segformer-b0-finetuned-segments-GDxrayknife8-13-2024

This model is a fine-tuned version of nvidia/mit-b0 on the saad7489/SIXray_Gun dataset. It achieves the following results on the evaluation set:

• Loss: 0.0561
• Mean Iou: 0.4235
• Mean Accuracy: 0.5927
• Overall Accuracy: 0.7225
• Accuracy No-label: nan
• Accuracy Object1: 0.7526
• Accuracy Object2: 0.6585
• Accuracy Object3: 0.6838
• Accuracy Object4: 0.8686
• Accuracy Object5: 0.0
• Accuracy Object6: nan
• Iou No-label: 0.0
• Iou Object1: 0.6864
• Iou Object2: 0.5293
• Iou Object3: 0.5653
• Iou Object4: 0.7603
• Iou Object5: 0.0
• Iou Object6: nan

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: 20

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy No-label	Accuracy Object1	Accuracy Object2	Accuracy Object3	Accuracy Object4	Accuracy Object5	Accuracy Object6	Iou No-label	Iou Object1	Iou Object2	Iou Object3	Iou Object4	Iou Object5	Iou Object6
1.7488	0.0521	20	1.7775	0.0993	0.1939	0.4986	nan	0.7082	0.1747	0.0854	0.0013	0.0	nan	0.0	0.5077	0.1311	0.0549	0.0012	0.0	0.0
1.3386	0.1042	40	1.3230	0.1026	0.1949	0.4450	nan	0.5158	0.4505	0.0083	0.0	0.0	nan	0.0	0.4229	0.2870	0.0080	0.0	0.0	0.0
1.1443	0.1562	60	0.9849	0.0671	0.1181	0.3460	nan	0.5198	0.0707	0.0001	0.0	0.0	nan	0.0	0.4029	0.0668	0.0001	0.0	0.0	0.0
1.0437	0.2083	80	1.0213	0.0657	0.1207	0.3716	nan	0.5803	0.0234	0.0000	0.0	0.0	nan	0.0	0.4372	0.0230	0.0000	0.0	0.0	0.0
0.9232	0.2604	100	0.8117	0.0609	0.1097	0.3390	nan	0.5310	0.0175	0.0	0.0	0.0	nan	0.0	0.4088	0.0173	0.0	0.0	0.0	0.0
0.7744	0.3125	120	0.7445	0.0856	0.1428	0.3541	nan	0.4517	0.2625	0.0	0.0	0.0	nan	0.0	0.3822	0.2170	0.0	0.0	0.0	0.0
0.8207	0.3646	140	0.6269	0.0656	0.0965	0.2921	nan	0.4505	0.0318	0.0	0.0	0.0	nan	0.0	0.3621	0.0314	0.0	0.0	0.0	nan
0.5874	0.4167	160	0.5686	0.0716	0.1124	0.3527	nan	0.5590	0.0029	0.0	0.0	0.0	nan	0.0	0.4264	0.0029	0.0	0.0	0.0	nan
0.4709	0.4688	180	0.4631	0.0611	0.0926	0.2915	nan	0.4630	0.0001	0.0	0.0	0.0	nan	0.0	0.3664	0.0001	0.0	0.0	0.0	nan
0.404	0.5208	200	0.4336	0.0731	0.1171	0.3672	nan	0.5814	0.0044	0.0	0.0	0.0	nan	0.0	0.4343	0.0043	0.0	0.0	0.0	nan
0.3699	0.5729	220	0.3326	0.0572	0.0854	0.2689	nan	0.4270	0.0001	0.0	0.0	0.0	nan	0.0	0.3433	0.0001	0.0	0.0	0.0	nan
0.297	0.625	240	0.2986	0.0648	0.0959	0.2912	nan	0.4504	0.0289	0.0	0.0	0.0	nan	0.0	0.3605	0.0284	0.0	0.0	0.0	nan
0.2458	0.6771	260	0.2437	0.0767	0.1159	0.3426	nan	0.5184	0.0610	0.0	0.0	0.0	nan	0.0	0.4036	0.0565	0.0	0.0	0.0	nan
0.2374	0.7292	280	0.2428	0.0814	0.1244	0.3258	nan	0.4413	0.1808	0.0	0.0	0.0	nan	0.0	0.3536	0.1347	0.0	0.0	0.0	nan
0.1888	0.7812	300	0.2050	0.0563	0.0779	0.2362	nan	0.3646	0.0250	0.0	0.0	0.0	nan	0.0	0.3129	0.0248	0.0	0.0	0.0	nan
0.1678	0.8333	320	0.2032	0.0734	0.1122	0.3495	nan	0.5506	0.0105	0.0	0.0	0.0	nan	0.0	0.4301	0.0105	0.0	0.0	0.0	nan
0.2112	0.8854	340	0.1793	0.0750	0.1175	0.3697	nan	0.5871	0.0005	0.0	0.0	0.0	nan	0.0	0.4493	0.0005	0.0	0.0	0.0	nan
0.2223	0.9375	360	0.1728	0.0695	0.1005	0.3038	nan	0.4681	0.0343	0.0	0.0	0.0	nan	0.0	0.3838	0.0335	0.0	0.0	0.0	nan
0.1834	0.9896	380	0.1593	0.0838	0.1369	0.4297	nan	0.6811	0.0036	0.0	0.0	0.0	nan	0.0	0.4989	0.0036	0.0	0.0	0.0	nan
0.1505	1.0417	400	0.1495	0.0812	0.1206	0.3591	nan	0.5465	0.0567	0.0	0.0	0.0	nan	0.0	0.4318	0.0552	0.0	0.0	0.0	nan
0.2999	1.0938	420	0.1437	0.0749	0.1151	0.3586	nan	0.5654	0.0102	0.0	0.0	0.0	nan	0.0	0.4390	0.0102	0.0	0.0	0.0	nan
0.1422	1.1458	440	0.1278	0.0888	0.1342	0.3967	nan	0.6002	0.0708	0.0	0.0	0.0	nan	0.0	0.4643	0.0686	0.0	0.0	0.0	nan
0.0899	1.1979	460	0.1277	0.0796	0.1236	0.3780	nan	0.5876	0.0305	0.0	0.0	0.0	nan	0.0	0.4473	0.0301	0.0	0.0	0.0	nan
0.0842	1.25	480	0.1211	0.1106	0.1557	0.3951	nan	0.5174	0.2611	0.0	0.0	0.0	nan	0.0	0.4364	0.2271	0.0	0.0	0.0	nan
0.1132	1.3021	500	0.1445	0.1158	0.1918	0.5614	nan	0.8427	0.1163	0.0	0.0	0.0	nan	0.0	0.5814	0.1136	0.0	0.0	0.0	nan
0.1057	1.3542	520	0.1170	0.0899	0.1212	0.3288	nan	0.4611	0.1449	0.0	0.0	0.0	nan	0.0	0.3993	0.1399	0.0	0.0	0.0	nan
0.0707	1.4062	540	0.1086	0.1301	0.1872	0.4588	nan	0.5775	0.3588	0.0	0.0	0.0	nan	0.0	0.4877	0.2931	0.0	0.0	0.0	nan
0.088	1.4583	560	0.1073	0.1269	0.1817	0.4716	nan	0.6330	0.2754	0.0	0.0	0.0	nan	0.0	0.5072	0.2540	0.0	0.0	0.0	nan
0.1467	1.5104	580	0.1011	0.1167	0.1653	0.4414	nan	0.6094	0.2173	0.0	0.0	0.0	nan	0.0	0.4911	0.2091	0.0	0.0	0.0	nan
0.1067	1.5625	600	0.1076	0.1498	0.2209	0.5721	nan	0.7660	0.3383	0.0	0.0	0.0	nan	0.0	0.5899	0.3087	0.0	0.0	0.0	nan
0.0877	1.6146	620	0.0994	0.1405	0.2044	0.5174	nan	0.6757	0.3463	0.0	0.0	0.0	nan	0.0	0.5323	0.3105	0.0	0.0	0.0	nan
0.0393	1.6667	640	0.0929	0.1489	0.2148	0.5343	nan	0.6840	0.3902	0.0	0.0	0.0	nan	0.0	0.5511	0.3424	0.0	0.0	0.0	nan
0.0527	1.7188	660	0.0982	0.1307	0.1835	0.4623	nan	0.6006	0.3171	0.0	0.0	0.0	nan	0.0	0.4941	0.2901	0.0	0.0	0.0	nan
0.1103	1.7708	680	0.0913	0.1336	0.1960	0.5202	nan	0.7140	0.2662	0.0	0.0	0.0	nan	0.0	0.5462	0.2552	0.0	0.0	0.0	nan
0.0817	1.8229	700	0.0919	0.1429	0.2010	0.4741	nan	0.5693	0.4357	0.0	0.0	0.0	nan	0.0	0.4841	0.3735	0.0	0.0	0.0	nan
0.0711	1.875	720	0.0891	0.1288	0.1812	0.4703	nan	0.6312	0.2746	0.0	0.0	0.0	nan	0.0	0.5098	0.2633	0.0	0.0	0.0	nan
0.0764	1.9271	740	0.0846	0.1471	0.2170	0.4952	nan	0.5688	0.5161	0.0	0.0	0.0	nan	0.0	0.4870	0.3957	0.0	0.0	0.0	nan
0.0709	1.9792	760	0.0943	0.1707	0.2460	0.6089	nan	0.7754	0.4546	0.0	0.0	0.0	nan	0.0	0.6166	0.4077	0.0	0.0	0.0	nan
0.0839	2.0312	780	0.0960	0.1642	0.2490	0.5599	nan	0.6298	0.6153	0.0	0.0	0.0	nan	0.0	0.5420	0.4434	0.0	0.0	0.0	nan
0.0455	2.0833	800	0.0802	0.1549	0.2157	0.5326	nan	0.6763	0.4021	0.0	0.0	0.0	nan	0.0	0.5553	0.3743	0.0	0.0	0.0	nan
0.0693	2.1354	820	0.0802	0.1600	0.2285	0.5269	nan	0.6139	0.5287	0.0	0.0	0.0	nan	0.0	0.5183	0.4415	0.0	0.0	0.0	nan
0.1028	2.1875	840	0.0799	0.1622	0.2300	0.5289	nan	0.6140	0.5360	0.0000	0.0	0.0	nan	0.0	0.5317	0.4417	0.0000	0.0	0.0	nan
0.0397	2.2396	860	0.0824	0.1723	0.2485	0.6090	nan	0.7666	0.4761	0.0	0.0	0.0	nan	0.0	0.6133	0.4203	0.0	0.0	0.0	nan
0.1475	2.2917	880	0.0794	0.1728	0.2457	0.5931	nan	0.7333	0.4951	0.0	0.0	0.0	nan	0.0	0.5962	0.4405	0.0	0.0	0.0	nan
0.0418	2.3438	900	0.0801	0.1784	0.2626	0.6157	nan	0.7342	0.5776	0.0013	0.0	0.0	nan	0.0	0.6090	0.4601	0.0013	0.0	0.0	nan
0.0647	2.3958	920	0.0785	0.1609	0.2179	0.4971	nan	0.5744	0.5082	0.0070	0.0	0.0	nan	0.0	0.5167	0.4415	0.0070	0.0	0.0	nan
