9913
0.0697	3.1325	520	0.3891	0.4589	0.7167	0.9742	nan	0.7463	0.9460	0.4776	nan	0.2191	0.9185	0.9924	0.3721	0.5118	0.4114	nan	0.1873	0.7380	0.9915
0.0901	3.2530	540	0.6141	0.4583	0.6203	0.9696	nan	0.5347	0.7149	0.5087	nan	0.2416	0.7305	0.9916	0.3432	0.6115	0.3779	nan	0.2162	0.6688	0.9910
0.0978	3.3735	560	0.7362	0.4595	0.6905	0.9709	nan	0.8431	0.7935	0.4799	nan	0.1786	0.8575	0.9907	0.3123	0.6317	0.4042	nan	0.1465	0.7318	0.9902
0.0766	3.4940	580	0.7459	0.4598	0.7179	0.9683	nan	0.7685	0.8946	0.4854	nan	0.2304	0.9420	0.9863	0.3393	0.5911	0.4114	nan	0.1882	0.7023	0.9861
0.0677	3.6145	600	0.1083	0.5221	0.7118	0.9797	nan	0.4901	0.7072	0.6264	nan	0.5073	0.9431	0.9969	0.3553	0.6547	0.4962	nan	0.3487	0.8059	0.9937
0.0729	3.7349	620	0.4378	0.5074	0.7396	0.9769	nan	0.7832	0.8873	0.7152	nan	0.1860	0.8732	0.9926	0.3721	0.7043	0.5286	nan	0.1674	0.7875	0.9918
0.075	3.8554	640	0.4523	0.4913	0.7250	0.9742	nan	0.8459	0.8475	0.5776	nan	0.1899	0.8975	0.9916	0.3409	0.6664	0.4713	nan	0.1746	0.7951	0.9910
0.0988	3.9759	660	0.5005	0.4706	0.6870	0.9705	nan	0.8580	0.8223	0.4222	nan	0.1800	0.8487	0.9907	0.3542	0.6718	0.3754	nan	0.1595	0.7431	0.9901
0.0666	4.0964	680	0.3750	0.5032	0.7173	0.9728	nan	0.7142	0.9066	0.4313	nan	0.3439	0.9170	0.9910	0.4159	0.6615	0.3899	nan	0.2724	0.7923	0.9904
0.0864	4.2169	700	0.2115	0.4705	0.6766	0.9732	nan	0.7666	0.8085	0.2473	nan	0.4158	0.8267	0.9945	0.3653	0.6893	0.2277	nan	0.2427	0.7752	0.9931
0.0719	4.3373	720	0.2880	0.5073	0.7480	0.9765	nan	0.7890	0.9005	0.6081	nan	0.2200	0.9779	0.9928	0.3913	0.7104	0.5048	nan	0.1930	0.7596	0.9918
0.102	4.4578	740	0.0934	0.5156	0.7307	0.9807	nan	0.8484	0.8791	0.6140	nan	0.2887	0.7566	0.9971	0.4133	0.7229	0.5011	nan	0.2470	0.7311	0.9941
0.061	4.5783	760	0.4180	0.4858	0.6683	0.9748	nan	0.2942	0.7039	0.4921	nan	0.7095	0.8164	0.9935	0.2574	0.6351	0.4136	nan	0.3287	0.7734	0.9925
0.0716	4.6988	780	0.2795	0.5327	0.7554	0.9773	nan	0.6832	0.9072	0.6547	nan	0.3916	0.9040	0.9920	0.4218	0.7078	0.5175	nan	0.3121	0.7781	0.9913
0.0784	4.8193	800	0.2660	0.4993	0.7297	0.9758	nan	0.8811	0.8596	0.5628	nan	0.2401	0.8419	0.9929	0.3599	0.6800	0.4752	nan	0.2134	0.7744	0.9919
0.1106	4.9398	820	0.2859	0.5321	0.7621	0.9753	nan	0.8066	0.8864	0.4685	nan	0.5540	0.8669	0.9905	0.4925	0.6805	0.4090	nan	0.3911	0.7617	0.9900
0.0787	5.0602	840	0.1518	0.5173	0.7543	0.9776	nan	0.8351	0.8932	0.6029	nan	0.2264	0.9746	0.9937	0.4146	0.7389	0.5007	nan	0.2000	0.7745	0.9926
0.1052	5.1807	860	0.2879	0.4962	0.7337	0.9734	nan	0.8077	0.8379	0.4675	nan	0.4242	0.8747	0.9905	0.3804	0.6611	0.4042	nan	0.3068	0.7309	0.9900
0.1329	5.3012	880	0.4050	0.5151	0.7321	0.9745	nan	0.7594	0.9094	0.4984	nan	0.3263	0.9074	0.9917	0.4133	0.7150	0.4320	nan	0.2727	0.7819	0.9910
0.0465	5.4217	900	0.4204	0.5348	0.7634	0.9770	nan	0.6939	0.9048	0.7814	nan	0.3137	0.8963	0.9905	0.4481	0.7238	0.5115	nan	0.2733	0.7972	0.9901
0.0592	5.5422	920	0.2833	0.5362	0.7945	0.9771	nan	0.7903	0.9453	0.6423	nan	0.4973	0.9020	0.9896	0.4658	0.6441	0.5015	nan	0.3693	0.7837	0.9893
0.0891	5.6627	940	0.2547	0.5424	0.7354	0.9778	nan	0.6996	0.8307	0.6551	nan	0.3876	0.8461	0.9934	0.4606	0.7313	0.4883	nan	0.3419	0.7823	0.9924
0.0603	5.7831	960	0.1026	0.5600	0.7755	0.9801	nan	0.7308	0.9018	0.4934	nan	0.6646	0.8684	0.9942	0.4920	0.7560	0.4315	nan	0.4277	0.8192	0.9931
0.0723	5.9036	980	0.0748	0.5456	0.7509	0.9809	nan	0.8054	0.8363	0.5900	nan	0.3575	0.9192	0.9969	0.4470	0.7625	0.5133	nan	0.2936	0.8089	0.9940
0.122	6.0241	1000	0.1169	0.5670	0.7761	0.9823	nan	0.7191	0.8769	0.6743	nan	0.5834	0.8077	0.9953	0.5045	0.7631	0.5306	nan	0.4277	0.7494	0.9937
0.0654	6.1446	1020	0.1619	0.5342	0.7502	0.9772	nan	0.8349	0.8339	0.5991	nan	0.3562	0.8845	0.9929	0.4788	0.7275	0.4940	nan	0.3136	0.7334	0.9920
0.0439	6.2651	1040	0.0998	0.5709	0.8201	0.9816	nan	0.8106	0.9083	0.5839	nan	0.6388	0.9856	0.9936	0.5330	0.7466	0.5018	nan	0.4502	0.7721	0.9926
0.0936	6.3855	1060	0.1067	0.5785	0.7988	0.9811	nan	0.7981	0.8593	0.6567	nan	0.5638	0.9211	0.9937	0.5594	0.7616	0.5264	nan	0.4432	0.7664	0.9926
0.0641	6.5060	1080	0.1657	0.5594	0.7760	0.9790	nan	0.7065	0.9173	0.6249	nan	0.4871	0.9273	0.9928	0.5203	0.7474	0.5014	nan	0.3965	0.7583	0.9920
0.0733	6.6265	1100	0.1424	0.5685	0.8061	0.9815	nan	0.8703	0.9043	0.6413	nan	0.5027	0.9243	0.9939	0.5109	0.7669	0.5324	nan	0.4015	0.7749	0.9930
0.0591	6.7470	1120	0.0851	0.5583	0.7831	0.9807	nan	0.8645	0.8535	0.5753	nan	0.5283	0.8820	0.9947	0.4773	0.7372	0.4949	nan	0.4048	0.8006	0.9934
0.0695	6.8675	1140	0.1898	0.5582	0.7935	0.9787	nan	0.7922	0.9147	0.5778	nan	0.5637	0.9205	0.9918	0.4987	0.7328	0.4882	nan	0.4143	0.7821	0.9913
0.0433	6.9880	1160	0.2105	0.5143	0.7537	0.9754	nan	0.6352	0.7655	0.4278	nan	0.7866	0.9164	0.9909	0.4213	0.6596	0.3814	nan	0.3767	0.7705	0.9905
0.0385	7.1084	1180	0.1598	0.5565	0.7998	0.9797	nan	0.6967	0.9486	0.7144	nan	0.5153	0.9326	0.9915	0.5149	0.7032	0.5302	nan	0.4052	0.7514	0.9909
0.0594	7.2289	1200	0.1328	0.5407	0.7636	0.9785	nan	0.7670	0.8554	0.3965	nan	0.7376	0.8316	0.9937	0.5006	0.7351	0.3542	nan	0.4067	0.7956	0.9927
0.0352	7.3494	1220	0.1229	0.5655	0.7987	0.9802	nan	0.8185	0.8889	0.7376	nan	0.4260	0.9289	0.9925	0.5096	0.7665	0.5458	nan	0.3629	0.7816	0.9919
0.0311	7.4699	1240	0.0907	0.5570	0.7750	0.9798	nan	0.8012	0.8715	0.4644	nan	0.6364	0.8819	0.9944	0.5218	0.7404	0.4109	nan	0.4044	0.8282	0.9933
0.0297	7.5904	1260	0.1126	0.5697	0.7985	0.9811	nan	0.6140	0.9074	0.6851	nan	0.6592	0.9326	0.9929	0.4690	0.7633	0.5477	nan	0.4247	0.7908	0.9922
0.0393	7.7108	1280	0.1409	0.5424	0.7769	0.9787	nan	0.6586	0.8707	0.5139	nan	0.7223	0.9033	0.9925	0.4440	0.7443	0.4417	nan	0.3937	0.7814	0.9919
0.0441	7.8313	1300	0.1614	0.5673	0.7971	0.9795	nan	0.7406	0.8693	0.6683	nan	0.5927	0.9201	0.9917	0.4830	0.7631	0.5178	nan	0.4255	0.7906	0.9912
0.0592	7.9518	1320	0.1306	0.5829	0.8092	0.9822	nan	0.7398	0.9157	0.6722	nan	0.6101	0.9237	0.9938	0.5275	0.7775	0.5406	nan	0.4422	0.7996	0.9929
0.0603	8.0723	1340	0.0941	0.5836	0.8217	0.9823	nan	0.7963	0.9287	0.6278	nan	0.5996	0.9838	0.9940	0.5378	0.7449	0.5285	nan	0.4562	0.8248	0.9930
0.0524	8.1928	1360	0.1654	0.5476	0.7701	0.9776	nan	0.7727	0.8430	0.4515	nan	0.6499	0.9113	0.9925	0.4732	0.7410	0.3957	nan	0.4407	0.7907	0.9918
0.0353	8.3133	1380	0.1707	0.5740	0.8237	0.9808	nan	0.8472	0.9244	0.7407	nan	0.5067	0.9316	0.9916	0.5408	0.7729	0.5355	nan	0.4041	0.7737	0.9911
0.0246	8.4337	1400	0.1240	0.5638	0.8008	0.9799	nan	0.6951	0.8775	0.5724	nan	0.7428	0.9249	0.9922	0.4837	0.7360	0.4832	nan	0.4467	0.8050	0.9916
0.0265	8.5542	1420	0.1512	0.5378	0.7597	0.9777	nan	0.8409	0.9197	0.3998	nan	0.5002	0.9038	0.9939	0.4905	0.7195	0.3615	nan	0.3817	0.8182	0.9928
0.036	8.6747	1440	0.0923	0.5759	0.7906	0.9822	nan	0.7327	0.8826	0.7329	nan	0.4723	0.9281	0.9948	0.5287	0.7775	0.5571	nan	0.3794	0.7950	0.9935
0.0365	8.7952	1460	0.0902	0.5824	0.8114	0.9823	nan	0.7063	0.9010	0.6314	nan	0.7289	0.9069	0.9936	0.5138	0.7737	0.5153	nan	0.4373	0.8441	0.9929
0.0251	8.9157	1480	0.1005	0.5773	0.8243	0.9815	nan	0.8375	0.9208	0.6129	nan	0.6576	0.9241	0.9927	0.5430	0.7457	0.5153	nan	0.4561	0.7888	0.9921
0.0255	9.0361	1500	0.1242	0.5629	0.7905	0.9798	nan	0.7623	0.8321	0.5144	nan	0.6953	0.9458	0.9935	0.4952	0.7286	0.4595	nan	0.4507	0.8136	0.9926
0.0221	9.1566	1520	0.0845	0.5922	0.8171	0.9839	nan	0.8072	0.9163	0.7078	nan	0.5680	0.9082	0.9951	0.5312	0.7727	0.5815	nan	0.4553	0.8109	0.9938
0.0398	9.2771	1540	0.0903	0.5737	0.7977	0.9810	nan	0.7880	0.8506	0.5540	nan	0.7079	0.8919	0.9938	0.5328	0.7677	0.4767	nan	0.4371	0.8087	0.9930
0.0552	9.3976	1560	0.0790	0.5784	0.7913	0.9816	nan	0.8125	0.9353	0.5945	nan	0.4832	0.9270	0.9951	0.5362	0.7879	0.5093	nan	0.4144	0.8072	0.9938
0.0207	9.5181	1580	0.1293	0.5610	0.7887	0.9796	nan	0.8703	0.8510	0.4774	nan	0.6191	0.9207	0.9938	0.4739	0.7645	0.4278	nan	0.4378	0.8300	0.9928
0.0675	9.6386	1600	0.1034	0.5947	0.8338	0.9826	nan	0.7687	0.9257	0.6863	nan	0.7034	0.9264	0.9926	0.5387	0.7864	0.5605	nan	0.4826	0.8024	0.9920
0.0388	9.7590	1620	0.1025	0.5778	0.8077	0.9816	nan	0.8218	0.9146	0.5175	nan	0.6848	0.9130	0.9943	0.5513	0.7636	0.4505	nan	0.4702	0.8154	0.9933
0.035	9.8795	1640	0.0771	0.5820	0.8002	0.9822	nan	0.8039	0.8623	0.7670	nan	0.4352	0.9385	0.9943	0.5381	0.7789	0.5554	nan	0.3665	0.8420	0.9933
0.0299	10.0	1660	0.1014	0.5577	0.7938	0.9803	nan	0.7888	0.9219	0.3618	nan	0.8016	0.8945	0.9943	0.5761	0.7819	0.3311	nan	0.3943	0.8276	0.9932
0.0288	10.1205	1680	0.0886	0.5859	0.8055	0.9814	nan	0.7907	0.8691	0.6616	nan	0.5917	0.9263	0.9935	0.5269	0.7800	0.5346	nan	0.4538	0.8131	0.9927
0.025	10.2410	1700	0.1002	0.6018	0.8249	0.9829	nan	0.7750	0.9041	0.6705	nan	0.6920	0.9144	0.9935	0.5584	0.8001	0.5510	nan	0.4572	0.8529	0.9928
0.022	10.3614	1720	0.0719	0.6022	0.8160	0.9833	nan	0.7379	0.9318	0.6650	nan	0.6498	0.9168	0.9945	0.5569	0.8127	0.5503	nan	0.4736	0.8284	0.9935
0.0245	10.4819	1740	0.0687	0.5997	0.8222	0.9844	nan	0.8386	0.8834	0.6636	nan	0.6259	0.9257	0.9957	0.5484	0.7981	0.5600	nan	0.4823	0.8148	0.9943
0.0254	10.6024	1760	0.1271	0.5784	0.8167	0.9814	nan	0.8201	0.9102	0.6016	nan	0.6516	0.9237	0.9931	0.5094	0.7701	0.5139	nan	0.4634	0.7997	0.9924
0.0496	10.7229	1780	0.0847	0.5755	0.7912	0.9818	nan	0.8069	0.8483	0.5647	nan	0.6646	0.8679	0.9950	0.4988	0.7773	0.4835	nan	0.4520	0.8230	0.9937
0.0315	10.8434	1800	0.0812	0.5783	0.8070	0.9825	nan	0.8097	0.8931	0.8001	nan	0.4188	0.9264	0.9940	0.5200	0.7850	0.5820	nan	0.3677	0.8006	0.9931
0.04	10.9639	1820	0.0856	0.5824	0.8093	0.9815	nan	0.7451	0.8799	0.6502	nan	0.6616	0.9259	0.9932	0.5325	0.7709	0.5279	nan	0.4644	0.7887	0.9925
0.0221	11.0843	1840	0.0771	0.6003	0.8243	0.9841	nan	0.8078	0.9279	0.6995	nan	0.5907	0.9251	0.9949	0.5794	0.8103	0.5544	nan	0.4516	0.8128	0.9939
0.0179	11.2048	1860	0.0640	0.5983	0.8114	0.9843	nan	0.7666	0.9090	0.6609	nan	0.6244	0.9113	0.9959	0.5645	0.8141	0.5448	nan	0.4612	0.8089	0.9943
0.0205	11.3253	1880	0.0784	0.5938	0.8227	0.9835	nan	0.7879	0.8711	0.6580	nan	0.7124	0.9120	0.9945	0.5358	0.7828	0.5317	nan	0.4913	0.8213	0.9935
0.0274	11.4458	1900	0.0820	0.5791	0.8070	0.9826	nan	0.8364	0.9015	0.5110	nan	0.7227	0.8751	0.9951	0.5338	0.7769	0.4551	nan	0.4642	0.8300	0.9939
0.0358	11.5663	1920	0.0890	0.5774	0.8160	0.9814	nan	0.8496	0.9185	0.6215	nan	0.5202	0.9928	0.9937	0.5319	0.7446	0.5159	nan	0.4154	0.8411	0.9928
0.0658	11.6867	1940	0.0765	0.5770	0.7945	0.9817	nan	0.7175	0.8301	0.6106	nan	0.7004	0.9144	0.9943	0.5114	0.7524	0.5171	nan	0.4631	0.8015	0.9934
0.0233	11.8072	1960	0.0804	0.5789	0.8131	0.9826	nan	0.8412	0.8438	0.5785	nan	0.7055	0.9148	0.9947	0.5373	0.7565	0.4981	nan	0.4755	0.7911	0.9936
0.0258	11.9277	1980	0.0731	0.6031	0.8335	0.9838	nan	0.8431	0.9226	0.6845	nan	0.6361	0.9208	0.9942	0.5635	0.7835	0.5737	nan	0.5023	0.8051	0.9934
0.0151	12.0482	2000	0.0831	0.6030	0.8385	0.9844	nan	0.8558	0.8445	0.6567	nan	0.7079	0.9708	0.9950	0.5530	0.7545	0.5679	nan	0.5024	0.8491	0.9939
0.032	12.1687	2020	0.0678	0.6072	0.8361	0.9843	nan	0.8590	0.9061	0.6530	nan	0.6274	0.9759	0.9951	0.5572	0.7943	0.5667	nan	0.4801	0.8582	0.9940
0.0177	12.2892	2040	0.0736	0.5946	0.8133	0.9834	nan	0.7757	0.8976	0.5960	nan	0.7193	0.8962	0.9951	0.5509	0.7954	0.5198	nan	0.4782	0.8240	0.9939
0.0298	12.4096	2060	0.0749	0.6058	0.8288	0.9840	nan	0.8160	0.9189	0.6743	nan	0.6561	0.9131	0.9946	0.5577	0.8077	0.5614	nan	0.4877	0.8323	0.9936
0.0195	12.5301	2080	0.0767	0.5977	0.8159	0.9830	nan	0.7545	0.9092	0.6481	nan	0.6779	0.9116	0.9942	0.5367	0.8019	0.5426	nan	0.4853	0.8239	0.9934
0.0264	12.6506	2100	0.0714	0.5945	0.8224	0.9840	nan	0.8585	0.8746	0.6714	nan	0.6213	0.9133	0.9952	0.5268	0.7823	0.5703	nan	0.4789	0.8093	0.9941
0.0251	12.7711	2120	0.0752	0.5978	0.8109	0.9835	nan	0.7879	0.8124	0.6973	nan	0.6709	0.9020	0.9950	0.5602	0.7475	0.5570	nan	0.4952	0.8312	0.9938
0.0189	12.8916	2140	0.0864	0.5905	0.8112	0.9829	nan	0.8278	0.8854	0.6554	nan	0.6147	0.8891	0.9946	0.5330	0.7854	0.5517	nan	0.4723	0.7977	0.9936
0.0254	13.0120	2160	0.0703	0.6087	0.8320	0.9845	nan	0.8503	0.9026	0.6949	nan	0.6176	0.9314	0.9951	0.5515	0.8010	0.5947	nan	0.4963	0.8237	0.9939
0.0138	13.1325	2180	0.0683	0.5997	0.8222	0.9840	nan	0.8249	0.9009	0.5936	nan	0.6663	0.9519	0.9958	0.5510	0.7995	0.5246	nan	0.4828	0.8455	0.9943
0.0199	13.2530	2200	0.0694	0.5897	0.8173	0.9831	nan	0.8477	0.8642	0.6363	nan	0.6502	0.9109	0.9947	0.5235	0.7835	0.5347	nan	0.4683	0.8245	0.9938
0.0237	13.3735	2220	0.0798	0.6016	0.8204	0.9837	nan	0.7945	0.8980	0.6212	nan	0.6866	0.9267	0.9952	0.5668	0.7987	0.5385	nan	0.4905	0.8227	0.9940
0.0161	13.4940	2240	0.0782	0.5867	0.8104	0.9824	nan	0.8761	0.8960	0.5786	nan	0.6001	0.9164	0.9949	0.5302	0.7883	0.5090	nan	0.4527	0.8325	0.9938
0.0215	13.6145	2260	0.0841	0.5826	0.8063	0.9829	nan	0.8536	0.8190	0.6022	nan	0.6974	0.8703	0.9951	0.5316	0.7407	0.5043	nan	0.4811	0.8262	0.9940
0.0129	13.7349	2280	0.0822	0.6071	0.8422	0.9846	nan	0.8485	0.8702	0.7214	nan	0.6975	0.9212	0.9943	0.5608	0.7700	0.5789	nan	0.5052	0.8409	0.9935
0.0244	13.8554	2300	0.0802	0.5935	0.8182	0.9832	nan	0.8849	0.8981	0.5786	nan	0.6074	0.9446	0.9955	0.5472	0.7978	0.5090	nan	0.4641	0.8420	0.9942
0.0235	13.9759	2320	0.0770	0.6081	0.8251	0.9830	nan	0.8187	0.8915	0.6428	nan	0.6349	0.9682	0.9943	0.5541	0.7975	0.5457	nan	0.4824	0.8836	0.9934
0.0126	14.0964	2340	0.0711	0.6065	0.8291	0.9848	nan	0.8260	0.9134	0.6392	nan	0.6898	0.9104	0.9956	0.5527	0.8050	0.5521	nan	0.4973	0.8443	0.9944
0.0154	14.2169	2360	0.0727	0.5805	0.7787	0.9825	nan	0.7599	0.7853	0.5750	nan	0.6770	0.8787	0.9963	0.5352	0.7331	0.4877	nan	0.4640	0.8489	0.9946
0.022	14.3373	2380	0.0700	0.6179	0.8429	0.9853	nan	0.8239	0.9300	0.6949	nan	0.6381	0.9750	0.9955	0.5639	0.8030	0.5964	nan	0.4933	0.8741	0.9942
0.0172	14.4578	2400	0.0755	0.5925	0.8183	0.9840	nan	0.8791	0.8619	0.5874	nan	0.6699	0.9156	0.9960	0.5110	0.7914	0.5217	nan	0.4739	0.8552	0.9946
0.0545	14.5783	2420	0.0773	0.5973	0.8140	0.9832	nan	0.8570	0.8833	0.5502	nan	0.6769	0.9211	0.9955	0.5648	0.7928	0.4851	nan	0.4984	0.8456	0.9943
0.0158	14.6988	2440	0.0693	0.6008	0.8199	0.9846	nan	0.7871	0.9056	0.6040	nan	0.7078	0.9190	0.9961	0.5631	0.8082	0.5281	nan	0.4790	0.8327	0.9947
0.0177	14.8193	2460	0.0721	0.6092	0.8183	0.9849	nan	0.7682	0.8827	0.7004	nan	0.6768	0.8861	0.9958	0.5526	0.8069	0.5771	nan	0.4792	0.8540	0.9944