0.0972	2.4479	940	0.0756	0.1723	0.2404	0.5674	nan	0.6818	0.5202	0.0001	0.0	0.0	nan	0.0	0.5774	0.4565	0.0001	0.0	0.0	nan
0.0824	2.5	960	0.0801	0.1758	0.2720	0.5958	nan	0.6488	0.7046	0.0007	0.0056	0.0	nan	0.0	0.5650	0.4835	0.0007	0.0056	0.0	nan
0.2557	2.5521	980	0.0908	0.1394	0.1843	0.4334	nan	0.5182	0.4034	0.0	0.0	0.0	nan	0.0	0.4690	0.3673	0.0	0.0	0.0	nan
0.086	2.6042	1000	0.0758	0.1812	0.2556	0.5616	nan	0.6238	0.6289	0.0248	0.0008	0.0	nan	0.0	0.5605	0.5011	0.0247	0.0008	0.0	nan
0.105	2.6562	1020	0.0726	0.1902	0.2639	0.5977	nan	0.7339	0.4855	0.0860	0.0140	0.0	nan	0.0	0.6103	0.4337	0.0835	0.0140	0.0	nan
0.0608	2.7083	1040	0.0721	0.2068	0.2909	0.5581	nan	0.6183	0.5601	0.2719	0.0044	0.0	nan	0.0	0.5591	0.4681	0.2095	0.0044	0.0	nan
0.0654	2.7604	1060	0.0702	0.2152	0.3037	0.6229	nan	0.7132	0.5993	0.1985	0.0074	0.0	nan	0.0	0.6063	0.4944	0.1830	0.0074	0.0	nan
0.0697	2.8125	1080	0.0764	0.2428	0.3580	0.6306	nan	0.6600	0.7048	0.3540	0.0711	0.0	nan	0.0	0.5994	0.5203	0.2675	0.0695	0.0	nan
0.0727	2.8646	1100	0.0762	0.2222	0.3180	0.6748	nan	0.8030	0.5918	0.1458	0.0493	0.0	nan	0.0	0.6545	0.4886	0.1409	0.0490	0.0	nan
0.056	2.9167	1120	0.0747	0.1802	0.2442	0.5356	nan	0.6446	0.4581	0.1055	0.0128	0.0	nan	0.0	0.5422	0.4248	0.1014	0.0128	0.0	nan
0.1619	2.9688	1140	0.0690	0.1990	0.2730	0.5805	nan	0.6863	0.5175	0.1421	0.0190	0.0	nan	0.0	0.5848	0.4566	0.1334	0.0189	0.0	nan
0.0559	3.0208	1160	0.0671	0.2141	0.2937	0.5962	nan	0.6951	0.5498	0.1397	0.0836	0.0	nan	0.0	0.5967	0.4733	0.1324	0.0824	0.0	nan
0.0208	3.0729	1180	0.0675	0.2355	0.3215	0.6161	nan	0.7208	0.5394	0.2068	0.1406	0.0	nan	0.0	0.6058	0.4810	0.1907	0.1357	0.0	nan
0.0485	3.125	1200	0.0659	0.2525	0.3529	0.6397	nan	0.7210	0.5982	0.3216	0.1238	0.0	nan	0.0	0.6238	0.4961	0.2742	0.1210	0.0	nan
0.0513	3.1771	1220	0.0655	0.2361	0.3307	0.6303	nan	0.7034	0.6353	0.2210	0.0937	0.0	nan	0.0	0.6230	0.4974	0.2030	0.0930	0.0	nan
0.0493	3.2292	1240	0.0662	0.2428	0.3282	0.6218	nan	0.7538	0.4574	0.3060	0.1239	0.0	nan	0.0	0.6342	0.4322	0.2685	0.1219	0.0	nan
0.1719	3.2812	1260	0.0653	0.2821	0.3972	0.6473	nan	0.6991	0.6439	0.4044	0.2385	0.0	nan	0.0	0.6286	0.5154	0.3164	0.2322	0.0	nan
0.0398	3.3333	1280	0.0661	0.2521	0.3503	0.5903	nan	0.6230	0.6429	0.3076	0.1783	0.0	nan	0.0	0.5716	0.5070	0.2639	0.1702	0.0	nan
0.028	3.3854	1300	0.0663	0.2631	0.3656	0.6215	nan	0.7133	0.5149	0.4195	0.1804	0.0	nan	0.0	0.6137	0.4597	0.3279	0.1771	0.0	nan
0.0383	3.4375	1320	0.0657	0.2703	0.3721	0.6452	nan	0.7477	0.5419	0.3264	0.2443	0.0	nan	0.0	0.6347	0.4747	0.2757	0.2365	0.0	nan
0.0385	3.4896	1340	0.0654	0.2708	0.3699	0.6214	nan	0.6961	0.5752	0.3189	0.2595	0.0	nan	0.0	0.6065	0.4883	0.2783	0.2518	0.0	nan
0.0343	3.5417	1360	0.0630	0.2717	0.3738	0.6152	nan	0.6851	0.5730	0.3266	0.2846	0.0	nan	0.0	0.6019	0.4777	0.2737	0.2771	0.0	nan
0.0299	3.5938	1380	0.0700	0.2141	0.2863	0.5474	nan	0.6247	0.5294	0.1288	0.1484	0.0	nan	0.0	0.5567	0.4590	0.1232	0.1457	0.0	nan
0.0523	3.6458	1400	0.0642	0.2783	0.3739	0.6239	nan	0.7070	0.5591	0.3013	0.3020	0.0	nan	0.0	0.6178	0.4877	0.2713	0.2929	0.0	nan
0.0249	3.6979	1420	0.0611	0.2832	0.3813	0.6522	nan	0.7469	0.5781	0.2750	0.3063	0.0	nan	0.0	0.6492	0.5089	0.2474	0.2938	0.0	nan
0.027	3.75	1440	0.0606	0.3146	0.4311	0.6604	nan	0.7337	0.6038	0.3453	0.4726	0.0	nan	0.0	0.6441	0.5085	0.2953	0.4399	0.0	nan
0.0203	3.8021	1460	0.0617	0.2824	0.3863	0.6247	nan	0.6963	0.5719	0.3560	0.3071	0.0	nan	0.0	0.6128	0.4998	0.2962	0.2857	0.0	nan
0.186	3.8542	1480	0.0643	0.2506	0.3433	0.6712	nan	0.8070	0.5435	0.1926	0.1733	0.0	nan	0.0	0.6632	0.4821	0.1878	0.1702	0.0	nan
0.0974	3.9062	1500	0.0669	0.3100	0.4658	0.6139	nan	0.5535	0.8422	0.3568	0.5766	0.0	nan	0.0	0.5351	0.5100	0.3045	0.5105	0.0	nan
0.018	3.9583	1520	0.0590	0.3436	0.4837	0.6773	nan	0.7118	0.6681	0.5093	0.5294	0.0	nan	0.0	0.6505	0.5483	0.3681	0.4947	0.0	nan
0.0549	4.0104	1540	0.0600	0.3403	0.4853	0.6616	nan	0.6610	0.7336	0.4899	0.5422	0.0	nan	0.0	0.6140	0.5540	0.3660	0.5076	0.0	nan
0.0488	4.0625	1560	0.0574	0.3375	0.4653	0.6577	nan	0.7125	0.6122	0.4183	0.5833	0.0	nan	0.0	0.6348	0.5041	0.3440	0.5421	0.0	nan
0.0638	4.1146	1580	0.0608	0.3650	0.5275	0.6955	nan	0.7029	0.7444	0.4969	0.6933	0.0	nan	0.0	0.6525	0.5517	0.3800	0.6059	0.0	nan
0.0209	4.1667	1600	0.0598	0.3314	0.4515	0.6648	nan	0.7662	0.5102	0.4400	0.5413	0.0	nan	0.0	0.6567	0.4665	0.3620	0.5030	0.0	nan
0.0163	4.2188	1620	0.0601	0.3318	0.4701	0.6519	nan	0.7058	0.5896	0.4828	0.5724	0.0	nan	0.0	0.6271	0.4871	0.3735	0.5029	0.0	nan
0.034	4.2708	1640	0.0591	0.3179	0.4354	0.6561	nan	0.7183	0.6323	0.2931	0.5332	0.0	nan	0.0	0.6370	0.5065	0.2701	0.4939	0.0	nan
0.0556	4.3229	1660	0.0612	0.2836	0.3866	0.6048	nan	0.6450	0.6219	0.3351	0.3311	0.0	nan	0.0	0.5951	0.5099	0.2764	0.3204	0.0	nan
0.0462	4.375	1680	0.0572	0.3603	0.5191	0.6764	nan	0.6858	0.6957	0.5828	0.6313	0.0	nan	0.0	0.6357	0.5470	0.4000	0.5795	0.0	nan
0.0357	4.4271	1700	0.0578	0.3595	0.5265	0.6840	nan	0.7017	0.6714	0.6440	0.6152	0.0	nan	0.0	0.6445	0.5396	0.4178	0.5550	0.0	nan
0.0289	4.4792	1720	0.0602	0.3371	0.4512	0.6432	nan	0.7166	0.5461	0.4330	0.5601	0.0	nan	0.0	0.6346	0.5063	0.3623	0.5197	0.0	nan
0.0431	4.5312	1740	0.0620	0.3117	0.4435	0.6280	nan	0.6850	0.5562	0.4867	0.4896	0.0	nan	0.0	0.6123	0.4897	0.3361	0.4318	0.0	nan
0.0345	4.5833	1760	0.0574	0.3744	0.5303	0.7008	nan	0.7639	0.6084	0.5092	0.7701	0.0	nan	0.0	0.6751	0.5277	0.3954	0.6485	0.0	nan
0.0426	4.6354	1780	0.0614	0.3057	0.4212	0.6100	nan	0.6275	0.6492	0.4325	0.3965	0.0	nan	0.0	0.5883	0.5238	0.3454	0.3768	0.0	nan
0.0286	4.6875	1800	0.0571	0.3854	0.5537	0.7047	nan	0.7264	0.7067	0.5072	0.8284	0.0	nan	0.0	0.6614	0.5599	0.4138	0.6770	0.0	nan
0.0492	4.7396	1820	0.0556	0.3567	0.4969	0.7100	nan	0.7808	0.6227	0.5136	0.5673	0.0	nan	0.0	0.6903	0.5256	0.4041	0.5199	0.0	nan
0.0652	4.7917	1840	0.0568	0.3467	0.4766	0.6894	nan	0.7692	0.5909	0.4422	0.5808	0.0	nan	0.0	0.6734	0.5045	0.3779	0.5246	0.0	nan
0.0246	4.8438	1860	0.0583	0.3547	0.5191	0.6569	nan	0.6256	0.7766	0.5293	0.6640	0.0	nan	0.0	0.5951	0.5326	0.4224	0.5782	0.0	nan
0.0309	4.8958	1880	0.0536	0.3635	0.5035	0.6926	nan	0.7284	0.6711	0.5508	0.5672	0.0	nan	0.0	0.6674	0.5620	0.4211	0.5303	0.0	nan
0.0604	4.9479	1900	0.0561	0.3824	0.5359	0.7162	nan	0.7807	0.6042	0.6292	0.6653	0.0	nan	0.0	0.6957	0.5450	0.4486	0.6050	0.0	nan