0.0193	14.9398	2480	0.0699	0.5903	0.8132	0.9836	nan	0.8754	0.9166	0.5416	nan	0.6400	0.9097	0.9961	0.5501	0.8007	0.4821	nan	0.4631	0.8416	0.9947
0.0117	15.0602	2500	0.0673	0.6192	0.8294	0.9853	nan	0.8065	0.9027	0.6978	nan	0.6602	0.9132	0.9959	0.5876	0.8194	0.5824	nan	0.5005	0.8501	0.9945
0.0246	15.1807	2520	0.0653	0.6100	0.8296	0.9849	nan	0.8246	0.9193	0.6461	nan	0.6733	0.9187	0.9958	0.5685	0.8078	0.5520	nan	0.4975	0.8499	0.9945
0.0241	15.3012	2540	0.0774	0.5818	0.7924	0.9827	nan	0.8585	0.8755	0.5231	nan	0.6865	0.8149	0.9959	0.5567	0.7930	0.4588	nan	0.4800	0.7901	0.9944
0.0153	15.4217	2560	0.0727	0.5932	0.8089	0.9841	nan	0.8160	0.8203	0.6610	nan	0.7159	0.8449	0.9956	0.5531	0.7509	0.5519	nan	0.4850	0.8170	0.9944
0.0239	15.5422	2580	0.0648	0.6137	0.8217	0.9849	nan	0.8247	0.9074	0.6900	nan	0.5956	0.9163	0.9961	0.5584	0.8270	0.5695	nan	0.4688	0.8772	0.9947
0.0544	15.6627	2600	0.0746	0.6079	0.8186	0.9841	nan	0.8129	0.9063	0.6394	nan	0.6473	0.9101	0.9955	0.5500	0.8188	0.5364	nan	0.4862	0.8698	0.9944
0.016	15.7831	2620	0.0663	0.6135	0.8254	0.9853	nan	0.8063	0.8797	0.6900	nan	0.6661	0.9143	0.9962	0.5559	0.8127	0.5706	nan	0.4959	0.8647	0.9948
0.0113	15.9036	2640	0.0807	0.5881	0.8090	0.9831	nan	0.8550	0.8808	0.5364	nan	0.6752	0.9111	0.9957	0.5380	0.7918	0.4812	nan	0.4680	0.8433	0.9945
0.0185	16.0241	2660	0.0732	0.6068	0.8223	0.9842	nan	0.8559	0.9004	0.6880	nan	0.5712	0.9225	0.9955	0.5688	0.8165	0.5711	nan	0.4629	0.8339	0.9944
0.0143	16.1446	2680	0.0738	0.6156	0.8312	0.9851	nan	0.8635	0.8967	0.6733	nan	0.6422	0.9155	0.9959	0.5847	0.8101	0.5713	nan	0.5062	0.8424	0.9946
0.0213	16.2651	2700	0.0756	0.5871	0.8120	0.9830	nan	0.8939	0.9027	0.5504	nan	0.6323	0.8973	0.9955	0.5476	0.7961	0.4890	nan	0.4620	0.8204	0.9943
0.0266	16.3855	2720	0.0708	0.6004	0.8215	0.9837	nan	0.8583	0.8742	0.6045	nan	0.6765	0.9203	0.9953	0.5576	0.7909	0.5282	nan	0.4947	0.8375	0.9942
0.0255	16.5060	2740	0.0651	0.6069	0.8254	0.9849	nan	0.8420	0.9345	0.5997	nan	0.6571	0.9228	0.9963	0.5921	0.8044	0.5308	nan	0.4911	0.8354	0.9947
0.0229	16.6265	2760	0.0774	0.6047	0.8325	0.9846	nan	0.8881	0.8922	0.6155	nan	0.6675	0.9357	0.9957	0.5623	0.7987	0.5442	nan	0.4984	0.8350	0.9945
0.0141	16.7470	2780	0.0744	0.5934	0.8188	0.9836	nan	0.8886	0.8697	0.5618	nan	0.6773	0.9196	0.9957	0.5622	0.7755	0.5023	nan	0.4816	0.8379	0.9944
0.0133	16.8675	2800	0.0768	0.6095	0.8293	0.9847	nan	0.8335	0.8919	0.6744	nan	0.6676	0.9130	0.9954	0.5594	0.7978	0.5720	nan	0.4974	0.8455	0.9943
0.0241	16.9880	2820	0.0723	0.5922	0.8033	0.9840	nan	0.8678	0.8754	0.6476	nan	0.5918	0.8410	0.9962	0.5367	0.7886	0.5410	nan	0.4653	0.8188	0.9947
0.0138	17.1084	2840	0.0700	0.6115	0.8284	0.9854	nan	0.8105	0.9204	0.6811	nan	0.6346	0.9276	0.9962	0.5945	0.8261	0.5661	nan	0.4759	0.8230	0.9947
0.0245	17.2289	2860	0.0746	0.6015	0.8212	0.9842	nan	0.8578	0.8884	0.6890	nan	0.5740	0.9225	0.9956	0.5579	0.7987	0.5646	nan	0.4593	0.8357	0.9945
0.0147	17.3494	2880	0.0752	0.6041	0.8239	0.9841	nan	0.8650	0.8776	0.6820	nan	0.6356	0.8880	0.9951	0.5485	0.7850	0.5652	nan	0.4847	0.8513	0.9942
0.0189	17.4699	2900	0.0745	0.6050	0.8283	0.9849	nan	0.8676	0.8985	0.6299	nan	0.6750	0.9031	0.9959	0.5505	0.7955	0.5430	nan	0.4804	0.8708	0.9948
0.0128	17.5904	2920	0.0744	0.6041	0.8123	0.9845	nan	0.8516	0.8409	0.6713	nan	0.6155	0.8982	0.9963	0.5505	0.7877	0.5658	nan	0.4756	0.8543	0.9947
0.0128	17.7108	2940	0.0757	0.6015	0.8173	0.9845	nan	0.7523	0.8510	0.6346	nan	0.7553	0.9149	0.9959	0.5513	0.7863	0.5416	nan	0.4898	0.8472	0.9946
0.0231	17.8313	2960	0.0734	0.5959	0.8177	0.9840	nan	0.8688	0.9018	0.6433	nan	0.5734	0.9232	0.9958	0.5485	0.7878	0.5529	nan	0.4641	0.8236	0.9946
0.0142	17.9518	2980	0.0695	0.6035	0.8280	0.9846	nan	0.8649	0.8748	0.6268	nan	0.6162	0.9890	0.9962	0.5493	0.7868	0.5548	nan	0.4752	0.8633	0.9948
0.0192	18.0723	3000	0.0719	0.5954	0.7996	0.9840	nan	0.7484	0.8092	0.6958	nan	0.6242	0.9240	0.9962	0.5650	0.7556	0.5549	nan	0.4643	0.8330	0.9948
0.0135	18.1928	3020	0.0683	0.6052	0.8270	0.9850	nan	0.8450	0.9076	0.6513	nan	0.6318	0.9299	0.9962	0.5802	0.8056	0.5578	nan	0.4798	0.8185	0.9947
0.0156	18.3133	3040	0.0739	0.5915	0.8139	0.9832	nan	0.8341	0.9081	0.5306	nan	0.6960	0.9190	0.9955	0.5774	0.7894	0.4708	nan	0.4848	0.8237	0.9944
0.0193	18.4337	3060	0.0695	0.6059	0.8279	0.9847	nan	0.8635	0.9253	0.5855	nan	0.7161	0.8813	0.9958	0.5989	0.7992	0.5129	nan	0.5098	0.8256	0.9947
0.0245	18.5542	3080	0.0681	0.6108	0.8293	0.9847	nan	0.8328	0.9099	0.6518	nan	0.6881	0.8980	0.9954	0.5651	0.8104	0.5502	nan	0.5138	0.8416	0.9943
0.011	18.6747	3100	0.0716	0.5955	0.8114	0.9837	nan	0.8661	0.9066	0.6267	nan	0.5572	0.9162	0.9960	0.5402	0.7982	0.5330	nan	0.4377	0.8649	0.9947
0.0218	18.7952	3120	0.0715	0.6016	0.8144	0.9842	nan	0.7962	0.8673	0.6387	nan	0.6761	0.9125	0.9959	0.5406	0.7885	0.5350	nan	0.4758	0.8767	0.9947
0.0093	18.9157	3140	0.0771	0.6045	0.8207	0.9845	nan	0.8028	0.9196	0.5235	nan	0.7649	0.9168	0.9963	0.5975	0.8229	0.4777	nan	0.4899	0.8488	0.9948
0.0899	19.0361	3160	0.0703	0.6017	0.8251	0.9839	nan	0.8574	0.9311	0.6239	nan	0.6177	0.9249	0.9953	0.5792	0.8087	0.5331	nan	0.4626	0.8342	0.9942
0.0282	19.1566	3180	0.0710	0.5918	0.8177	0.9843	nan	0.8769	0.8987	0.5637	nan	0.6561	0.9144	0.9965	0.5534	0.7860	0.5072	nan	0.4702	0.8311	0.9949
0.0093	19.2771	3200	0.0658	0.6064	0.8186	0.9850	nan	0.8402	0.8767	0.6195	nan	0.6617	0.9171	0.9968	0.5519	0.7957	0.5557	nan	0.4968	0.8495	0.9951
0.0169	19.3976	3220	0.0700	0.5979	0.8122	0.9840	nan	0.8355	0.8561	0.5859	nan	0.6917	0.9077	0.9962	0.5403	0.7882	0.5204	nan	0.4806	0.8609	0.9949
0.0178	19.5181	3240	0.0652	0.6169	0.8224	0.9857	nan	0.8132	0.8775	0.6920	nan	0.6538	0.9015	0.9967	0.5807	0.8036	0.5812	nan	0.4996	0.8581	0.9951
0.0081	19.6386	3260	0.0697	0.6138	0.8355	0.9849	nan	0.8625	0.8877	0.6942	nan	0.6634	0.9101	0.9952	0.5647	0.7997	0.5855	nan	0.4979	0.8545	0.9943
0.0136	19.7590	3280	0.0663	0.6108	0.8257	0.9852	nan	0.8549	0.8877	0.6501	nan	0.6568	0.9083	0.9963	0.5517	0.8034	0.5707	nan	0.5059	0.8489	0.9949
0.025	19.8795	3300	0.0654	0.6059	0.8175	0.9851	nan	0.8576	0.9024	0.6330	nan	0.6255	0.8899	0.9968	0.5478	0.8068	0.5595	nan	0.4930	0.8389	0.9951
0.0099	20.0	3320	0.0664	0.6174	0.8184	0.9854	nan	0.7994	0.8873	0.6255	nan	0.6939	0.9072	0.9969	0.5742	0.8218	0.5488	nan	0.5056	0.8766	0.9951
0.0178	20.1205	3340	0.0714	0.5988	0.8268	0.9844	nan	0.8724	0.9206	0.6141	nan	0.6360	0.9219	0.9958	0.5503	0.8051	0.5388	nan	0.4725	0.8304	0.9946
0.0107	20.2410	3360	0.0737	0.6002	0.8174	0.9841	nan	0.8429	0.8863	0.5952	nan	0.6637	0.9200	0.9960	0.5492	0.7984	0.5306	nan	0.4836	0.8451	0.9947
0.0191	20.3614	3380	0.0697	0.6108	0.8226	0.9858	nan	0.8260	0.8865	0.6954	nan	0.6035	0.9272	0.9970	0.5646	0.8131	0.5952	nan	0.4704	0.8375	0.9952
0.0238	20.4819	3400	0.0699	0.6016	0.8181	0.9846	nan	0.8681	0.8775	0.6090	nan	0.6396	0.9181	0.9965	0.5516	0.8007	0.5409	nan	0.4826	0.8402	0.9950
0.0154	20.6024	3420	0.0763	0.6009	0.8171	0.9842	nan	0.7952	0.8942	0.5706	nan	0.7396	0.9068	0.9960	0.5579	0.8075	0.5135	nan	0.4812	0.8513	0.9947
0.0122	20.7229	3440	0.0699	0.6075	0.8210	0.9851	nan	0.8322	0.9161	0.6325	nan	0.6376	0.9109	0.9966	0.5530	0.8194	0.5542	nan	0.4839	0.8470	0.9950