0.0907	5.0	1920	0.0556	0.3600	0.5043	0.6709	nan	0.6965	0.6537	0.5826	0.5889	0.0	nan	0.0	0.6379	0.5455	0.4265	0.5501	0.0	nan
0.1061	5.0521	1940	0.0545	0.3724	0.5133	0.7083	nan	0.7874	0.5869	0.5260	0.6660	0.0	nan	0.0	0.6896	0.5248	0.4229	0.5968	0.0	nan
0.1241	5.1042	1960	0.0571	0.3459	0.4947	0.6270	nan	0.5981	0.7421	0.4880	0.6451	0.0	nan	0.0	0.5718	0.5213	0.3977	0.5843	0.0	nan
0.0725	5.1562	1980	0.0561	0.3741	0.5282	0.6964	nan	0.7128	0.7174	0.5247	0.6858	0.0	nan	0.0	0.6563	0.5417	0.4268	0.6200	0.0	nan
0.1249	5.2083	2000	0.0560	0.3550	0.5036	0.6614	nan	0.6806	0.6571	0.5703	0.6099	0.0	nan	0.0	0.6303	0.5328	0.4068	0.5598	0.0	nan
0.026	5.2604	2020	0.0550	0.3846	0.5464	0.6993	nan	0.7432	0.6317	0.5812	0.7758	0.0	nan	0.0	0.6708	0.5348	0.4394	0.6624	0.0	nan
0.0376	5.3125	2040	0.0547	0.3858	0.5561	0.7009	nan	0.7435	0.6190	0.6474	0.7704	0.0	nan	0.0	0.6662	0.5255	0.4608	0.6625	0.0	nan
0.0381	5.3646	2060	0.0540	0.3747	0.5198	0.7117	nan	0.7716	0.6291	0.5702	0.6281	0.0	nan	0.0	0.6844	0.5377	0.4541	0.5718	0.0	nan
0.0281	5.4167	2080	0.0611	0.3256	0.4469	0.6180	nan	0.6623	0.5615	0.5291	0.4818	0.0	nan	0.0	0.6025	0.5005	0.3934	0.4570	0.0	nan
0.0156	5.4688	2100	0.0547	0.3512	0.4916	0.6825	nan	0.6881	0.7449	0.5109	0.5143	0.0	nan	0.0	0.6405	0.5615	0.4156	0.4897	0.0	nan
0.0231	5.5208	2120	0.0564	0.3758	0.5319	0.7176	nan	0.7288	0.7544	0.5719	0.6043	0.0	nan	0.0	0.6677	0.5621	0.4580	0.5671	0.0	nan
0.0922	5.5729	2140	0.0564	0.3630	0.5228	0.6524	nan	0.6480	0.6817	0.6178	0.6664	0.0	nan	0.0	0.6041	0.5378	0.4604	0.5759	0.0	nan
0.0271	5.625	2160	0.0532	0.3775	0.5279	0.6913	nan	0.6962	0.7384	0.5233	0.6814	0.0	nan	0.0	0.6440	0.5689	0.4394	0.6128	0.0	nan
0.0357	5.6771	2180	0.0563	0.3919	0.5857	0.6995	nan	0.7035	0.6790	0.7417	0.8044	0.0	nan	0.0	0.6517	0.5432	0.4517	0.7049	0.0	nan
0.0411	5.7292	2200	0.0550	0.3702	0.5231	0.6666	nan	0.7058	0.6070	0.5557	0.7471	0.0	nan	0.0	0.6376	0.5183	0.4257	0.6396	0.0	nan
0.039	5.7812	2220	0.0545	0.3784	0.5626	0.6915	nan	0.7010	0.6945	0.5907	0.8269	0.0	nan	0.0	0.6528	0.5461	0.4186	0.6530	0.0	nan
0.0379	5.8333	2240	0.0531	0.3862	0.5619	0.7008	nan	0.7220	0.6931	0.5252	0.8691	0.0	nan	0.0	0.6665	0.5430	0.4271	0.6803	0.0	nan
0.0267	5.8854	2260	0.0521	0.3769	0.5314	0.6957	nan	0.7401	0.6547	0.4677	0.7947	0.0	nan	0.0	0.6654	0.5357	0.4042	0.6563	0.0	nan
0.0146	5.9375	2280	0.0563	0.3892	0.5388	0.6972	nan	0.7805	0.5307	0.5923	0.7907	0.0	nan	0.0	0.6761	0.4854	0.4766	0.6968	0.0	nan
0.0257	5.9896	2300	0.0553	0.3569	0.4979	0.6450	nan	0.6822	0.6067	0.4714	0.7293	0.0	nan	0.0	0.6126	0.4932	0.3872	0.6482	0.0	nan
0.019	6.0417	2320	0.0545	0.3777	0.5287	0.6774	nan	0.7191	0.6194	0.5353	0.7698	0.0	nan	0.0	0.6470	0.5221	0.4176	0.6793	0.0	nan
0.1099	6.0938	2340	0.0527	0.4007	0.5754	0.7029	nan	0.7397	0.6313	0.6222	0.8836	0.0	nan	0.0	0.6664	0.5325	0.4578	0.7477	0.0	nan
0.0517	6.1458	2360	0.0547	0.3903	0.5613	0.6914	nan	0.7316	0.6056	0.6499	0.8195	0.0	nan	0.0	0.6581	0.5265	0.4576	0.6996	0.0	nan
0.0276	6.1979	2380	0.0537	0.3780	0.5190	0.6890	nan	0.7285	0.6687	0.4379	0.7600	0.0	nan	0.0	0.6572	0.5368	0.3906	0.6833	0.0	nan
0.0324	6.25	2400	0.0539	0.3775	0.5235	0.6860	nan	0.7295	0.6337	0.5273	0.7269	0.0	nan	0.0	0.6528	0.5181	0.4405	0.6537	0.0	nan
0.0399	6.3021	2420	0.0566	0.4081	0.5984	0.7171	nan	0.7087	0.7543	0.6292	0.8995	0.0	nan	0.0	0.6651	0.5682	0.4875	0.7277	0.0	nan
0.0479	6.3542	2440	0.0559	0.3655	0.5078	0.6856	nan	0.7344	0.6536	0.3984	0.7526	0.0	nan	0.0	0.6538	0.5211	0.3594	0.6585	0.0	nan
0.0445	6.4062	2460	0.0579	0.3737	0.5715	0.6739	nan	0.6662	0.6691	0.7669	0.7550	0.0	nan	0.0	0.6243	0.5174	0.4446	0.6558	0.0	nan
0.0925	6.4583	2480	0.0561	0.3801	0.5446	0.6793	nan	0.7354	0.5595	0.6267	0.8015	0.0	nan	0.0	0.6504	0.4734	0.4619	0.6947	0.0	nan
0.0475	6.5104	2500	0.0566	0.3560	0.5153	0.6572	nan	0.6605	0.6752	0.6127	0.6282	0.0	nan	0.0	0.6153	0.5171	0.4290	0.5745	0.0	nan
0.0092	6.5625	2520	0.0563	0.3728	0.5342	0.6934	nan	0.6982	0.7169	0.6352	0.6205	0.0	nan	0.0	0.6507	0.5443	0.4685	0.5732	0.0	nan
0.0701	6.6146	2540	0.0575	0.4037	0.5685	0.7178	nan	0.7708	0.6235	0.5980	0.8500	0.0	nan	0.0	0.6841	0.5131	0.4949	0.7302	0.0	nan
0.051	6.6667	2560	0.0564	0.3939	0.5465	0.6774	nan	0.7243	0.5806	0.6156	0.8122	0.0	nan	0.0	0.6530	0.5164	0.4913	0.7028	0.0	nan
0.057	6.7188	2580	0.0544	0.3714	0.5148	0.6754	nan	0.7086	0.6407	0.5615	0.6630	0.0	nan	0.0	0.6488	0.5345	0.4448	0.6003	0.0	nan
0.0713	6.7708	2600	0.0541	0.3908	0.5461	0.6963	nan	0.7074	0.7107	0.5750	0.7374	0.0	nan	0.0	0.6568	0.5505	0.4774	0.6598	0.0	nan
0.0528	6.8229	2620	0.0543	0.3949	0.5537	0.7125	nan	0.7420	0.6781	0.6190	0.7293	0.0	nan	0.0	0.6778	0.5458	0.4953	0.6505	0.0	nan
0.018	6.875	2640	0.0561	0.3946	0.5464	0.7232	nan	0.7928	0.6026	0.5999	0.7365	0.0	nan	0.0	0.7011	0.5177	0.4884	0.6604	0.0	nan
0.0351	6.9271	2660	0.0545	0.3936	0.5793	0.6999	nan	0.7187	0.6535	0.7041	0.8203	0.0	nan	0.0	0.6609	0.5237	0.4807	0.6961	0.0	nan
0.0252	6.9792	2680	0.0626	0.3456	0.4813	0.6351	nan	0.6246	0.7290	0.4268	0.6262	0.0	nan	0.0	0.6014	0.5505	0.3686	0.5534	0.0	nan
0.0481	7.0312	2700	0.0545	0.3984	0.5723	0.6881	nan	0.6981	0.6726	0.6387	0.8520	0.0	nan	0.0	0.6455	0.5444	0.4818	0.7189	0.0	nan
0.0433	7.0833	2720	0.0515	0.3940	0.5373	0.7041	nan	0.7593	0.6178	0.5715	0.7380	0.0	nan	0.0	0.6788	0.5333	0.4770	0.6748	0.0	nan
0.0308	7.1354	2740	0.0539	0.4030	0.5773	0.6941	nan	0.6972	0.6954	0.6480	0.8457	0.0	nan	0.0	0.6487	0.5518	0.4873	0.7305	0.0	nan
0.0144	7.1875	2760	0.0562	0.3788	0.5363	0.6707	nan	0.6946	0.6263	0.6499	0.7108	0.0	nan	0.0	0.6376	0.5334	0.4630	0.6387	0.0	nan
0.1334	7.2396	2780	0.0531	0.4151	0.5809	0.7184	nan	0.7543	0.6491	0.6566	0.8443	0.0	nan	0.0	0.6808	0.5508	0.5154	0.7435	0.0	nan
0.0228	7.2917	2800	0.0527	0.4104	0.5814	0.7156	nan	0.7531	0.6389	0.6638	0.8512	0.0	nan	0.0	0.6856	0.5312	0.5092	0.7366	0.0	nan
0.0551	7.3438	2820	0.0518	0.4067	0.5754	0.7188	nan	0.7334	0.7083	0.6485	0.7866	0.0	nan	0.0	0.6759	0.5623	0.5007	0.7014	0.0	nan
0.0324	7.3958	2840	0.0533	0.4022	0.5844	0.7028	nan	0.6993	0.7050	0.7383	0.7794	0.0	nan	0.0	0.6545	0.5567	0.5017	0.7002	0.0	nan
0.0344	7.4479	2860	0.0515	0.3889	0.5384	0.7052	nan	0.7260	0.7140	0.5299	0.7218	0.0	nan	0.0	0.6682	0.5582	0.4488	0.6580	0.0	nan