0.0216	20.8434	3460	0.0654	0.6131	0.8267	0.9854	nan	0.8069	0.9118	0.7040	nan	0.6212	0.9203	0.9961	0.5738	0.8242	0.5789	nan	0.4774	0.8428	0.9948
0.0094	20.9639	3480	0.0721	0.6017	0.8157	0.9846	nan	0.8851	0.8661	0.6179	nan	0.6353	0.8931	0.9966	0.5498	0.7937	0.5439	nan	0.4884	0.8412	0.9950
0.0145	21.0843	3500	0.0716	0.5994	0.8066	0.9844	nan	0.8357	0.8787	0.5542	nan	0.6844	0.8898	0.9970	0.5667	0.8137	0.4951	nan	0.4920	0.8331	0.9951
0.0128	21.2048	3520	0.0655	0.6079	0.8120	0.9849	nan	0.8280	0.8284	0.6985	nan	0.6091	0.9114	0.9966	0.5597	0.7865	0.5819	nan	0.4799	0.8524	0.9950
0.0081	21.3253	3540	0.0714	0.6068	0.8253	0.9851	nan	0.8230	0.8950	0.6109	nan	0.7115	0.9153	0.9963	0.5587	0.8058	0.5398	nan	0.4964	0.8521	0.9949
0.0175	21.4458	3560	0.0666	0.6103	0.8250	0.9852	nan	0.8313	0.9069	0.6606	nan	0.6416	0.9131	0.9963	0.5543	0.8152	0.5686	nan	0.4866	0.8523	0.9950
0.0118	21.5663	3580	0.0704	0.6051	0.8150	0.9842	nan	0.8375	0.8790	0.6270	nan	0.6411	0.9095	0.9961	0.5432	0.8037	0.5443	nan	0.4887	0.8611	0.9948
0.008	21.6867	3600	0.0696	0.6127	0.8250	0.9857	nan	0.8268	0.9030	0.6733	nan	0.6382	0.9118	0.9967	0.5673	0.8199	0.5741	nan	0.4880	0.8448	0.9952
0.0148	21.8072	3620	0.0689	0.6117	0.8239	0.9858	nan	0.8372	0.8860	0.6588	nan	0.6519	0.9127	0.9970	0.5690	0.8123	0.5723	nan	0.4914	0.8418	0.9952
0.0519	21.9277	3640	0.0660	0.6099	0.8196	0.9847	nan	0.8191	0.8844	0.6733	nan	0.6265	0.9183	0.9961	0.5639	0.8129	0.5735	nan	0.4740	0.8505	0.9949
0.0133	22.0482	3660	0.0654	0.6239	0.8389	0.9861	nan	0.7867	0.9069	0.7011	nan	0.6665	0.9757	0.9964	0.5873	0.8304	0.5970	nan	0.4860	0.8715	0.9950
0.0225	22.1687	3680	0.0657	0.6132	0.8203	0.9848	nan	0.8115	0.8845	0.5855	nan	0.6679	0.9755	0.9969	0.5702	0.8128	0.5306	nan	0.4944	0.8891	0.9952
0.0156	22.2892	3700	0.0704	0.6114	0.8331	0.9855	nan	0.8675	0.8935	0.5689	nan	0.6902	0.9815	0.9970	0.5828	0.7929	0.5193	nan	0.4902	0.8995	0.9953
0.0136	22.4096	3720	0.0686	0.6090	0.8289	0.9852	nan	0.8526	0.8702	0.6328	nan	0.7085	0.9129	0.9962	0.5710	0.7922	0.5522	nan	0.5050	0.8479	0.9950
0.012	22.5301	3740	0.0741	0.6043	0.8198	0.9852	nan	0.8438	0.8269	0.6276	nan	0.7199	0.9036	0.9968	0.5309	0.7734	0.5501	nan	0.5171	0.8631	0.9952
0.0198	22.6506	3760	0.0727	0.6046	0.8158	0.9845	nan	0.8406	0.8855	0.5677	nan	0.6974	0.9072	0.9966	0.5638	0.8123	0.5062	nan	0.5043	0.8505	0.9951
0.0141	22.7711	3780	0.0688	0.6091	0.8255	0.9852	nan	0.8596	0.8743	0.6632	nan	0.6409	0.9187	0.9964	0.5651	0.8030	0.5633	nan	0.4927	0.8444	0.9950
0.018	22.8916	3800	0.0692	0.6034	0.8170	0.9847	nan	0.8634	0.8444	0.6347	nan	0.6529	0.9099	0.9965	0.5484	0.7794	0.5515	nan	0.5034	0.8460	0.9951
0.013	23.0120	3820	0.0689	0.6088	0.8173	0.9850	nan	0.8176	0.8963	0.6107	nan	0.6804	0.9019	0.9967	0.5814	0.7946	0.5377	nan	0.4980	0.8549	0.9951
0.0148	23.1325	3840	0.0725	0.6021	0.8090	0.9846	nan	0.8418	0.8660	0.5569	nan	0.6946	0.8978	0.9972	0.5659	0.7857	0.5008	nan	0.4968	0.8699	0.9952
0.0092	23.2530	3860	0.0699	0.6014	0.8161	0.9848	nan	0.8401	0.8720	0.5986	nan	0.6834	0.9061	0.9967	0.5667	0.8019	0.5327	nan	0.4913	0.8223	0.9951
0.0095	23.3735	3880	0.0743	0.5968	0.8200	0.9845	nan	0.8407	0.8793	0.5795	nan	0.7111	0.9133	0.9962	0.5571	0.7912	0.5186	nan	0.4941	0.8217	0.9948
0.0234	23.4940	3900	0.0712	0.6153	0.8315	0.9854	nan	0.8400	0.9396	0.6099	nan	0.6890	0.9141	0.9964	0.5981	0.8306	0.5430	nan	0.5048	0.8362	0.9949
0.0147	23.6145	3920	0.0743	0.6034	0.8174	0.9847	nan	0.8238	0.8738	0.5751	nan	0.7183	0.9167	0.9966	0.5909	0.8139	0.5187	nan	0.4799	0.8257	0.9949
0.008	23.7349	3940	0.0680	0.6114	0.8350	0.9853	nan	0.8916	0.8893	0.6574	nan	0.6535	0.9223	0.9961	0.5866	0.8157	0.5698	nan	0.4883	0.8246	0.9948
0.0167	23.8554	3960	0.0675	0.6139	0.8325	0.9860	nan	0.8525	0.9035	0.7213	nan	0.5830	0.9383	0.9967	0.5858	0.8276	0.5979	nan	0.4597	0.8315	0.9951
0.0134	23.9759	3980	0.0695	0.6154	0.8380	0.9861	nan	0.8515	0.9174	0.6482	nan	0.6923	0.9223	0.9966	0.5982	0.8279	0.5632	nan	0.5009	0.8226	0.9951
0.0141	24.0964	4000	0.0649	0.6121	0.8292	0.9858	nan	0.8508	0.9359	0.6392	nan	0.6366	0.9159	0.9969	0.6075	0.8156	0.5507	nan	0.4901	0.8258	0.9952
0.0219	24.2169	4020	0.0682	0.6045	0.8197	0.9853	nan	0.8503	0.8856	0.6583	nan	0.6068	0.9201	0.9969	0.5613	0.8125	0.5601	nan	0.4723	0.8301	0.9952
0.0108	24.3373	4040	0.0730	0.6004	0.8203	0.9845	nan	0.8615	0.8802	0.5953	nan	0.6699	0.9186	0.9963	0.5480	0.7995	0.5287	nan	0.5004	0.8314	0.9949
0.0114	24.4578	4060	0.0701	0.6172	0.8328	0.9858	nan	0.8098	0.9115	0.6507	nan	0.6855	0.9426	0.9966	0.6074	0.8214	0.5627	nan	0.4881	0.8457	0.9951
0.0118	24.5783	4080	0.0693	0.6135	0.8355	0.9858	nan	0.8488	0.9190	0.6293	nan	0.7021	0.9174	0.9965	0.5824	0.8141	0.5558	nan	0.5106	0.8362	0.9950
0.0112	24.6988	4100	0.0737	0.6004	0.8146	0.9848	nan	0.8472	0.8788	0.5739	nan	0.6873	0.9032	0.9970	0.5417	0.8019	0.5159	nan	0.5058	0.8422	0.9952
0.0152	24.8193	4120	0.0702	0.6070	0.8227	0.9853	nan	0.8425	0.8786	0.6228	nan	0.6850	0.9106	0.9967	0.5473	0.8070	0.5539	nan	0.5136	0.8324	0.9952
0.0077	24.9398	4140	0.0725	0.6095	0.8265	0.9855	nan	0.8425	0.9001	0.6245	nan	0.6754	0.9198	0.9968	0.5593	0.8150	0.5560	nan	0.5119	0.8292	0.9952
0.0088	25.0602	4160	0.0784	0.5900	0.8050	0.9838	nan	0.8174	0.9030	0.5050	nan	0.7060	0.9017	0.9967	0.5645	0.8049	0.4576	nan	0.4702	0.8379	0.9951
0.011	25.1807	4180	0.0737	0.5950	0.8046	0.9841	nan	0.8373	0.8854	0.5459	nan	0.6782	0.8842	0.9968	0.5553	0.8107	0.4867	nan	0.4817	0.8357	0.9952
0.0158	25.3012	4200	0.0719	0.6112	0.8329	0.9853	nan	0.8502	0.8971	0.6355	nan	0.7173	0.9012	0.9960	0.5588	0.8159	0.5574	nan	0.5097	0.8415	0.9948
0.0147	25.4217	4220	0.0785	0.5925	0.8122	0.9845	nan	0.8655	0.9040	0.5264	nan	0.6795	0.9005	0.9971	0.5536	0.7925	0.4797	nan	0.4829	0.8436	0.9952
0.0064	25.5422	4240	0.0772	0.5919	0.8022	0.9838	nan	0.8409	0.8872	0.4943	nan	0.6894	0.9044	0.9970	0.5663	0.8036	0.4483	nan	0.4754	0.8542	0.9953
0.0101	25.6627	4260	0.0684	0.6139	0.8283	0.9855	nan	0.8347	0.8873	0.6426	nan	0.6913	0.9175	0.9965	0.5759	0.8185	0.5652	nan	0.5059	0.8363	0.9951
0.0104	25.7831	4280	0.0704	0.6041	0.8252	0.9852	nan	0.8712	0.9026	0.6279	nan	0.6402	0.9129	0.9966	0.5588	0.8030	0.5485	nan	0.4882	0.8353	0.9951
0.0205	25.9036	4300	0.0660	0.6126	0.8223	0.9851	nan	0.8404	0.8904	0.6456	nan	0.6382	0.9228	0.9966	0.5942	0.8094	0.5627	nan	0.4796	0.8475	0.9949
0.0198	26.0241	4320	0.0680	0.6054	0.8215	0.9853	nan	0.8662	0.9030	0.6199	nan	0.6269	0.9161	0.9969	0.5730	0.8132	0.5433	nan	0.4735	0.8396	0.9952
0.0179	26.1446	4340	0.0688	0.6018	0.8042	0.9848	nan	0.8031	0.8162	0.6756	nan	0.6212	0.9123	0.9970	0.5721	0.7704	0.5560	nan	0.4635	0.8554	0.9952
0.0117	26.2651	4360	0.0686	0.6054	0.8200	0.9856	nan	0.8600	0.8872	0.6774	nan	0.5812	0.9173	0.9971	0.5634	0.8157	0.5723	nan	0.4537	0.8375	0.9953
0.0133	26.3855	4380	0.0753	0.5956	0.8130	0.9840	nan	0.8580	0.8419	0.5784	nan	0.6912	0.9121	0.9963	0.5458	0.7782	0.5097	nan	0.4841	0.8564	0.9949
0.0126	26.5060	4400	0.0721	0.6135	0.8255	0.9854	nan	0.8440	0.9029	0.5936	nan	0.7009	0.9150	0.9969	0.5995	0.8157	0.5283	nan	0.5050	0.8508	0.9952
0.0181	26.6265	4420	0.0770	0.6017	0.8211	0.9847	nan	0.8428	0.9234	0.5417	nan	0.7227	0.8998	0.9965	0.5773	0.8076	0.4853	nan	0.4952	0.8514	0.9951