0.0227	7.5	2880	0.0518	0.3820	0.5465	0.7058	nan	0.7221	0.6993	0.6479	0.6632	0.0	nan	0.0	0.6645	0.5501	0.4725	0.6050	0.0	nan
0.0191	7.5521	2900	0.0528	0.3880	0.5527	0.6932	nan	0.6997	0.7070	0.6084	0.7485	0.0	nan	0.0	0.6509	0.5545	0.4692	0.6532	0.0	nan
0.0679	7.6042	2920	0.0522	0.4005	0.5570	0.7034	nan	0.7412	0.6526	0.5561	0.8353	0.0	nan	0.0	0.6698	0.5174	0.4802	0.7355	0.0	nan
0.0858	7.6562	2940	0.0575	0.3742	0.5199	0.6595	nan	0.7058	0.5775	0.5649	0.7513	0.0	nan	0.0	0.6388	0.4836	0.4586	0.6642	0.0	nan
0.0118	7.7083	2960	0.0530	0.3887	0.5402	0.6931	nan	0.7278	0.6471	0.5847	0.7414	0.0	nan	0.0	0.6624	0.5267	0.4736	0.6694	0.0	nan
0.0486	7.7604	2980	0.0524	0.3824	0.5313	0.6928	nan	0.7311	0.6395	0.6021	0.6836	0.0	nan	0.0	0.6642	0.5217	0.4779	0.6305	0.0	nan
0.0679	7.8125	3000	0.0526	0.4176	0.5966	0.7230	nan	0.7178	0.7494	0.6689	0.8471	0.0	nan	0.0	0.6729	0.5732	0.5154	0.7441	0.0	nan
0.0208	7.8646	3020	0.0542	0.3959	0.5634	0.6716	nan	0.7126	0.5631	0.6847	0.8566	0.0	nan	0.0	0.6350	0.4793	0.5047	0.7565	0.0	nan
0.0682	7.9167	3040	0.0530	0.4099	0.5885	0.7091	nan	0.7464	0.6189	0.6921	0.8851	0.0	nan	0.0	0.6701	0.5084	0.5150	0.7658	0.0	nan
0.0258	7.9688	3060	0.0519	0.3922	0.5475	0.6910	nan	0.7262	0.6380	0.5871	0.7864	0.0	nan	0.0	0.6593	0.5243	0.4768	0.6929	0.0	nan
0.0115	8.0208	3080	0.0518	0.3993	0.5633	0.7050	nan	0.7140	0.7135	0.6132	0.7760	0.0	nan	0.0	0.6625	0.5511	0.4924	0.6896	0.0	nan
0.0185	8.0729	3100	0.0532	0.3821	0.5374	0.7011	nan	0.7493	0.6216	0.6176	0.6985	0.0	nan	0.0	0.6768	0.5164	0.4808	0.6184	0.0	nan
0.0176	8.125	3120	0.0534	0.3964	0.5588	0.7083	nan	0.7569	0.6286	0.5766	0.8318	0.0	nan	0.0	0.6792	0.5161	0.4757	0.7077	0.0	nan
0.02	8.1771	3140	0.0546	0.3983	0.5712	0.6980	nan	0.7321	0.6301	0.6317	0.8620	0.0	nan	0.0	0.6661	0.5238	0.4831	0.7167	0.0	nan
0.0523	8.2292	3160	0.0540	0.4125	0.5822	0.7156	nan	0.7601	0.6191	0.6712	0.8608	0.0	nan	0.0	0.6874	0.5272	0.5125	0.7478	0.0	nan
0.0204	8.2812	3180	0.0549	0.3932	0.5491	0.6960	nan	0.7394	0.6292	0.5635	0.8133	0.0	nan	0.0	0.6718	0.5335	0.4542	0.7000	0.0	nan
0.0179	8.3333	3200	0.0518	0.4021	0.5643	0.7130	nan	0.7409	0.6949	0.5273	0.8586	0.0	nan	0.0	0.6834	0.5523	0.4450	0.7322	0.0	nan
0.0504	8.3854	3220	0.0529	0.4027	0.5650	0.7073	nan	0.7437	0.6428	0.6341	0.8044	0.0	nan	0.0	0.6767	0.5254	0.5086	0.7058	0.0	nan
0.0651	8.4375	3240	0.0546	0.4034	0.5820	0.7159	nan	0.6993	0.7777	0.6529	0.7800	0.0	nan	0.0	0.6669	0.5713	0.4903	0.6921	0.0	nan
0.0536	8.4896	3260	0.0565	0.3948	0.5431	0.7102	nan	0.7721	0.6097	0.5619	0.7720	0.0	nan	0.0	0.6915	0.5226	0.4639	0.6906	0.0	nan
0.0256	8.5417	3280	0.0545	0.3971	0.5640	0.7081	nan	0.7224	0.7018	0.6281	0.7677	0.0	nan	0.0	0.6682	0.5568	0.4802	0.6777	0.0	nan
0.026	8.5938	3300	0.0551	0.3963	0.5629	0.7006	nan	0.7121	0.6929	0.6501	0.7595	0.0	nan	0.0	0.6633	0.5568	0.4834	0.6742	0.0	nan
0.0525	8.6458	3320	0.0573	0.3808	0.5369	0.6908	nan	0.7256	0.6306	0.6598	0.6683	0.0	nan	0.0	0.6605	0.5320	0.4823	0.6102	0.0	nan
0.028	8.6979	3340	0.0591	0.3884	0.5532	0.7012	nan	0.7517	0.5861	0.7242	0.7040	0.0	nan	0.0	0.6691	0.5108	0.5148	0.6358	0.0	nan
0.0202	8.75	3360	0.0572	0.4119	0.5925	0.7113	nan	0.7268	0.6684	0.7282	0.8393	0.0	nan	0.0	0.6681	0.5405	0.5291	0.7338	0.0	nan
0.0214	8.8021	3380	0.0550	0.4018	0.5634	0.7050	nan	0.7309	0.6654	0.6388	0.7821	0.0	nan	0.0	0.6700	0.5352	0.5105	0.6951	0.0	nan
0.0329	8.8542	3400	0.0543	0.4077	0.5878	0.7133	nan	0.7244	0.6911	0.7007	0.8230	0.0	nan	0.0	0.6699	0.5399	0.5263	0.7098	0.0	nan
0.0124	8.9062	3420	0.0546	0.3967	0.5816	0.7014	nan	0.7005	0.6977	0.7378	0.7719	0.0	nan	0.0	0.6536	0.5413	0.5206	0.6648	0.0	nan
0.0608	8.9583	3440	0.0530	0.4099	0.5871	0.7160	nan	0.7365	0.6713	0.7048	0.8230	0.0	nan	0.0	0.6745	0.5328	0.5338	0.7183	0.0	nan
0.0414	9.0104	3460	0.0530	0.3932	0.5572	0.6961	nan	0.7317	0.6260	0.6583	0.7699	0.0	nan	0.0	0.6587	0.5127	0.5092	0.6786	0.0	nan
0.0138	9.0625	3480	0.0546	0.4000	0.5671	0.7247	nan	0.7765	0.6214	0.6868	0.7507	0.0	nan	0.0	0.6901	0.5125	0.5238	0.6736	0.0	nan
0.0386	9.1146	3500	0.0562	0.3973	0.5663	0.6992	nan	0.7375	0.6135	0.6879	0.7926	0.0	nan	0.0	0.6595	0.4988	0.5265	0.6991	0.0	nan
0.029	9.1667	3520	0.0558	0.3927	0.5491	0.6996	nan	0.7471	0.6103	0.6377	0.7504	0.0	nan	0.0	0.6654	0.4979	0.5265	0.6667	0.0	nan
0.0334	9.2188	3540	0.0572	0.4047	0.6024	0.7119	nan	0.7323	0.6365	0.8059	0.8375	0.0	nan	0.0	0.6636	0.5080	0.5351	0.7213	0.0	nan
0.0514	9.2708	3560	0.0557	0.4001	0.5720	0.6904	nan	0.7245	0.6088	0.6734	0.8534	0.0	nan	0.0	0.6579	0.4961	0.5128	0.7337	0.0	nan
0.0197	9.3229	3580	0.0549	0.3965	0.5573	0.6976	nan	0.7155	0.6904	0.5685	0.8122	0.0	nan	0.0	0.6577	0.5316	0.4842	0.7055	0.0	nan
0.0626	9.375	3600	0.0543	0.3940	0.5472	0.7085	nan	0.7477	0.6510	0.6185	0.7187	0.0	nan	0.0	0.6770	0.5280	0.5092	0.6496	0.0	nan
0.0205	9.4271	3620	0.0525	0.4050	0.5745	0.7175	nan	0.7422	0.6693	0.7112	0.7498	0.0	nan	0.0	0.6784	0.5400	0.5383	0.6732	0.0	nan
0.0496	9.4792	3640	0.0517	0.4082	0.5706	0.7185	nan	0.7432	0.6877	0.6361	0.7861	0.0	nan	0.0	0.6791	0.5470	0.5226	0.7007	0.0	nan
0.0395	9.5312	3660	0.0523	0.4097	0.5820	0.7057	nan	0.7239	0.6703	0.6653	0.8503	0.0	nan	0.0	0.6668	0.5264	0.5152	0.7498	0.0	nan
0.022	9.5833	3680	0.0529	0.3935	0.5552	0.6893	nan	0.7079	0.6658	0.6210	0.7814	0.0	nan	0.0	0.6514	0.5290	0.4851	0.6953	0.0	nan
0.012	9.6354	3700	0.0535	0.3917	0.5439	0.6945	nan	0.7228	0.6714	0.5444	0.7809	0.0	nan	0.0	0.6586	0.5332	0.4680	0.6904	0.0	nan
0.1063	9.6875	3720	0.0545	0.3841	0.5351	0.6868	nan	0.7175	0.6486	0.5906	0.7186	0.0	nan	0.0	0.6566	0.5262	0.4848	0.6372	0.0	nan
0.0231	9.7396	3740	0.0511	0.4032	0.5588	0.7196	nan	0.7567	0.6739	0.5897	0.7738	0.0	nan	0.0	0.6851	0.5434	0.5000	0.6908	0.0	nan
0.0238	9.7917	3760	0.0534	0.3908	0.5437	0.6931	nan	0.7228	0.6532	0.6086	0.7337	0.0	nan	0.0	0.6559	0.5246	0.5078	0.6563	0.0	nan
0.0296	9.8438	3780	0.0533	0.3945	0.5571	0.6954	nan	0.7262	0.6338	0.6736	0.7516	0.0	nan	0.0	0.6596	0.5187	0.5206	0.6678	0.0	nan
0.0539	9.8958	3800	0.0542	0.3923	0.5530	0.7080	nan	0.7414	0.6533	0.6611	0.7094	0.0	nan	0.0	0.6727	0.5288	0.5178	0.6345	0.0	nan
0.0185	9.9479	3820	0.0557	0.3893	0.5568	0.7001	nan	0.7216	0.6610	0.6973	0.7040	0.0	nan	0.0	0.6625	0.5308	0.5095	0.6329	0.0	nan
0.0421	10.0	3840	0.0556	0.3891	0.5516	0.7051	nan	0.7318	0.6716	0.6321	0.7223	0.0	nan	0.0	0.6701	0.5333	0.4893	0.6420	0.0	nan
0.0148	10.0521	3860	0.0528	0.3998	0.5673	0.7004	nan	0.7132	0.6853	0.6572	0.7809	0.0	nan	0.0	0.6618	0.5460	0.5044	0.6866	0.0	nan
0.0406	10.1042	3880	0.0511	0.4066	0.5751	0.7016	nan	0.7194	0.6782	0.6148	0.8633	0.0	nan	0.0	0.6636	0.5393	0.5040	0.7326	0.0	nan
0.067	10.1562	3900	0.0535	0.4114	0.5876	0.7135	nan	0.7254	0.6920	0.6862	0.8346	0.0	nan	0.0	0.6692	0.5442	0.5277	0.7274	0.0	nan
0.0273	10.2083	3920	0.0557	0.3915	0.5440	0.6986	nan	0.7388	0.6307	0.6347	0.7159	0.0	nan	0.0	0.6672	0.5176	0.5207	0.6433	0.0	nan
0.0118	10.2604	3940	0.0545	0.4043	0.5619	0.7229	nan	0.7658	0.6600	0.6041	0.7798	0.0	nan	0.0	0.6887	0.5339	0.5156	0.6873	0.0	nan
0.0256	10.3125	3960	0.0549	0.3929	0.5481	0.7102	nan	0.7423	0.6687	0.6312	0.6982	0.0	nan	0.0	0.6770	0.5389	0.5149	0.6267	0.0	nan
0.0092	10.3646	3980	0.0558	0.3996	0.5709	0.7077	nan	0.7364	0.6411	0.7300	0.7469	0.0	nan	0.0	0.6706	0.5206	0.5391	0.6674	0.0	nan
0.037	10.4167	4000	0.0528	0.4182	0.5900	0.7151	nan	0.7357	0.6697	0.6948	0.8498	0.0	nan	0.0	0.6742	0.5371	0.5545	0.7435	0.0	nan
0.028	10.4688	4020	0.0533	0.3755	0.5156	0.6833	nan	0.7240	0.6444	0.5086	0.7010	0.0	nan	0.0	0.6569	0.5270	0.4498	0.6191	0.0	nan
0.026	10.5208	4040	0.0502	0.4024	0.5593	0.7092	nan	0.7384	0.6724	0.6081	0.7773	0.0	nan	0.0	0.6758	0.5423	0.5083	0.6879	0.0	nan
0.0385	10.5729	4060	0.0517	0.4177	0.5885	0.7255	nan	0.7498	0.6785	0.6949	0.8192	0.0	nan	0.0	0.6852	0.5468	0.5470	0.7273	0.0	nan
0.039	10.625	4080	0.0516	0.4186	0.5985	0.7283	nan	0.7492	0.6743	0.7564	0.8124	0.0	nan	0.0	0.6854	0.5416	0.5642	0.7205	0.0	nan
0.0168	10.6771	4100	0.0555	0.4027	0.5637	0.6993	nan	0.7211	0.6591	0.6749	0.7632	0.0	nan	0.0	0.6638	0.5342	0.5385	0.6797	0.0	nan
0.0195	10.7292	4120	0.0560	0.4137	0.5905	0.7274	nan	0.7607	0.6480	0.7459	0.7978	0.0	nan	0.0	0.6907	0.5241	0.5598	0.7074	0.0	nan
0.0196	10.7812	4140	0.0584	0.3875	0.5421	0.6920	nan	0.7389	0.6086	0.6087	0.7544	0.0	nan	0.0	0.6664	0.5002	0.4984	0.6602	0.0	nan
0.009	10.8333	4160	0.0552	0.4097	0.5836	0.7030	nan	0.7220	0.6572	0.6958	0.8429	0.0	nan	0.0	0.6661	0.5302	0.5410	0.7206	0.0	nan
0.0286	10.8854	4180	0.0531	0.4212	0.5953	0.7295	nan	0.7489	0.7062	0.6313	0.8901	0.0	nan	0.0	0.6902	0.5516	0.5314	0.7538	0.0	nan
0.0602	10.9375	4200	0.0539	0.3992	0.5585	0.7107	nan	0.7493	0.6466	0.6357	0.7608	0.0	nan	0.0	0.6797	0.5273	0.5153	0.6728	0.0	nan
0.0212	10.9896	4220	0.0543	0.3984	0.5623	0.6942	nan	0.7101	0.6784	0.6133	0.8098	0.0	nan	0.0	0.6590	0.5349	0.4935	0.7026	0.0	nan
0.0152	11.0417	4240	0.0538	0.4164	0.5803	0.7197	nan	0.7563	0.6545	0.6344	0.8562	0.0	nan	0.0	0.6855	0.5312	0.5313	0.7505	0.0	nan
0.0461	11.0938	4260	0.0538	0.4217	0.5990	0.7359	nan	0.7589	0.6874	0.7256	0.8231	0.0	nan	0.0	0.6937	0.5467	0.5609	0.7290	0.0	nan
0.0061	11.1458	4280	0.0562	0.4125	0.5771	0.7072	nan	0.7397	0.6390	0.6685	0.8381	0.0	nan	0.0	0.6730	0.5250	0.5452	0.7319	0.0	nan
0.0257	11.1979	4300	0.0561	0.4113	0.5757	0.7138	nan	0.7270	0.7002	0.6660	0.7853	0.0	nan	0.0	0.6715	0.5517	0.5485	0.6961	0.0	nan
0.0165	11.25	4320	0.0606	0.3870	0.5405	0.6959	nan	0.7364	0.6260	0.6407	0.6994	0.0	nan	0.0	0.6646	0.5092	0.5236	0.6245	0.0	nan
0.0544	11.3021	4340	0.0568	0.4003	0.5628	0.7027	nan	0.7391	0.6307	0.6636	0.7806	0.0	nan	0.0	0.6682	0.5114	0.5346	0.6873	0.0	nan
0.0376	11.3542	4360	0.0578	0.4090	0.5777	0.7039	nan	0.7344	0.6423	0.6472	0.8646	0.0	nan	0.0	0.6667	0.5194	0.5282	0.7395	0.0	nan
0.0721	11.4062	4380	0.0563	0.4061	0.5748	0.6981	nan	0.7182	0.6592	0.6557	0.8410	0.0	nan	0.0	0.6594	0.5297	0.5198	0.7277	0.0	nan
0.0487	11.4583	4400	0.0551	0.4160	0.5945	0.7080	nan	0.7381	0.6263	0.7222	0.8861	0.0	nan	0.0	0.6714	0.5135	0.5444	0.7664	0.0	nan
0.0167	11.5104	4420	0.0550	0.3967	0.5468	0.6990	nan	0.7338	0.6591	0.5529	0.7883	0.0	nan	0.0	0.6725	0.5363	0.4786	0.6931	0.0	nan
0.032	11.5625	4440	0.0504	0.4173	0.5829	0.7210	nan	0.7499	0.6742	0.6358	0.8545	0.0	nan	0.0	0.6868	0.5423	0.5221	0.7524	0.0	nan
0.0735	11.6146	4460	0.0517	0.4124	0.5769	0.7047	nan	0.7335	0.6557	0.6092	0.8861	0.0	nan	0.0	0.6716	0.5301	0.4983	0.7744	0.0	nan
0.0077	11.6667	4480	0.0539	0.4046	0.5654	0.7013	nan	0.7238	0.6791	0.5749	0.8495	0.0	nan	0.0	0.6676	0.5350	0.4809	0.7440	0.0	nan
0.0115	11.7188	4500	0.0535	0.4298	0.6031	0.7312	nan	0.7555	0.6856	0.6660	0.9087	0.0	nan	0.0	0.6901	0.5467	0.5569	0.7849	0.0	nan
0.0479	11.7708	4520	0.0541	0.4118	0.5716	0.7064	nan	0.7381	0.6503	0.6295	0.8398	0.0	nan	0.0	0.6700	0.5288	0.5304	0.7416	0.0	nan
0.035	11.8229	4540	0.0558	0.4021	0.5630	0.7020	nan	0.7540	0.5916	0.6553	0.8139	0.0	nan	0.0	0.6722	0.4966	0.5267	0.7169	0.0	nan
0.0081	11.875	4560	0.0551	0.4033	0.5584	0.6923	nan	0.7218	0.6429	0.6130	0.8143	0.0	nan	0.0	0.6615	0.5288	0.5061	0.7235	0.0	nan
0.0892	11.9271	4580	0.0521	0.4199	0.5928	0.7228	nan	0.7547	0.6530	0.6927	0.8636	0.0	nan	0.0	0.6885	0.5308	0.5470	0.7532	0.0	nan
0.0512	11.9792	4600	0.0520	0.4173	0.5946	0.7193	nan	0.7521	0.6410	0.7074	0.8725	0.0	nan	0.0	0.6848	0.5204	0.5418	0.7571	0.0	nan
0.0102	12.0312	4620	0.0506	0.4159	0.5877	0.7191	nan	0.7534	0.6497	0.6614	0.8743	0.0	nan	0.0	0.6849	0.5177	0.5349	0.7582	0.0	nan
0.0327	12.0833	4640	0.0534	0.4067	0.5703	0.7102	nan	0.7507	0.6295	0.6597	0.8116	0.0	nan	0.0	0.6823	0.5140	0.5247	0.7190	0.0	nan
0.0417	12.1354	4660	0.0535	0.4127	0.5818	0.7178	nan	0.7527	0.6451	0.6838	0.8276	0.0	nan	0.0	0.6859	0.5231	0.5348	0.7324	0.0	nan
0.0167	12.1875	4680	0.0540	0.4049	0.5647	0.7088	nan	0.7491	0.6461	0.5809	0.8472	0.0	nan	0.0	0.6780	0.5245	0.4908	0.7360	0.0	nan
0.0399	12.2396	4700	0.0522	0.4176	0.5848	0.7190	nan	0.7441	0.6823	0.6206	0.8769	0.0	nan	0.0	0.6809	0.5454	0.5186	0.7609	0.0	nan
0.0123	12.2917	4720	0.0536	0.4221	0.5978	0.7204	nan	0.7560	0.6313	0.7199	0.8820	0.0	nan	0.0	0.6822	0.5141	0.5661	0.7700	0.0	nan
0.0131	12.3438	4740	0.0521	0.4173	0.5887	0.7209	nan	0.7531	0.6537	0.6817	0.8549	0.0	nan	0.0	0.6837	0.5272	0.5502	0.7425	0.0	nan
0.0315	12.3958	4760	0.0511	0.4262	0.5980	0.7281	nan	0.7517	0.6789	0.6964	0.8630	0.0	nan	0.0	0.6902	0.5424	0.5634	0.7614	0.0	nan
0.1156	12.4479	4780	0.0523	0.4187	0.5895	0.7106	nan	0.7427	0.6358	0.6820	0.8871	0.0	nan	0.0	0.6730	0.5197	0.5538	0.7658	0.0	nan
0.0352	12.5	4800	0.0554	0.4174	0.5934	0.7082	nan	0.7306	0.6455	0.7276	0.8635	0.0	nan	0.0	0.6673	0.5257	0.5528	0.7583	0.0	nan