0.0068	26.7470	4440	0.0783	0.6024	0.8074	0.9842	nan	0.8563	0.8287	0.6100	nan	0.6495	0.9033	0.9966	0.5453	0.7748	0.5359	nan	0.4972	0.8685	0.9950
0.0131	26.8675	4460	0.0701	0.6055	0.8202	0.9849	nan	0.8506	0.8623	0.6849	nan	0.5978	0.9296	0.9964	0.5534	0.7990	0.5781	nan	0.4637	0.8493	0.9950
0.0068	26.9880	4480	0.0743	0.6168	0.8342	0.9860	nan	0.8030	0.8827	0.6745	nan	0.6685	0.9801	0.9968	0.5731	0.8141	0.5851	nan	0.4875	0.8622	0.9952
0.0123	27.1084	4500	0.0759	0.6080	0.8292	0.9851	nan	0.8778	0.8936	0.5843	nan	0.6432	0.9796	0.9969	0.5536	0.8077	0.5307	nan	0.4904	0.8786	0.9952
0.0105	27.2289	4520	0.0716	0.6094	0.8276	0.9850	nan	0.8642	0.9167	0.6044	nan	0.6555	0.9282	0.9965	0.5797	0.8040	0.5391	nan	0.5009	0.8469	0.9950
0.0238	27.3494	4540	0.0744	0.5997	0.8145	0.9850	nan	0.8353	0.8958	0.5392	nan	0.7170	0.9025	0.9973	0.5687	0.7984	0.4890	nan	0.5024	0.8442	0.9954
0.0326	27.4699	4560	0.0800	0.5946	0.8099	0.9841	nan	0.8427	0.8595	0.5449	nan	0.7189	0.8966	0.9965	0.5395	0.7857	0.4855	nan	0.4869	0.8697	0.9951
0.0226	27.5904	4580	0.0733	0.6080	0.8187	0.9852	nan	0.8315	0.8812	0.6029	nan	0.6784	0.9212	0.9970	0.5631	0.8003	0.5321	nan	0.4899	0.8753	0.9954
0.0144	27.7108	4600	0.0708	0.6110	0.8255	0.9852	nan	0.8376	0.8803	0.6470	nan	0.6441	0.9475	0.9966	0.5600	0.8063	0.5632	nan	0.4870	0.8651	0.9952
0.0066	27.8313	4620	0.0792	0.5966	0.8029	0.9836	nan	0.8621	0.8676	0.5502	nan	0.6276	0.9135	0.9967	0.5424	0.7920	0.4956	nan	0.4877	0.8635	0.9952
0.0127	27.9518	4640	0.0746	0.6061	0.8309	0.9851	nan	0.8218	0.9116	0.5743	nan	0.7112	0.9704	0.9965	0.5640	0.8149	0.5203	nan	0.4902	0.8586	0.9951
0.021	28.0723	4660	0.0774	0.5999	0.8173	0.9846	nan	0.8165	0.9178	0.5097	nan	0.6993	0.9632	0.9971	0.5709	0.8144	0.4704	nan	0.4836	0.8646	0.9953
0.01	28.1928	4680	0.0803	0.5963	0.8149	0.9846	nan	0.8472	0.8961	0.5168	nan	0.7070	0.9251	0.9971	0.5502	0.8095	0.4700	nan	0.4876	0.8610	0.9954
0.0088	28.3133	4700	0.0790	0.6071	0.8187	0.9849	nan	0.8362	0.8997	0.5621	nan	0.7137	0.9035	0.9967	0.5630	0.8178	0.4993	nan	0.4935	0.8810	0.9953
0.009	28.4337	4720	0.0766	0.5972	0.8073	0.9840	nan	0.8349	0.8962	0.5027	nan	0.6972	0.9158	0.9969	0.5671	0.8062	0.4544	nan	0.4795	0.8777	0.9953
0.0111	28.5542	4740	0.0701	0.6174	0.8308	0.9857	nan	0.8526	0.9226	0.6566	nan	0.6185	0.9377	0.9967	0.5843	0.8304	0.5675	nan	0.4873	0.8573	0.9952
0.012	28.6747	4760	0.0700	0.6119	0.8257	0.9852	nan	0.8590	0.9151	0.6306	nan	0.6183	0.9342	0.9967	0.5584	0.8188	0.5520	nan	0.4880	0.8709	0.9951
0.0178	28.7952	4780	0.0709	0.6113	0.8207	0.9853	nan	0.8161	0.9415	0.6526	nan	0.6375	0.8799	0.9964	0.5691	0.8080	0.5565	nan	0.5041	0.8462	0.9951
0.0109	28.9157	4800	0.0723	0.6073	0.8226	0.9854	nan	0.8170	0.9299	0.6153	nan	0.6948	0.8817	0.9967	0.5566	0.8027	0.5376	nan	0.5187	0.8406	0.9952
0.008	29.0361	4820	0.0718	0.6075	0.8218	0.9857	nan	0.8033	0.9174	0.5945	nan	0.7043	0.9139	0.9972	0.5536	0.8188	0.5281	nan	0.5156	0.8408	0.9954
0.0088	29.1566	4840	0.0723	0.6006	0.8057	0.9844	nan	0.7824	0.8561	0.6198	nan	0.6622	0.9172	0.9967	0.5257	0.7973	0.5402	nan	0.4945	0.8512	0.9952
0.0176	29.2771	4860	0.0720	0.6091	0.8223	0.9857	nan	0.8056	0.8610	0.6511	nan	0.6759	0.9433	0.9971	0.5341	0.8044	0.5756	nan	0.5003	0.8542	0.9953
0.0131	29.3976	4880	0.0764	0.6036	0.8268	0.9848	nan	0.8249	0.8945	0.5501	nan	0.7154	0.9790	0.9966	0.5525	0.8156	0.5054	nan	0.4862	0.8708	0.9951
0.011	29.5181	4900	0.0827	0.5849	0.7976	0.9838	nan	0.8483	0.8424	0.5202	nan	0.7020	0.8755	0.9971	0.5270	0.7746	0.4664	nan	0.4846	0.8466	0.9953
0.0152	29.6386	4920	0.0779	0.5861	0.8015	0.9841	nan	0.8830	0.8257	0.5495	nan	0.6741	0.8795	0.9971	0.5273	0.7649	0.4873	nan	0.4904	0.8373	0.9953
0.0141	29.7590	4940	0.0786	0.5972	0.8142	0.9843	nan	0.8460	0.8698	0.5133	nan	0.7299	0.9295	0.9969	0.5718	0.7923	0.4670	nan	0.4850	0.8692	0.9950
0.0141	29.8795	4960	0.0778	0.6000	0.8218	0.9846	nan	0.8514	0.9052	0.5262	nan	0.7123	0.9387	0.9967	0.5639	0.8070	0.4800	nan	0.4836	0.8704	0.9952
0.0074	30.0	4980	0.0771	0.6085	0.8272	0.9851	nan	0.8314	0.9019	0.5608	nan	0.6971	0.9749	0.9969	0.5595	0.8105	0.5152	nan	0.4894	0.8900	0.9952
0.0103	30.1205	5000	0.0765	0.6067	0.8206	0.9849	nan	0.8323	0.8803	0.5357	nan	0.7111	0.9668	0.9972	0.5591	0.8043	0.4945	nan	0.4896	0.9044	0.9953
0.0069	30.2410	5020	0.0691	0.6212	0.8271	0.9857	nan	0.8170	0.8841	0.6291	nan	0.6757	0.9598	0.9971	0.5785	0.8044	0.5672	nan	0.5078	0.8950	0.9953
0.0219	30.3614	5040	0.0714	0.6221	0.8350	0.9859	nan	0.8147	0.8925	0.6169	nan	0.7157	0.9732	0.9969	0.5796	0.8133	0.5623	nan	0.5103	0.8937	0.9952
0.0132	30.4819	5060	0.0720	0.6234	0.8355	0.9861	nan	0.8276	0.9173	0.6230	nan	0.6757	0.9722	0.9971	0.5732	0.8152	0.5708	nan	0.5137	0.8957	0.9952
0.0151	30.6024	5080	0.0705	0.6259	0.8446	0.9866	nan	0.8354	0.9200	0.6698	nan	0.6611	0.9845	0.9969	0.5814	0.8227	0.5948	nan	0.5037	0.8831	0.9953
0.0113	30.7229	5100	0.0699	0.6220	0.8319	0.9861	nan	0.7971	0.8919	0.6657	nan	0.6591	0.9807	0.9971	0.5780	0.8123	0.5827	nan	0.4932	0.8926	0.9954
0.0087	30.8434	5120	0.0693	0.6130	0.8225	0.9849	nan	0.7917	0.9082	0.6354	nan	0.6229	0.9804	0.9966	0.5634	0.8133	0.5470	nan	0.4822	0.8903	0.9951
0.0076	30.9639	5140	0.0714	0.6132	0.8217	0.9853	nan	0.8038	0.9098	0.6276	nan	0.6155	0.9763	0.9970	0.5631	0.8180	0.5464	nan	0.4829	0.8871	0.9953
0.0154	31.0843	5160	0.0725	0.6144	0.8240	0.9857	nan	0.7284	0.9119	0.6199	nan	0.7170	0.9700	0.9970	0.5498	0.8252	0.5456	nan	0.4989	0.8860	0.9953
0.0075	31.2048	5180	0.0735	0.6017	0.8036	0.9849	nan	0.8124	0.9003	0.6262	nan	0.6321	0.8534	0.9971	0.5533	0.8136	0.5254	nan	0.4877	0.8368	0.9954
0.0174	31.3253	5200	0.0739	0.5978	0.8022	0.9848	nan	0.8460	0.8588	0.6331	nan	0.6162	0.8617	0.9972	0.5260	0.7996	0.5408	nan	0.4772	0.8458	0.9954
0.0086	31.4458	5220	0.0723	0.6030	0.8067	0.9852	nan	0.8141	0.8690	0.6756	nan	0.5934	0.8907	0.9972	0.5363	0.8077	0.5590	nan	0.4703	0.8523	0.9953
0.0064	31.5663	5240	0.0704	0.6105	0.8193	0.9860	nan	0.8162	0.8846	0.6622	nan	0.6492	0.9059	0.9974	0.5528	0.8186	0.5586	nan	0.4948	0.8530	0.9954
0.0102	31.6867	5260	0.0677	0.6133	0.8189	0.9858	nan	0.8050	0.8879	0.6869	nan	0.6300	0.9066	0.9970	0.5785	0.8196	0.5655	nan	0.4890	0.8449	0.9953
0.009	31.8072	5280	0.0709	0.6119	0.8254	0.9860	nan	0.8649	0.9042	0.6824	nan	0.5954	0.9081	0.9971	0.5741	0.8151	0.5733	nan	0.4740	0.8513	0.9954
0.0099	31.9277	5300	0.0705	0.6090	0.8190	0.9855	nan	0.8615	0.9024	0.6412	nan	0.6252	0.8869	0.9970	0.5804	0.8107	0.5495	nan	0.4787	0.8484	0.9953
0.0181	32.0482	5320	0.0737	0.6098	0.8124	0.9855	nan	0.7832	0.8814	0.6350	nan	0.6977	0.8798	0.9971	0.5601	0.8145	0.5459	nan	0.4947	0.8583	0.9954
0.009	32.1687	5340	0.0724	0.6115	0.8207	0.9856	nan	0.7944	0.9136	0.6393	nan	0.6960	0.8843	0.9967	0.5818	0.8200	0.5497	nan	0.4901	0.8435	0.9952
0.0083	32.2892	5360	0.0762	0.6059	0.8108	0.9853	nan	0.8402	0.9010	0.5886	nan	0.6418	0.8957	0.9976	0.5770	0.8111	0.5268	nan	0.4955	0.8353	0.9954
0.0149	32.4096	5380	0.0749	0.6032	0.8172	0.9850	nan	0.8570	0.9009	0.6029	nan	0.6251	0.9202	0.9970	0.5558	0.8074	0.5345	nan	0.4814	0.8480	0.9952
0.0081	32.5301	5400	0.0745	0.6106	0.8280	0.9856	nan	0.8382	0.9074	0.6365	nan	0.6656	0.9236	0.9967	0.5820	0.8145	0.5474	nan	0.4888	0.8461	0.9952