0.0382	12.5521	4820	0.0543	0.4212	0.5951	0.7209	nan	0.7456	0.6662	0.6942	0.8693	0.0	nan	0.0	0.6827	0.5361	0.5513	0.7573	0.0	nan
0.0246	12.6042	4840	0.0523	0.4179	0.5841	0.7233	nan	0.7555	0.6720	0.6193	0.8735	0.0	nan	0.0	0.6902	0.5376	0.5268	0.7526	0.0	nan
0.0221	12.6562	4860	0.0530	0.4217	0.6018	0.7185	nan	0.7263	0.7040	0.6801	0.8984	0.0	nan	0.0	0.6761	0.5448	0.5406	0.7688	0.0	nan
0.0228	12.7083	4880	0.0529	0.4216	0.6027	0.7157	nan	0.7400	0.6507	0.7113	0.9114	0.0	nan	0.0	0.6801	0.5219	0.5513	0.7764	0.0	nan
0.0093	12.7604	4900	0.0561	0.4077	0.5657	0.7063	nan	0.7472	0.6300	0.6294	0.8220	0.0	nan	0.0	0.6798	0.5184	0.5246	0.7232	0.0	nan
0.0334	12.8125	4920	0.0529	0.4182	0.5842	0.7219	nan	0.7569	0.6554	0.6569	0.8520	0.0	nan	0.0	0.6884	0.5298	0.5435	0.7478	0.0	nan
0.0166	12.8646	4940	0.0548	0.4150	0.5912	0.7113	nan	0.7386	0.6496	0.6767	0.8910	0.0	nan	0.0	0.6753	0.5289	0.5464	0.7394	0.0	nan
0.0561	12.9167	4960	0.0546	0.4202	0.5967	0.7123	nan	0.7394	0.6376	0.7324	0.8743	0.0	nan	0.0	0.6767	0.5219	0.5636	0.7588	0.0	nan
0.0172	12.9688	4980	0.0556	0.4230	0.5983	0.7185	nan	0.7494	0.6336	0.7521	0.8563	0.0	nan	0.0	0.6827	0.5186	0.5766	0.7602	0.0	nan
0.0617	13.0208	5000	0.0538	0.4258	0.5900	0.7218	nan	0.7521	0.6583	0.6862	0.8531	0.0	nan	0.0	0.6866	0.5318	0.5684	0.7681	0.0	nan
0.017	13.0729	5020	0.0555	0.4149	0.5837	0.7127	nan	0.7385	0.6564	0.6930	0.8308	0.0	nan	0.0	0.6791	0.5301	0.5448	0.7356	0.0	nan
0.0413	13.125	5040	0.0534	0.4149	0.5777	0.7161	nan	0.7508	0.6452	0.6828	0.8096	0.0	nan	0.0	0.6846	0.5245	0.5579	0.7224	0.0	nan
0.0144	13.1771	5060	0.0553	0.4119	0.5730	0.7173	nan	0.7482	0.6655	0.6506	0.8005	0.0	nan	0.0	0.6856	0.5390	0.5448	0.7018	0.0	nan
0.0208	13.2292	5080	0.0567	0.4193	0.5863	0.7193	nan	0.7528	0.6509	0.6710	0.8565	0.0	nan	0.0	0.6857	0.5298	0.5640	0.7363	0.0	nan
0.0618	13.2812	5100	0.0552	0.4280	0.6039	0.7263	nan	0.7580	0.6451	0.7331	0.8834	0.0	nan	0.0	0.6905	0.5263	0.5751	0.7761	0.0	nan
0.0402	13.3333	5120	0.0605	0.3891	0.5420	0.6892	nan	0.7451	0.5782	0.6265	0.7600	0.0	nan	0.0	0.6683	0.4843	0.5065	0.6757	0.0	nan
0.0143	13.3854	5140	0.0579	0.4148	0.5896	0.7219	nan	0.7496	0.6567	0.7288	0.8130	0.0	nan	0.0	0.6865	0.5287	0.5475	0.7259	0.0	nan
0.057	13.4375	5160	0.0557	0.4162	0.5810	0.7136	nan	0.7587	0.6130	0.6836	0.8499	0.0	nan	0.0	0.6829	0.5031	0.5556	0.7557	0.0	nan
0.0338	13.4896	5180	0.0560	0.4173	0.5900	0.7164	nan	0.7542	0.6271	0.7009	0.8678	0.0	nan	0.0	0.6808	0.5085	0.5594	0.7553	0.0	nan
0.0312	13.5417	5200	0.0550	0.4249	0.6023	0.7172	nan	0.7363	0.6734	0.6781	0.9238	0.0	nan	0.0	0.6759	0.5307	0.5603	0.7823	0.0	nan
0.0049	13.5938	5220	0.0559	0.4179	0.5935	0.7167	nan	0.7467	0.6554	0.6494	0.9159	0.0	nan	0.0	0.6817	0.5225	0.5453	0.7579	0.0	nan
0.048	13.6458	5240	0.0589	0.4161	0.5965	0.7084	nan	0.7351	0.6401	0.6929	0.9145	0.0	nan	0.0	0.6680	0.5128	0.5543	0.7616	0.0	nan
0.0196	13.6979	5260	0.0562	0.4248	0.6052	0.7185	nan	0.7380	0.6636	0.7271	0.8973	0.0	nan	0.0	0.6741	0.5258	0.5605	0.7886	0.0	nan
0.0259	13.75	5280	0.0559	0.4236	0.5993	0.7198	nan	0.7473	0.6495	0.7234	0.8764	0.0	nan	0.0	0.6808	0.5226	0.5611	0.7769	0.0	nan
0.0591	13.8021	5300	0.0562	0.4178	0.5835	0.7118	nan	0.7413	0.6465	0.6897	0.8398	0.0	nan	0.0	0.6752	0.5226	0.5617	0.7472	0.0	nan
0.0561	13.8542	5320	0.0544	0.4231	0.5954	0.7290	nan	0.7703	0.6316	0.7257	0.8492	0.0	nan	0.0	0.6937	0.5137	0.5747	0.7567	0.0	nan
0.0195	13.9062	5340	0.0547	0.4192	0.5964	0.7190	nan	0.7522	0.6328	0.7355	0.8616	0.0	nan	0.0	0.6826	0.5124	0.5612	0.7588	0.0	nan
0.0519	13.9583	5360	0.0548	0.4040	0.5607	0.7051	nan	0.7379	0.6560	0.6066	0.8030	0.0	nan	0.0	0.6756	0.5321	0.5100	0.7064	0.0	nan
0.0347	14.0104	5380	0.0533	0.4120	0.5750	0.7305	nan	0.7636	0.6825	0.6420	0.7869	0.0	nan	0.0	0.6983	0.5447	0.5351	0.6936	0.0	nan
0.0066	14.0625	5400	0.0564	0.4032	0.5732	0.7210	nan	0.7482	0.6735	0.6903	0.7539	0.0	nan	0.0	0.6873	0.5370	0.5306	0.6645	0.0	nan
0.0242	14.1146	5420	0.0574	0.4078	0.5717	0.7194	nan	0.7529	0.6593	0.6726	0.7737	0.0	nan	0.0	0.6849	0.5327	0.5416	0.6875	0.0	nan
0.0225	14.1667	5440	0.0563	0.4046	0.5719	0.7090	nan	0.7447	0.6303	0.7015	0.7832	0.0	nan	0.0	0.6742	0.5132	0.5455	0.6950	0.0	nan
0.0178	14.2188	5460	0.0542	0.4166	0.5906	0.7241	nan	0.7439	0.6847	0.7044	0.8200	0.0	nan	0.0	0.6831	0.5401	0.5586	0.7180	0.0	nan
0.0618	14.2708	5480	0.0535	0.4121	0.5787	0.7189	nan	0.7431	0.6804	0.6578	0.8120	0.0	nan	0.0	0.6809	0.5413	0.5405	0.7097	0.0	nan
0.0155	14.3229	5500	0.0535	0.4123	0.5863	0.7140	nan	0.7345	0.6716	0.6882	0.8372	0.0	nan	0.0	0.6738	0.5306	0.5502	0.7191	0.0	nan
0.0253	14.375	5520	0.0525	0.4184	0.5933	0.7113	nan	0.7367	0.6476	0.7052	0.8773	0.0	nan	0.0	0.6730	0.5240	0.5573	0.7565	0.0	nan
0.0273	14.4271	5540	0.0554	0.4218	0.6017	0.7245	nan	0.7520	0.6521	0.7434	0.8609	0.0	nan	0.0	0.6857	0.5268	0.5646	0.7539	0.0	nan
0.0539	14.4792	5560	0.0558	0.4054	0.5698	0.7107	nan	0.7477	0.6350	0.6809	0.7853	0.0	nan	0.0	0.6801	0.5167	0.5390	0.6963	0.0	nan
0.0346	14.5312	5580	0.0585	0.3901	0.5431	0.6996	nan	0.7397	0.6375	0.6108	0.7274	0.0	nan	0.0	0.6752	0.5164	0.5021	0.6467	0.0	nan
0.0421	14.5833	5600	0.0527	0.4190	0.5883	0.7221	nan	0.7501	0.6638	0.6930	0.8347	0.0	nan	0.0	0.6860	0.5298	0.5575	0.7410	0.0	nan
0.0215	14.6354	5620	0.0526	0.4177	0.5824	0.7173	nan	0.7489	0.6536	0.6763	0.8331	0.0	nan	0.0	0.6823	0.5265	0.5551	0.7423	0.0	nan
0.0404	14.6875	5640	0.0525	0.4213	0.5921	0.7255	nan	0.7521	0.6697	0.6998	0.8391	0.0	nan	0.0	0.6880	0.5358	0.5620	0.7422	0.0	nan
0.0326	14.7396	5660	0.0524	0.4221	0.5937	0.7194	nan	0.7449	0.6617	0.6982	0.8635	0.0	nan	0.0	0.6806	0.5310	0.5597	0.7613	0.0	nan
0.0265	14.7917	5680	0.0538	0.4205	0.5909	0.7156	nan	0.7421	0.6590	0.6753	0.8782	0.0	nan	0.0	0.6782	0.5304	0.5498	0.7648	0.0	nan
0.0106	14.8438	5700	0.0553	0.4177	0.5879	0.7123	nan	0.7419	0.6479	0.6730	0.8769	0.0	nan	0.0	0.6775	0.5236	0.5436	0.7618	0.0	nan
0.0457	14.8958	5720	0.0550	0.4192	0.5862	0.7147	nan	0.7470	0.6503	0.6515	0.8820	0.0	nan	0.0	0.6798	0.5227	0.5468	0.7659	0.0	nan
0.0423	14.9479	5740	0.0543	0.4226	0.5948	0.7131	nan	0.7358	0.6631	0.6720	0.9031	0.0	nan	0.0	0.6722	0.5253	0.5580	0.7801	0.0	nan
0.0355	15.0	5760	0.0548	0.4210	0.5915	0.7158	nan	0.7487	0.6403	0.6882	0.8802	0.0	nan	0.0	0.6791	0.5197	0.5659	0.7615	0.0	nan
0.0427	15.0521	5780	0.0553	0.4116	0.5706	0.6976	nan	0.7337	0.6227	0.6421	0.8547	0.0	nan	0.0	0.6627	0.5094	0.5455	0.7522	0.0	nan
0.0078	15.1042	5800	0.0544	0.4262	0.5954	0.7225	nan	0.7480	0.6692	0.6819	0.8780	0.0	nan	0.0	0.6858	0.5359	0.5599	0.7758	0.0	nan
0.0176	15.1562	5820	0.0562	0.4148	0.5789	0.7052	nan	0.7310	0.6496	0.6794	0.8347	0.0	nan	0.0	0.6707	0.5261	0.5508	0.7411	0.0	nan
0.095	15.2083	5840	0.0546	0.4151	0.5746	0.7133	nan	0.7499	0.6462	0.6369	0.8400	0.0	nan	0.0	0.6814	0.5262	0.5408	0.7421	0.0	nan
0.0124	15.2604	5860	0.0546	0.4155	0.5750	0.7179	nan	0.7512	0.6623	0.6367	0.8250	0.0	nan	0.0	0.6828	0.5345	0.5411	0.7345	0.0	nan
0.0247	15.3125	5880	0.0566	0.4098	0.5790	0.7116	nan	0.7363	0.6594	0.6968	0.8026	0.0	nan	0.0	0.6732	0.5285	0.5487	0.7083	0.0	nan
0.0366	15.3646	5900	0.0555	0.4103	0.5805	0.7150	nan	0.7432	0.6579	0.6838	0.8177	0.0	nan	0.0	0.6784	0.5240	0.5418	0.7176	0.0	nan
0.0236	15.4167	5920	0.0555	0.4173	0.5852	0.7191	nan	0.7478	0.6634	0.6700	0.8448	0.0	nan	0.0	0.6821	0.5302	0.5468	0.7446	0.0	nan
0.0282	15.4688	5940	0.0537	0.4189	0.5925	0.7125	nan	0.7293	0.6690	0.7193	0.8451	0.0	nan	0.0	0.6699	0.5296	0.5604	0.7532	0.0	nan
0.0291	15.5208	5960	0.0551	0.4165	0.5901	0.7103	nan	0.7354	0.6452	0.7209	0.8489	0.0	nan	0.0	0.6708	0.5223	0.5574	0.7487	0.0	nan
0.0313	15.5729	5980	0.0532	0.4175	0.5927	0.7132	nan	0.7282	0.6795	0.6932	0.8626	0.0	nan	0.0	0.6705	0.5401	0.5454	0.7488	0.0	nan
0.0157	15.625	6000	0.0528	0.4152	0.5811	0.7138	nan	0.7375	0.6733	0.6512	0.8433	0.0	nan	0.0	0.6763	0.5377	0.5334	0.7436	0.0	nan
0.0188	15.6771	6020	0.0560	0.4077	0.5730	0.7072	nan	0.7332	0.6609	0.6527	0.8180	0.0	nan	0.0	0.6730	0.5304	0.5246	0.7179	0.0	nan
0.0473	15.7292	6040	0.0546	0.4037	0.5623	0.7089	nan	0.7395	0.6639	0.6236	0.7846	0.0	nan	0.0	0.6773	0.5317	0.5125	0.7011	0.0	nan
0.0318	15.7812	6060	0.0535	0.4221	0.5924	0.7197	nan	0.7483	0.6592	0.6780	0.8766	0.0	nan	0.0	0.6832	0.5298	0.5515	0.7679	0.0	nan
0.0376	15.8333	6080	0.0549	0.4172	0.5843	0.7105	nan	0.7372	0.6550	0.6689	0.8605	0.0	nan	0.0	0.6759	0.5273	0.5425	0.7575	0.0	nan
0.0158	15.8854	6100	0.0544	0.4230	0.5932	0.7229	nan	0.7540	0.6578	0.6773	0.8771	0.0	nan	0.0	0.6878	0.5291	0.5579	0.7635	0.0	nan
0.0252	15.9375	6120	0.0562	0.4121	0.5753	0.7087	nan	0.7444	0.6389	0.6462	0.8471	0.0	nan	0.0	0.6765	0.5180	0.5408	0.7371	0.0	nan
0.0458	15.9896	6140	0.0591	0.4048	0.5629	0.7051	nan	0.7525	0.6202	0.5962	0.8457	0.0	nan	0.0	0.6769	0.5054	0.5164	0.7303	0.0	nan
0.0112	16.0417	6160	0.0553	0.4167	0.5845	0.7150	nan	0.7535	0.6258	0.7034	0.8397	0.0	nan	0.0	0.6795	0.5095	0.5662	0.7450	0.0	nan
0.0347	16.0938	6180	0.0572	0.4140	0.5856	0.7142	nan	0.7444	0.6412	0.7238	0.8188	0.0	nan	0.0	0.6763	0.5186	0.5655	0.7236	0.0	nan
0.0411	16.1458	6200	0.0579	0.4172	0.5860	0.7195	nan	0.7591	0.6304	0.7008	0.8396	0.0	nan	0.0	0.6841	0.5103	0.5691	0.7397	0.0	nan
0.0524	16.1979	6220	0.0581	0.4209	0.5917	0.7218	nan	0.7571	0.6437	0.6908	0.8669	0.0	nan	0.0	0.6849	0.5174	0.5690	0.7542	0.0	nan
0.0531	16.25	6240	0.0568	0.4252	0.5988	0.7266	nan	0.7608	0.6510	0.6876	0.8947	0.0	nan	0.0	0.6897	0.5220	0.5695	0.7700	0.0	nan
0.0254	16.3021	6260	0.0571	0.4228	0.5942	0.7204	nan	0.7445	0.6693	0.6849	0.8721	0.0	nan	0.0	0.6821	0.5322	0.5607	0.7616	0.0	nan
0.0488	16.3542	6280	0.0550	0.4203	0.5886	0.7227	nan	0.7520	0.6665	0.6682	0.8560	0.0	nan	0.0	0.6881	0.5330	0.5483	0.7525	0.0	nan
0.0387	16.4062	6300	0.0536	0.4181	0.5848	0.7214	nan	0.7559	0.6578	0.6450	0.8656	0.0	nan	0.0	0.6885	0.5284	0.5396	0.7520	0.0	nan
0.0103	16.4583	6320	0.0533	0.4209	0.5879	0.7231	nan	0.7503	0.6756	0.6545	0.8592	0.0	nan	0.0	0.6868	0.5383	0.5470	0.7532	0.0	nan
0.0183	16.5104	6340	0.0541	0.4192	0.5887	0.7181	nan	0.7403	0.6788	0.6568	0.8677	0.0	nan	0.0	0.6805	0.5403	0.5465	0.7482	0.0	nan
0.0956	16.5625	6360	0.0520	0.4189	0.5857	0.7105	nan	0.7414	0.6448	0.6623	0.8798	0.0	nan	0.0	0.6745	0.5206	0.5543	0.7640	0.0	nan
0.0504	16.6146	6380	0.0539	0.4224	0.5973	0.7174	nan	0.7470	0.6453	0.7012	0.8929	0.0	nan	0.0	0.6790	0.5207	0.5688	0.7658	0.0	nan
0.0537	16.6667	6400	0.0564	0.4155	0.5883	0.7057	nan	0.7395	0.6190	0.7079	0.8750	0.0	nan	0.0	0.6689	0.5039	0.5651	0.7550	0.0	nan
0.0294	16.7188	6420	0.0545	0.4122	0.5753	0.7050	nan	0.7487	0.6072	0.6732	0.8474	0.0	nan	0.0	0.6725	0.4970	0.5578	0.7459	0.0	nan
0.0516	16.7708	6440	0.0543	0.4101	0.5708	0.7063	nan	0.7455	0.6292	0.6425	0.8368	0.0	nan	0.0	0.6727	0.5094	0.5446	0.7337	0.0	nan
0.0126	16.8229	6460	0.0548	0.4156	0.5843	0.7160	nan	0.7503	0.6432	0.6784	0.8496	0.0	nan	0.0	0.6805	0.5175	0.5544	0.7412	0.0	nan
0.0073	16.875	6480	0.0549	0.4116	0.5749	0.7122	nan	0.7470	0.6493	0.6356	0.8427	0.0	nan	0.0	0.6798	0.5224	0.5332	0.7340	0.0	nan
0.0475	16.9271	6500	0.0535	0.4158	0.5788	0.7164	nan	0.7539	0.6480	0.6306	0.8617	0.0	nan	0.0	0.6846	0.5217	0.5369	0.7516	0.0	nan
0.0235	16.9792	6520	0.0531	0.4246	0.5972	0.7230	nan	0.7476	0.6717	0.6793	0.8871	0.0	nan	0.0	0.6838	0.5345	0.5591	0.7702	0.0	nan
0.0455	17.0312	6540	0.0540	0.4152	0.5810	0.7063	nan	0.7384	0.6367	0.6654	0.8642	0.0	nan	0.0	0.6712	0.5150	0.5520	0.7531	0.0	nan
0.0333	17.0833	6560	0.0565	0.4089	0.5730	0.7032	nan	0.7412	0.6232	0.6570	0.8435	0.0	nan	0.0	0.6704	0.5056	0.5462	0.7313	0.0	nan
0.0061	17.1354	6580	0.0573	0.4105	0.5736	0.7103	nan	0.7526	0.6244	0.6546	0.8363	0.0	nan	0.0	0.6784	0.5053	0.5479	0.7312	0.0	nan
0.0597	17.1875	6600	0.0548	0.4146	0.5770	0.7180	nan	0.7585	0.6410	0.6465	0.8392	0.0	nan	0.0	0.6855	0.5155	0.5470	0.7396	0.0	nan
0.0755	17.2396	6620	0.0539	0.4261	0.5963	0.7266	nan	0.7639	0.6435	0.6927	0.8813	0.0	nan	0.0	0.6904	0.5203	0.5722	0.7738	0.0	nan
0.0231	17.2917	6640	0.0546	0.4230	0.5957	0.7227	nan	0.7565	0.6411	0.7199	0.8611	0.0	nan	0.0	0.6854	0.5200	0.5739	0.7585	0.0	nan
0.0835	17.3438	6660	0.0551	0.4130	0.5756	0.7088	nan	0.7485	0.6245	0.6673	0.8378	0.0	nan	0.0	0.6769	0.5116	0.5527	0.7367	0.0	nan
0.033	17.3958	6680	0.0566	0.4118	0.5747	0.7138	nan	0.7548	0.6320	0.6584	0.8286	0.0	nan	0.0	0.6823	0.5137	0.5496	0.7249	0.0	nan
0.0668	17.4479	6700	0.0548	0.4157	0.5776	0.7168	nan	0.7561	0.6429	0.6396	0.8492	0.0	nan	0.0	0.6845	0.5191	0.5467	0.7436	0.0	nan
0.0321	17.5	6720	0.0562	0.4095	0.5682	0.7036	nan	0.7437	0.6267	0.6287	0.8417	0.0	nan	0.0	0.6708	0.5081	0.5394	0.7390	0.0	nan
0.0362	17.5521	6740	0.0565	0.4147	0.5804	0.7092	nan	0.7417	0.6407	0.6655	0.8542	0.0	nan	0.0	0.6717	0.5156	0.5554	0.7454	0.0	nan