0.0089	32.6506	5420	0.0743	0.6026	0.8043	0.9848	nan	0.7824	0.8532	0.6128	nan	0.6862	0.8940	0.9972	0.5638	0.7906	0.5316	nan	0.4923	0.8444	0.9953
0.0228	32.7711	5440	0.0709	0.6089	0.8172	0.9853	nan	0.7978	0.8899	0.6368	nan	0.6852	0.8969	0.9968	0.5712	0.8137	0.5475	nan	0.4914	0.8435	0.9953
0.0155	32.8916	5460	0.0727	0.6042	0.8138	0.9852	nan	0.8073	0.8601	0.5994	nan	0.7024	0.9165	0.9972	0.5516	0.7920	0.5353	nan	0.5041	0.8513	0.9953
0.0105	33.0120	5480	0.0742	0.6038	0.8163	0.9850	nan	0.8621	0.8549	0.6312	nan	0.6593	0.8934	0.9967	0.5594	0.7867	0.5432	nan	0.4984	0.8439	0.9953
0.0119	33.1325	5500	0.0716	0.6097	0.8165	0.9855	nan	0.8253	0.8724	0.6591	nan	0.6404	0.9046	0.9971	0.5766	0.8023	0.5549	nan	0.4838	0.8550	0.9953
0.0116	33.2530	5520	0.0687	0.6182	0.8256	0.9858	nan	0.8075	0.9161	0.6504	nan	0.6548	0.9275	0.9970	0.6014	0.8200	0.5553	nan	0.4907	0.8645	0.9952
0.0117	33.3735	5540	0.0726	0.6177	0.8306	0.9858	nan	0.8217	0.9187	0.5946	nan	0.6848	0.9664	0.9972	0.5922	0.8036	0.5350	nan	0.5139	0.8840	0.9953
0.0192	33.4940	5560	0.0749	0.6018	0.8082	0.9847	nan	0.8027	0.8527	0.6274	nan	0.6632	0.9061	0.9969	0.5457	0.7905	0.5398	nan	0.4950	0.8465	0.9953
0.0106	33.6145	5580	0.0710	0.6044	0.8147	0.9850	nan	0.8199	0.8483	0.6229	nan	0.6670	0.9330	0.9970	0.5521	0.7861	0.5439	nan	0.4970	0.8566	0.9952
0.0121	33.7349	5600	0.0711	0.6058	0.8142	0.9853	nan	0.8250	0.8752	0.6273	nan	0.6659	0.8946	0.9971	0.5655	0.7981	0.5433	nan	0.5037	0.8350	0.9953
0.0064	33.8554	5620	0.0730	0.6076	0.8109	0.9851	nan	0.8013	0.8748	0.6807	nan	0.6286	0.8832	0.9967	0.5617	0.8008	0.5587	nan	0.4838	0.8529	0.9953
0.0079	33.9759	5640	0.0720	0.6147	0.8317	0.9859	nan	0.8206	0.8954	0.6559	nan	0.6310	0.9899	0.9971	0.5709	0.8114	0.5694	nan	0.4929	0.8630	0.9953
0.0098	34.0964	5660	0.0724	0.6113	0.8318	0.9862	nan	0.8093	0.9103	0.6390	nan	0.6481	0.9867	0.9974	0.5812	0.8128	0.5606	nan	0.4987	0.8300	0.9954
0.013	34.2169	5680	0.0741	0.6078	0.8096	0.9855	nan	0.8049	0.8648	0.7020	nan	0.6084	0.8807	0.9971	0.5536	0.7994	0.5690	nan	0.4760	0.8614	0.9953
0.0184	34.3373	5700	0.0731	0.6032	0.8034	0.9848	nan	0.8103	0.8573	0.6915	nan	0.5755	0.8889	0.9969	0.5427	0.7898	0.5625	nan	0.4652	0.8671	0.9953
0.015	34.4578	5720	0.0734	0.6117	0.8158	0.9852	nan	0.8358	0.8982	0.6785	nan	0.6040	0.8819	0.9966	0.5633	0.8198	0.5689	nan	0.4713	0.8633	0.9952
0.0047	34.5783	5740	0.0768	0.6102	0.8150	0.9856	nan	0.8246	0.8678	0.6919	nan	0.6152	0.8932	0.9971	0.5545	0.8002	0.5779	nan	0.4760	0.8678	0.9953
0.0114	34.6988	5760	0.0722	0.6119	0.8227	0.9856	nan	0.8363	0.8672	0.6821	nan	0.6098	0.9438	0.9970	0.5490	0.7974	0.5796	nan	0.4760	0.8863	0.9953
0.0096	34.8193	5780	0.0757	0.6146	0.8285	0.9857	nan	0.8551	0.8894	0.6250	nan	0.6529	0.9514	0.9971	0.5426	0.8159	0.5622	nan	0.5001	0.8862	0.9954
0.0163	34.9398	5800	0.0713	0.6200	0.8320	0.9857	nan	0.8419	0.9001	0.6472	nan	0.6504	0.9559	0.9968	0.5583	0.8219	0.5751	nan	0.5001	0.8890	0.9953
0.0095	35.0602	5820	0.0737	0.6145	0.8187	0.9853	nan	0.8292	0.8685	0.6308	nan	0.6428	0.9439	0.9972	0.5435	0.8045	0.5660	nan	0.4999	0.8926	0.9953
0.0159	35.1807	5840	0.0773	0.6082	0.8177	0.9853	nan	0.8289	0.8573	0.6005	nan	0.6737	0.9484	0.9973	0.5319	0.7950	0.5455	nan	0.5004	0.8896	0.9953
0.0119	35.3012	5860	0.0770	0.6130	0.8139	0.9849	nan	0.7838	0.8838	0.5944	nan	0.7038	0.9205	0.9969	0.5821	0.8117	0.5307	nan	0.4886	0.8824	0.9952
0.008	35.4217	5880	0.0773	0.6057	0.8183	0.9850	nan	0.8488	0.9186	0.5933	nan	0.6356	0.9166	0.9970	0.5602	0.8227	0.5263	nan	0.4799	0.8559	0.9954
0.0093	35.5422	5900	0.0791	0.6066	0.8178	0.9850	nan	0.8576	0.9178	0.6076	nan	0.6053	0.9216	0.9970	0.5622	0.8286	0.5338	nan	0.4660	0.8603	0.9953
0.0106	35.6627	5920	0.0742	0.6165	0.8238	0.9857	nan	0.8446	0.8913	0.6668	nan	0.5928	0.9500	0.9971	0.5747	0.8209	0.5734	nan	0.4720	0.8793	0.9953
0.0121	35.7831	5940	0.0719	0.6087	0.8130	0.9853	nan	0.8203	0.8621	0.6491	nan	0.6270	0.9225	0.9973	0.5568	0.8037	0.5574	nan	0.4757	0.8720	0.9953
0.0123	35.9036	5960	0.0732	0.6076	0.8108	0.9852	nan	0.8276	0.8737	0.6355	nan	0.6237	0.9068	0.9973	0.5632	0.8069	0.5459	nan	0.4741	0.8676	0.9953
0.0108	36.0241	5980	0.0740	0.6118	0.8186	0.9857	nan	0.8150	0.8889	0.6758	nan	0.6325	0.9024	0.9970	0.5659	0.8162	0.5688	nan	0.4760	0.8600	0.9954
0.0149	36.1446	6000	0.0745	0.6095	0.8142	0.9852	nan	0.8134	0.8774	0.6588	nan	0.6272	0.9111	0.9969	0.5594	0.8090	0.5601	nan	0.4729	0.8701	0.9953
0.0091	36.2651	6020	0.0739	0.6132	0.8196	0.9853	nan	0.8308	0.8950	0.6508	nan	0.6160	0.9280	0.9969	0.5652	0.8201	0.5575	nan	0.4709	0.8830	0.9953
0.007	36.3855	6040	0.0772	0.6138	0.8196	0.9852	nan	0.8339	0.8943	0.6039	nan	0.6680	0.9204	0.9970	0.5657	0.8147	0.5378	nan	0.5013	0.8821	0.9953
0.0088	36.5060	6060	0.0759	0.6108	0.8176	0.9851	nan	0.8346	0.8962	0.5861	nan	0.6791	0.9124	0.9970	0.5659	0.8126	0.5241	nan	0.5056	0.8720	0.9953
0.0069	36.6265	6080	0.0761	0.6095	0.8145	0.9851	nan	0.8222	0.8798	0.6066	nan	0.6757	0.9059	0.9970	0.5595	0.8092	0.5363	nan	0.5031	0.8627	0.9953
0.0128	36.7470	6100	0.0734	0.6101	0.8146	0.9852	nan	0.8242	0.8806	0.6171	nan	0.6807	0.8878	0.9970	0.5616	0.8123	0.5427	nan	0.5044	0.8545	0.9953
0.0067	36.8675	6120	0.0770	0.6095	0.8166	0.9853	nan	0.8311	0.8938	0.5873	nan	0.7002	0.8899	0.9971	0.5698	0.8186	0.5228	nan	0.5035	0.8564	0.9954
0.0084	36.9880	6140	0.0761	0.6099	0.8183	0.9853	nan	0.8337	0.8956	0.5883	nan	0.7049	0.8904	0.9970	0.5735	0.8209	0.5224	nan	0.5011	0.8561	0.9954
0.0081	37.1084	6160	0.0786	0.6088	0.8192	0.9851	nan	0.8319	0.8991	0.5689	nan	0.7101	0.9086	0.9969	0.5752	0.8193	0.5088	nan	0.4975	0.8651	0.9953
0.0096	37.2289	6180	0.0750	0.6148	0.8216	0.9855	nan	0.8297	0.9053	0.6126	nan	0.6744	0.9108	0.9970	0.5813	0.8260	0.5382	nan	0.4923	0.8703	0.9953
0.0097	37.3494	6200	0.0724	0.6158	0.8235	0.9856	nan	0.8344	0.9098	0.6131	nan	0.6638	0.9225	0.9971	0.5810	0.8252	0.5389	nan	0.4937	0.8767	0.9953
0.0213	37.4699	6220	0.0737	0.6189	0.8308	0.9859	nan	0.8338	0.9055	0.6083	nan	0.6945	0.9457	0.9971	0.5747	0.8217	0.5451	nan	0.5062	0.8891	0.9953
0.01	37.5904	6240	0.0763	0.6096	0.8110	0.9847	nan	0.8554	0.8649	0.6188	nan	0.6119	0.9178	0.9970	0.5716	0.8053	0.5360	nan	0.4874	0.8720	0.9952
0.0126	37.7108	6260	0.0809	0.6024	0.8063	0.9841	nan	0.8599	0.8674	0.5518	nan	0.6643	0.8976	0.9969	0.5661	0.7981	0.4922	nan	0.5046	0.8606	0.9952
0.016	37.8313	6280	0.0773	0.6132	0.8227	0.9856	nan	0.8601	0.8847	0.6112	nan	0.6666	0.9163	0.9972	0.5694	0.8094	0.5422	nan	0.5034	0.8726	0.9953
0.0117	37.9518	6300	0.0754	0.6155	0.8276	0.9856	nan	0.8644	0.8806	0.6533	nan	0.6383	0.9323	0.9968	0.5641	0.8101	0.5629	nan	0.4918	0.8841	0.9953
0.0061	38.0723	6320	0.0756	0.6119	0.8233	0.9854	nan	0.8659	0.8495	0.6126	nan	0.6615	0.9530	0.9972	0.5546	0.7866	0.5453	nan	0.4998	0.9018	0.9953
0.0117	38.1928	6340	0.0754	0.6149	0.8248	0.9856	nan	0.8503	0.8415	0.6487	nan	0.6484	0.9625	0.9971	0.5586	0.7857	0.5675	nan	0.4929	0.9041	0.9953
0.0095	38.3133	6360	0.0724	0.6178	0.8244	0.9855	nan	0.8548	0.8522	0.6539	nan	0.6244	0.9643	0.9971	0.5699	0.7929	0.5693	nan	0.4926	0.9047	0.9953
0.0163	38.4337	6380	0.0754	0.6139	0.8208	0.9849	nan	0.8623	0.8670	0.6160	nan	0.6290	0.9538	0.9968	0.5697	0.7985	0.5405	nan	0.4938	0.8995	0.9952
0.0121	38.5542	6400	0.0751	0.6222	0.8313	0.9859	nan	0.8503	0.9055	0.6337	nan	0.6448	0.9562	0.9972	0.5795	0.8238	0.5582	nan	0.4991	0.8997	0.9953
0.0058	38.6747	6420	0.0743	0.6225	0.8328	0.9861	nan	0.8487	0.9135	0.6468	nan	0.6593	0.9314	0.9970	0.5805	0.8283	0.5655	nan	0.5041	0.8837	0.9954
0.0127	38.7952	6440	0.0745	0.6213	0.8318	0.9861	nan	0.8569	0.9168	0.6619	nan	0.6227	0.9358	0.9970	0.5785	0.8282	0.5701	nan	0.4910	0.8862	0.9954
0.0151	38.9157	6460	0.0745	0.6184	0.8234	0.9858	nan	0.8575	0.9135	0.6453	nan	0.6092	0.9175	0.9973	0.5883	0.8306	0.5559	nan	0.4863	0.8722	0.9954
0.0081	39.0361	6480	0.0757	0.6231	0.8363	0.9860	nan	0.8508	0.9080	0.6548	nan	0.6255	0.9815	0.9970	0.5858	0.8264	0.5706	nan	0.4900	0.8939	0.9953
0.0063	39.1566	6500	0.0706	0.6259	0.8386	0.9865	nan	0.8465	0.9017	0.6726	nan	0.6286	0.9850	0.9972	0.5917	0.8253	0.5834	nan	0.4924	0.8930	0.9955
0.0113	39.2771	6520	0.0748	0.6153	0.8239	0.9852	nan	0.8497	0.8790	0.5922	nan	0.6808	0.9444	0.9970	0.5704	0.8098	0.5344	nan	0.5129	0.8842	0.9953
0.0139	39.3976	6540	0.0789	0.6037	0.8124	0.9848	nan	0.8533	0.8678	0.5822	nan	0.6853	0.8890	0.9970	0.5563	0.7966	0.5204	nan	0.5160	0.8415	0.9953
0.0106	39.5181	6560	0.0789	0.6049	0.8153	0.9849	nan	0.8351	0.8868	0.5569	nan	0.7093	0.9070	0.9970	0.5735	0.8058	0.5012	nan	0.5035	0.8548	0.9953
0.0106	39.6386	6580	0.0745	0.6210	0.8332	0.9860	nan	0.8396	0.8924	0.6106	nan	0.6807	0.9784	0.9973	0.5740	0.8110	0.5581	nan	0.5168	0.8916	0.9954
0.0097	39.7590	6600	0.0745	0.6230	0.8413	0.9864	nan	0.8490	0.8962	0.6488	nan	0.6727	0.9844	0.9970	0.5701	0.8164	0.5786	nan	0.5200	0.8803	0.9953
0.0115	39.8795	6620	0.0708	0.6243	0.8385	0.9864	nan	0.8492	0.9013	0.6755	nan	0.6262	0.9816	0.9971	0.5840	0.8224	0.5881	nan	0.4954	0.8851	0.9953
0.0194	40.0	6640	0.0703	0.6242	0.8313	0.9861	nan	0.8532	0.9001	0.6313	nan	0.6742	0.9316	0.9971	0.5834	0.8229	0.5635	nan	0.5258	0.8788	0.9953
0.0106	40.1205	6660	0.0751	0.6155	0.8264	0.9855	nan	0.8588	0.8998	0.5972	nan	0.6905	0.9153	0.9969	0.5737	0.8189	0.5337	nan	0.5184	0.8683	0.9952
0.0423	40.2410	6680	0.0753	0.6148	0.8261	0.9853	nan	0.8515	0.9027	0.5719	nan	0.6900	0.9433	0.9971	0.5795	0.8167	0.5185	nan	0.5112	0.8826	0.9952
0.0074	40.3614	6700	0.0760	0.6182	0.8225	0.9854	nan	0.8388	0.8945	0.5965	nan	0.6819	0.9260	0.9971	0.5897	0.8195	0.5348	nan	0.5120	0.8762	0.9953
0.0138	40.4819	6720	0.0750	0.6246	0.8360	0.9859	nan	0.8418	0.9087	0.6240	nan	0.6933	0.9513	0.9968	0.5932	0.8253	0.5602	nan	0.5184	0.8798	0.9952
0.0093	40.6024	6740	0.0733	0.6253	0.8412	0.9864	nan	0.8591	0.9101	0.6449	nan	0.6654	0.9710	0.9970	0.5856	0.8237	0.5732	nan	0.5098	0.8892	0.9954
0.0086	40.7229	6760	0.0780	0.6165	0.8336	0.9857	nan	0.8616	0.9121	0.5820	nan	0.6966	0.9524	0.9970	0.5784	0.8217	0.5307	nan	0.5088	0.8805	0.9953
0.0117	40.8434	6780	0.0791	0.6166	0.8315	0.9856	nan	0.8614	0.8893	0.5724	nan	0.6974	0.9716	0.9971	0.5804	0.8147	0.5269	nan	0.5061	0.8925	0.9954
0.015	40.9639	6800	0.0765	0.6112	0.8196	0.9853	nan	0.8512	0.8577	0.5864	nan	0.6969	0.9280	0.9973	0.5686	0.8007	0.5309	nan	0.5100	0.8728	0.9954
0.011	41.0843	6820	0.0749	0.6229	0.8396	0.9858	nan	0.8595	0.8982	0.6137	nan	0.6880	0.9813	0.9968	0.5800	0.8195	0.5600	nan	0.5149	0.8908	0.9953
0.0081	41.2048	6840	0.0772	0.6155	0.8301	0.9855	nan	0.8531	0.8966	0.5697	nan	0.6894	0.9747	0.9972	0.5705	0.8148	0.5230	nan	0.5080	0.8971	0.9954
0.0101	41.3253	6860	0.0788	0.6059	0.8138	0.9851	nan	0.8387	0.8895	0.5593	nan	0.6996	0.8983	0.9973	0.5672	0.8106	0.5039	nan	0.5049	0.8594	0.9954
0.0073	41.4458	6880	0.0758	0.6174	0.8248	0.9858	nan	0.8427	0.9116	0.6365	nan	0.6742	0.8868	0.9969	0.5769	0.8242	0.5581	nan	0.5143	0.8532	0.9953
0.0081	41.5663	6900	0.0760	0.6162	0.8212	0.9858	nan	0.8447	0.8942	0.6480	nan	0.6573	0.8861	0.9971	0.5723	0.8185	0.5654	nan	0.5115	0.8507	0.9953
0.0106	41.6867	6920	0.0745	0.6168	0.8221	0.9859	nan	0.8382	0.8859	0.6389	nan	0.6728	0.8997	0.9972	0.5732	0.8121	0.5640	nan	0.5170	0.8560	0.9953
0.014	41.8072	6940	0.0752	0.6177	0.8246	0.9858	nan	0.8366	0.8854	0.6454	nan	0.6698	0.9132	0.9971	0.5754	0.8136	0.5670	nan	0.5109	0.8615	0.9953
0.0059	41.9277	6960	0.0758	0.6185	0.8194	0.9860	nan	0.8211	0.8836	0.6579	nan	0.6382	0.9180	0.9975	0.5813	0.8172	0.5708	nan	0.4955	0.8694	0.9954
0.0112	42.0482	6980	0.0733	0.6197	0.8250	0.9858	nan	0.8328	0.9012	0.6554	nan	0.6487	0.9153	0.9969	0.5821	0.8236	0.5683	nan	0.5008	0.8675	0.9953
0.0094	42.1687	7000	0.0767	0.6187	0.8261	0.9861	nan	0.8355	0.9075	0.6297	nan	0.7010	0.8856	0.9971	0.5811	0.8267	0.5579	nan	0.5245	0.8451	0.9954
0.0109	42.2892	7020	0.0784	0.6137	0.8244	0.9860	nan	0.8447	0.9014	0.6009	nan	0.7183	0.8839	0.9973	0.5780	0.8245	0.5352	nan	0.5191	0.8436	0.9955
0.0092	42.4096	7040	0.0783	0.6143	0.8272	0.9858	nan	0.8472	0.8961	0.6219	nan	0.7153	0.8856	0.9969	0.5731	0.8181	0.5494	nan	0.5214	0.8426	0.9953
0.0126	42.5301	7060	0.0788	0.6143	0.8268	0.9856	nan	0.8419	0.9002	0.6055	nan	0.7167	0.8996	0.9968	0.5715	0.8209	0.5409	nan	0.5166	0.8553	0.9953
0.008	42.6506	7080	0.0756	0.6182	0.8269	0.9860	nan	0.8499	0.8861	0.6251	nan	0.6950	0.9082	0.9972	0.5695	0.8154	0.5583	nan	0.5246	0.8640	0.9954
0.0126	42.7711	7100	0.0733	0.6221	0.8312	0.9860	nan	0.8505	0.8942	0.6488	nan	0.6722	0.9243	0.9969	0.5744	0.8198	0.5729	nan	0.5177	0.8745	0.9953
0.0089	42.8916	7120	0.0733	0.6240	0.8327	0.9863	nan	0.8533	0.8979	0.6374	nan	0.6731	0.9372	0.9973	0.5744	0.8216	0.5704	nan	0.5222	0.8842	0.9954
0.0098	43.0120	7140	0.0731	0.6221	0.8292	0.9861	nan	0.8184	0.8890	0.6351	nan	0.7045	0.9312	0.9972	0.5819	0.8191	0.5630	nan	0.5148	0.8805	0.9954
0.0073	43.1325	7160	0.0735	0.6231	0.8293	0.9862	nan	0.8229	0.8870	0.6430	nan	0.6957	0.9297	0.9972	0.5802	0.8168	0.5705	nan	0.5181	0.8809	0.9954
0.0097	43.2530	7180	0.0739	0.6251	0.8341	0.9861	nan	0.8260	0.9001	0.6452	nan	0.6919	0.9443	0.9969	0.5862	0.8198	0.5722	nan	0.5155	0.8867	0.9953
0.01	43.3735	7200	0.0738	0.6215	0.8323	0.9860	nan	0.8348	0.8954	0.6322	nan	0.6888	0.9456	0.9970	0.5737	0.8155	0.5649	nan	0.5177	0.8831	0.9954
0.009	43.4940	7220	0.0748	0.6209	0.8301	0.9859	nan	0.8301	0.8947	0.6157	nan	0.6974	0.9453	0.9971	0.5767	0.8177	0.5565	nan	0.5165	0.8837	0.9954
0.0131	43.6145	7240	0.0788	0.6090	0.8223	0.9853	nan	0.8357	0.8882	0.5640	nan	0.7114	0.9374	0.9971	0.5671	0.8114	0.5100	nan	0.4976	0.8816	0.9954
0.0077	43.7349	7260	0.0773	0.6120	0.8235	0.9853	nan	0.8433	0.8868	0.5883	nan	0.6982	0.9272	0.9970	0.5643	0.8107	0.5290	nan	0.5100	0.8750	0.9954
0.0109	43.8554	7280	0.0754	0.6201	0.8280	0.9859	nan	0.8181	0.8976	0.6205	nan	0.6999	0.9348	0.9971	0.5851	0.8221	0.5503	nan	0.5074	0.8806	0.9954
0.0108	43.9759	7300	0.0751	0.6176	0.8306	0.9860	nan	0.8288	0.8987	0.6162	nan	0.7045	0.9385	0.9971	0.5754	0.8202	0.5469	nan	0.5108	0.8746	0.9954
0.013	44.0964	7320	0.0772	0.6098	0.8214	0.9855	nan	0.8429	0.9021	0.5564	nan	0.6966	0.9329	0.9975	0.5725	0.8186	0.5049	nan	0.5027	0.8745	0.9955
0.006	44.2169	7340	0.0795	0.6080	0.8209	0.9853	nan	0.8450	0.8978	0.5656	nan	0.7033	0.9165	0.9971	0.5681	0.8151	0.5089	nan	0.5057	0.8628	0.9954
0.0161	44.3373	7360	0.0764	0.6135	0.8229	0.9856	nan	0.8214	0.8966	0.5887	nan	0.7064	0.9269	0.9973	0.5749	0.8207	0.5259	nan	0.5099	0.8679	0.9954