0.0221	17.6042	6760	0.0555	0.4160	0.5838	0.7157	nan	0.7462	0.6521	0.6805	0.8402	0.0	nan	0.0	0.6772	0.5214	0.5594	0.7378	0.0	nan
0.0231	17.6562	6780	0.0560	0.4155	0.5773	0.7131	nan	0.7450	0.6536	0.6514	0.8364	0.0	nan	0.0	0.6751	0.5220	0.5520	0.7438	0.0	nan
0.0552	17.7083	6800	0.0560	0.4137	0.5728	0.7136	nan	0.7426	0.6692	0.6252	0.8269	0.0	nan	0.0	0.6765	0.5312	0.5380	0.7364	0.0	nan
0.0196	17.7604	6820	0.0559	0.4267	0.6004	0.7295	nan	0.7518	0.6848	0.6887	0.8768	0.0	nan	0.0	0.6885	0.5401	0.5663	0.7651	0.0	nan
0.0372	17.8125	6840	0.0565	0.4268	0.6037	0.7296	nan	0.7489	0.6885	0.6992	0.8819	0.0	nan	0.0	0.6880	0.5423	0.5661	0.7642	0.0	nan
0.0438	17.8646	6860	0.0551	0.4203	0.5911	0.7194	nan	0.7479	0.6611	0.6706	0.8758	0.0	nan	0.0	0.6829	0.5292	0.5519	0.7579	0.0	nan
0.0245	17.9167	6880	0.0559	0.4256	0.6010	0.7252	nan	0.7521	0.6615	0.7105	0.8809	0.0	nan	0.0	0.6859	0.5298	0.5690	0.7691	0.0	nan
0.0051	17.9688	6900	0.0577	0.4216	0.5932	0.7168	nan	0.7436	0.6567	0.6879	0.8779	0.0	nan	0.0	0.6794	0.5270	0.5588	0.7642	0.0	nan
0.0157	18.0208	6920	0.0561	0.4156	0.5797	0.7102	nan	0.7353	0.6639	0.6547	0.8444	0.0	nan	0.0	0.6741	0.5308	0.5451	0.7437	0.0	nan
0.009	18.0729	6940	0.0574	0.4206	0.5877	0.7187	nan	0.7482	0.6601	0.6672	0.8631	0.0	nan	0.0	0.6824	0.5291	0.5565	0.7557	0.0	nan
0.0839	18.125	6960	0.0564	0.4208	0.5881	0.7182	nan	0.7472	0.6593	0.6717	0.8625	0.0	nan	0.0	0.6820	0.5293	0.5585	0.7551	0.0	nan
0.0502	18.1771	6980	0.0572	0.4172	0.5815	0.7160	nan	0.7500	0.6513	0.6471	0.8588	0.0	nan	0.0	0.6825	0.5250	0.5468	0.7489	0.0	nan
0.021	18.2292	7000	0.0576	0.4218	0.5920	0.7213	nan	0.7549	0.6491	0.6795	0.8767	0.0	nan	0.0	0.6864	0.5238	0.5596	0.7610	0.0	nan
0.0143	18.2812	7020	0.0587	0.4232	0.5967	0.7245	nan	0.7577	0.6479	0.7055	0.8723	0.0	nan	0.0	0.6885	0.5231	0.5670	0.7607	0.0	nan
0.0413	18.3333	7040	0.0577	0.4233	0.5933	0.7249	nan	0.7574	0.6560	0.6859	0.8673	0.0	nan	0.0	0.6885	0.5281	0.5624	0.7611	0.0	nan
0.0532	18.3854	7060	0.0573	0.4207	0.5885	0.7219	nan	0.7542	0.6572	0.6705	0.8608	0.0	nan	0.0	0.6858	0.5286	0.5555	0.7543	0.0	nan
0.015	18.4375	7080	0.0567	0.4232	0.5929	0.7239	nan	0.7521	0.6647	0.6889	0.8588	0.0	nan	0.0	0.6862	0.5325	0.5638	0.7564	0.0	nan
0.0412	18.4896	7100	0.0549	0.4173	0.5816	0.7165	nan	0.7466	0.6580	0.6688	0.8346	0.0	nan	0.0	0.6812	0.5292	0.5541	0.7392	0.0	nan
0.0363	18.5417	7120	0.0565	0.4178	0.5861	0.7145	nan	0.7436	0.6501	0.6925	0.8441	0.0	nan	0.0	0.6791	0.5251	0.5603	0.7426	0.0	nan
0.0084	18.5938	7140	0.0556	0.4186	0.5869	0.7180	nan	0.7522	0.6416	0.6976	0.8432	0.0	nan	0.0	0.6842	0.5201	0.5638	0.7436	0.0	nan
0.0558	18.6458	7160	0.0560	0.4143	0.5762	0.7128	nan	0.7467	0.6473	0.6579	0.8291	0.0	nan	0.0	0.6803	0.5231	0.5490	0.7335	0.0	nan
0.0291	18.6979	7180	0.0578	0.4156	0.5815	0.7162	nan	0.7472	0.6519	0.6861	0.8221	0.0	nan	0.0	0.6821	0.5255	0.5587	0.7274	0.0	nan
0.0354	18.75	7200	0.0577	0.4174	0.5839	0.7178	nan	0.7510	0.6485	0.6829	0.8369	0.0	nan	0.0	0.6846	0.5230	0.5597	0.7373	0.0	nan
0.0472	18.8021	7220	0.0559	0.4182	0.5822	0.7167	nan	0.7522	0.6446	0.6669	0.8475	0.0	nan	0.0	0.6840	0.5208	0.5579	0.7464	0.0	nan
0.0608	18.8542	7240	0.0547	0.4200	0.5844	0.7184	nan	0.7532	0.6477	0.6699	0.8514	0.0	nan	0.0	0.6844	0.5230	0.5609	0.7514	0.0	nan
0.03	18.9062	7260	0.0567	0.4121	0.5728	0.7152	nan	0.7511	0.6490	0.6543	0.8099	0.0	nan	0.0	0.6829	0.5239	0.5478	0.7181	0.0	nan
0.0317	18.9583	7280	0.0575	0.4145	0.5780	0.7199	nan	0.7533	0.6594	0.6576	0.8200	0.0	nan	0.0	0.6864	0.5292	0.5488	0.7226	0.0	nan
0.0161	19.0104	7300	0.0567	0.4139	0.5776	0.7162	nan	0.7445	0.6681	0.6486	0.8266	0.0	nan	0.0	0.6810	0.5337	0.5448	0.7240	0.0	nan
0.0149	19.0625	7320	0.0558	0.4166	0.5828	0.7200	nan	0.7546	0.6519	0.6682	0.8392	0.0	nan	0.0	0.6864	0.5256	0.5536	0.7340	0.0	nan
0.0142	19.1146	7340	0.0559	0.4222	0.5931	0.7243	nan	0.7510	0.6706	0.6821	0.8616	0.0	nan	0.0	0.6869	0.5351	0.5615	0.7500	0.0	nan
0.0702	19.1667	7360	0.0559	0.4236	0.5933	0.7259	nan	0.7524	0.6746	0.6777	0.8618	0.0	nan	0.0	0.6878	0.5370	0.5631	0.7536	0.0	nan
0.0396	19.2188	7380	0.0559	0.4198	0.5881	0.7195	nan	0.7472	0.6632	0.6798	0.8504	0.0	nan	0.0	0.6828	0.5314	0.5602	0.7443	0.0	nan
0.0384	19.2708	7400	0.0564	0.4231	0.5963	0.7247	nan	0.7530	0.6614	0.7018	0.8654	0.0	nan	0.0	0.6870	0.5310	0.5692	0.7515	0.0	nan
0.0533	19.3229	7420	0.0569	0.4202	0.5876	0.7167	nan	0.7463	0.6534	0.6815	0.8568	0.0	nan	0.0	0.6804	0.5267	0.5632	0.7512	0.0	nan
0.0344	19.375	7440	0.0580	0.4234	0.5938	0.7205	nan	0.7473	0.6613	0.6939	0.8665	0.0	nan	0.0	0.6824	0.5306	0.5691	0.7585	0.0	nan
0.0267	19.4271	7460	0.0567	0.4210	0.5881	0.7162	nan	0.7460	0.6533	0.6754	0.8657	0.0	nan	0.0	0.6805	0.5265	0.5616	0.7577	0.0	nan
0.0475	19.4792	7480	0.0582	0.4214	0.5913	0.7185	nan	0.7513	0.6437	0.6969	0.8648	0.0	nan	0.0	0.6836	0.5212	0.5684	0.7553	0.0	nan
0.0207	19.5312	7500	0.0567	0.4212	0.5882	0.7181	nan	0.7510	0.6484	0.6762	0.8654	0.0	nan	0.0	0.6831	0.5239	0.5625	0.7578	0.0	nan
0.0451	19.5833	7520	0.0562	0.4215	0.5891	0.7170	nan	0.7479	0.6525	0.6677	0.8776	0.0	nan	0.0	0.6816	0.5261	0.5590	0.7621	0.0	nan
0.0455	19.6354	7540	0.0563	0.4212	0.5886	0.7185	nan	0.7516	0.6495	0.6697	0.8719	0.0	nan	0.0	0.6839	0.5245	0.5597	0.7592	0.0	nan
0.0236	19.6875	7560	0.0568	0.4208	0.5888	0.7181	nan	0.7476	0.6562	0.6781	0.8619	0.0	nan	0.0	0.6822	0.5279	0.5609	0.7538	0.0	nan
0.0533	19.7396	7580	0.0571	0.4193	0.5860	0.7170	nan	0.7500	0.6458	0.6854	0.8485	0.0	nan	0.0	0.6829	0.5225	0.5626	0.7478	0.0	nan
0.0108	19.7917	7600	0.0560	0.4194	0.5863	0.7160	nan	0.7486	0.6471	0.6736	0.8622	0.0	nan	0.0	0.6819	0.5232	0.5584	0.7527	0.0	nan
0.0128	19.8438	7620	0.0552	0.4211	0.5871	0.7190	nan	0.7520	0.6505	0.6751	0.8576	0.0	nan	0.0	0.6845	0.5251	0.5614	0.7554	0.0	nan
0.0146	19.8958	7640	0.0562	0.4235	0.5929	0.7213	nan	0.7483	0.6630	0.6908	0.8623	0.0	nan	0.0	0.6836	0.5317	0.5674	0.7583	0.0	nan
0.0216	19.9479	7660	0.0561	0.4196	0.5876	0.7177	nan	0.7519	0.6422	0.6895	0.8547	0.0	nan	0.0	0.6839	0.5205	0.5636	0.7494	0.0	nan
0.0037	20.0	7680	0.0561	0.4235	0.5927	0.7225	nan	0.7526	0.6585	0.6838	0.8686	0.0	nan	0.0	0.6864	0.5293	0.5653	0.7603	0.0	nan

Framework versions

• Transformers 4.42.4
• Pytorch 2.3.1+cu121
• Datasets 2.20.0
• Tokenizers 0.19.1