0.0065	44.4578	7380	0.0772	0.6134	0.8261	0.9856	nan	0.8390	0.9048	0.5841	nan	0.6896	0.9417	0.9972	0.5715	0.8176	0.5272	nan	0.5073	0.8751	0.9954
0.0116	44.5783	7400	0.0794	0.6121	0.8238	0.9854	nan	0.8430	0.9053	0.5780	nan	0.6862	0.9332	0.9972	0.5697	0.8171	0.5219	nan	0.5073	0.8736	0.9954
0.0062	44.6988	7420	0.0786	0.6159	0.8286	0.9858	nan	0.8453	0.9041	0.6039	nan	0.6786	0.9425	0.9972	0.5674	0.8173	0.5423	nan	0.5096	0.8790	0.9955
0.0067	44.8193	7440	0.0727	0.6199	0.8295	0.9861	nan	0.8396	0.8963	0.6514	nan	0.6545	0.9379	0.9972	0.5722	0.8205	0.5697	nan	0.5066	0.8751	0.9955
0.0155	44.9398	7460	0.0753	0.6196	0.8312	0.9860	nan	0.8435	0.8978	0.6588	nan	0.6523	0.9376	0.9970	0.5713	0.8209	0.5726	nan	0.5045	0.8724	0.9954
0.0085	45.0602	7480	0.0764	0.6204	0.8316	0.9861	nan	0.8513	0.9007	0.6533	nan	0.6505	0.9371	0.9971	0.5772	0.8219	0.5707	nan	0.5068	0.8706	0.9954
0.0132	45.1807	7500	0.0764	0.6182	0.8300	0.9859	nan	0.8625	0.9065	0.6311	nan	0.6431	0.9396	0.9971	0.5763	0.8176	0.5574	nan	0.5053	0.8756	0.9954
0.0086	45.3012	7520	0.0770	0.6168	0.8287	0.9859	nan	0.8633	0.9060	0.6211	nan	0.6459	0.9386	0.9973	0.5741	0.8175	0.5502	nan	0.5039	0.8766	0.9955
0.0104	45.4217	7540	0.0746	0.6156	0.8274	0.9858	nan	0.8652	0.9024	0.6217	nan	0.6455	0.9322	0.9972	0.5701	0.8148	0.5484	nan	0.5041	0.8764	0.9955
0.0078	45.5422	7560	0.0769	0.6138	0.8261	0.9857	nan	0.8665	0.9046	0.6217	nan	0.6489	0.9176	0.9971	0.5676	0.8143	0.5458	nan	0.5046	0.8691	0.9954
0.0082	45.6627	7580	0.0769	0.6159	0.8300	0.9858	nan	0.8640	0.9077	0.6252	nan	0.6585	0.9275	0.9969	0.5721	0.8157	0.5511	nan	0.5074	0.8699	0.9954
0.0072	45.7831	7600	0.0754	0.6185	0.8334	0.9862	nan	0.8630	0.9001	0.6498	nan	0.6530	0.9376	0.9971	0.5688	0.8182	0.5678	nan	0.5080	0.8715	0.9955
0.0061	45.9036	7620	0.0759	0.6199	0.8359	0.9862	nan	0.8571	0.8987	0.6408	nan	0.6829	0.9388	0.9970	0.5730	0.8163	0.5650	nan	0.5176	0.8716	0.9954
0.0128	46.0241	7640	0.0739	0.6201	0.8336	0.9861	nan	0.8537	0.8950	0.6317	nan	0.6855	0.9388	0.9971	0.5750	0.8165	0.5605	nan	0.5187	0.8743	0.9954
0.0082	46.1446	7660	0.0757	0.6188	0.8287	0.9860	nan	0.8372	0.8886	0.6209	nan	0.6925	0.9357	0.9972	0.5732	0.8151	0.5535	nan	0.5168	0.8772	0.9954
0.0086	46.2651	7680	0.0744	0.6170	0.8270	0.9860	nan	0.8325	0.8798	0.6175	nan	0.6979	0.9369	0.9974	0.5683	0.8107	0.5501	nan	0.5152	0.8793	0.9954
0.0058	46.3855	7700	0.0775	0.6129	0.8267	0.9855	nan	0.8355	0.8851	0.5931	nan	0.7092	0.9400	0.9970	0.5658	0.8105	0.5317	nan	0.5085	0.8783	0.9954
0.0091	46.5060	7720	0.0759	0.6168	0.8299	0.9857	nan	0.8349	0.8965	0.5962	nan	0.7025	0.9519	0.9971	0.5727	0.8185	0.5383	nan	0.5094	0.8836	0.9953
0.0119	46.6265	7740	0.0734	0.6195	0.8297	0.9860	nan	0.8306	0.8941	0.6033	nan	0.6953	0.9577	0.9973	0.5801	0.8190	0.5470	nan	0.5094	0.8858	0.9954
0.0142	46.7470	7760	0.0748	0.6205	0.8312	0.9860	nan	0.8278	0.8961	0.6088	nan	0.6988	0.9584	0.9972	0.5830	0.8200	0.5504	nan	0.5092	0.8855	0.9954
0.0074	46.8675	7780	0.0787	0.6188	0.8293	0.9859	nan	0.8357	0.8936	0.6132	nan	0.6980	0.9383	0.9971	0.5719	0.8183	0.5500	nan	0.5153	0.8807	0.9954
0.0092	46.9880	7800	0.0764	0.6185	0.8273	0.9860	nan	0.8359	0.8987	0.6123	nan	0.6932	0.9265	0.9973	0.5739	0.8206	0.5483	nan	0.5169	0.8743	0.9954
0.009	47.1084	7820	0.0760	0.6195	0.8266	0.9861	nan	0.8410	0.8878	0.6246	nan	0.6847	0.9240	0.9974	0.5719	0.8168	0.5584	nan	0.5198	0.8741	0.9954
0.0156	47.2289	7840	0.0756	0.6212	0.8317	0.9861	nan	0.8343	0.9012	0.6204	nan	0.6954	0.9416	0.9971	0.5774	0.8210	0.5569	nan	0.5180	0.8794	0.9954
0.0134	47.3494	7860	0.0761	0.6190	0.8306	0.9859	nan	0.8375	0.9020	0.6119	nan	0.6991	0.9363	0.9970	0.5746	0.8216	0.5486	nan	0.5152	0.8780	0.9954
0.0083	47.4699	7880	0.0778	0.6172	0.8284	0.9858	nan	0.8389	0.9000	0.6065	nan	0.7006	0.9276	0.9971	0.5719	0.8217	0.5430	nan	0.5144	0.8739	0.9954
0.0088	47.5904	7900	0.0751	0.6221	0.8326	0.9862	nan	0.8406	0.9048	0.6264	nan	0.6897	0.9368	0.9971	0.5775	0.8240	0.5605	nan	0.5203	0.8768	0.9954
0.0141	47.7108	7920	0.0735	0.6220	0.8315	0.9862	nan	0.8411	0.9053	0.6225	nan	0.6883	0.9345	0.9973	0.5771	0.8246	0.5576	nan	0.5205	0.8786	0.9955
0.0084	47.8313	7940	0.0756	0.6200	0.8288	0.9860	nan	0.8401	0.8976	0.6211	nan	0.6901	0.9269	0.9972	0.5730	0.8209	0.5550	nan	0.5199	0.8759	0.9954
0.0076	47.9518	7960	0.0770	0.6205	0.8274	0.9861	nan	0.8389	0.8931	0.6207	nan	0.6871	0.9273	0.9974	0.5723	0.8205	0.5565	nan	0.5207	0.8781	0.9955
0.0079	48.0723	7980	0.0744	0.6228	0.8303	0.9862	nan	0.8367	0.9053	0.6330	nan	0.6866	0.9228	0.9973	0.5790	0.8260	0.5638	nan	0.5212	0.8740	0.9955
0.0093	48.1928	8000	0.0749	0.6218	0.8314	0.9861	nan	0.8356	0.9075	0.6358	nan	0.6901	0.9225	0.9970	0.5781	0.8252	0.5636	nan	0.5189	0.8713	0.9954
0.0097	48.3133	8020	0.0723	0.6220	0.8285	0.9861	nan	0.8346	0.9019	0.6345	nan	0.6766	0.9264	0.9972	0.5792	0.8244	0.5632	nan	0.5160	0.8758	0.9954
0.0105	48.4337	8040	0.0725	0.6225	0.8300	0.9862	nan	0.8318	0.9051	0.6477	nan	0.6712	0.9271	0.9972	0.5816	0.8265	0.5679	nan	0.5111	0.8748	0.9955
0.012	48.5542	8060	0.0740	0.6222	0.8307	0.9862	nan	0.8408	0.9018	0.6418	nan	0.6732	0.9291	0.9972	0.5762	0.8247	0.5672	nan	0.5152	0.8765	0.9955
0.0109	48.6747	8080	0.0759	0.6220	0.8308	0.9861	nan	0.8372	0.8995	0.6453	nan	0.6745	0.9315	0.9971	0.5753	0.8240	0.5687	nan	0.5137	0.8767	0.9954
0.0097	48.7952	8100	0.0779	0.6217	0.8311	0.9860	nan	0.8364	0.8984	0.6438	nan	0.6792	0.9317	0.9970	0.5748	0.8224	0.5679	nan	0.5144	0.8769	0.9954
0.008	48.9157	8120	0.0773	0.6207	0.8293	0.9861	nan	0.8355	0.8988	0.6448	nan	0.6787	0.9213	0.9971	0.5764	0.8225	0.5671	nan	0.5133	0.8704	0.9954
0.0063	49.0361	8140	0.0759	0.6211	0.8286	0.9861	nan	0.8347	0.8953	0.6450	nan	0.6743	0.9249	0.9972	0.5762	0.8218	0.5680	nan	0.5123	0.8741	0.9954
0.009	49.1566	8160	0.0739	0.6225	0.8295	0.9863	nan	0.8328	0.8991	0.6430	nan	0.6787	0.9261	0.9973	0.5791	0.8238	0.5686	nan	0.5145	0.8759	0.9955
0.0104	49.2771	8180	0.0754	0.6214	0.8282	0.9862	nan	0.8317	0.8971	0.6293	nan	0.6884	0.9254	0.9973	0.5799	0.8226	0.5611	nan	0.5152	0.8759	0.9955
0.0111	49.3976	8200	0.0751	0.6219	0.8299	0.9861	nan	0.8326	0.8989	0.6354	nan	0.6865	0.9286	0.9971	0.5805	0.8225	0.5640	nan	0.5145	0.8763	0.9954
0.0047	49.5181	8220	0.0757	0.6209	0.8300	0.9860	nan	0.8376	0.8991	0.6346	nan	0.6859	0.9255	0.9971	0.5766	0.8219	0.5629	nan	0.5159	0.8736	0.9954
0.0083	49.6386	8240	0.0756	0.6214	0.8287	0.9861	nan	0.8358	0.8969	0.6282	nan	0.6846	0.9297	0.9973	0.5774	0.8217	0.5605	nan	0.5169	0.8780	0.9955
0.0087	49.7590	8260	0.0762	0.6214	0.8300	0.9861	nan	0.8378	0.8968	0.6357	nan	0.6847	0.9278	0.9972	0.5755	0.8223	0.5644	nan	0.5173	0.8752	0.9955
0.0101	49.8795	8280	0.0751	0.6216	0.8312	0.9861	nan	0.8407	0.9010	0.6430	nan	0.6793	0.9261	0.9970	0.5760	0.8229	0.5674	nan	0.5166	0.8732	0.9954
0.0119	50.0	8300	0.0763	0.6213	0.8313	0.9860	nan	0.8393	0.8990	0.6350	nan	0.6877	0.9301	0.9970	0.5752	0.8219	0.5633	nan	0.5172	0.8762	0.9954

Framework versions

Transformers 4.44.0
Pytorch 2.3.1+cu121
Datasets 2.21.0
Tokenizers 0.19.1

wenzelw
/

segformer-b0-finetuned-segments-tobacco-0824

segformer-b0-finetuned-segments-tobacco-0824

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for wenzelw/segformer-b0-finetuned-segments-tobacco-0824

Evaluation results