segformer-finetuned-segments-plantleafdisease-may-15

This model is a fine-tuned version of nancyalarabawy/segformer-finetuned-segments-plantleafdisease-may-15 on the nancyalarabawy/PlantLeafDiseases3 dataset. It achieves the following results on the evaluation set:

• Loss: 0.0229
• Mean Iou: 0.7749
• Mean Accuracy: 0.8460
• Overall Accuracy: 0.9909
• Accuracy Unlabeled: nan
• Accuracy Healthy: 0.9852
• Accuracy Blast: 0.9510
• Accuracy Background: 0.9965
• Accuracy Alstonia herpes: 0.9121
• Accuracy Mango anthracnose: 0.6642
• Accuracy Pomengrate spots: 0.9595
• Accuracy Blight spots: 0.0661
• Accuracy Chlorisis: 0.9488
• Accuracy Leaf spots: 0.9503
• Accuracy Apple scab: 0.9298
• Accuracy Black rot: 0.9511
• Accuracy Cedar rust: 0.8376
• Iou Unlabeled: nan
• Iou Healthy: 0.9706
• Iou Blast: 0.8612
• Iou Background: 0.9943
• Iou Alstonia herpes: 0.7827
• Iou Mango anthracnose: 0.5516
• Iou Pomengrate spots: 0.8779
• Iou Blight spots: 0.0661
• Iou Chlorisis: 0.8891
• Iou Leaf spots: 0.8538
• Iou Apple scab: 0.8424
• Iou Black rot: 0.8806
• Iou Cedar rust: 0.7289

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: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 90

Training results

Training Loss	Epoch	Step	Accuracy Alstonia herpes	Accuracy Apple scab	Accuracy Background	Accuracy Black rot	Accuracy Blast	Accuracy Blight spots	Accuracy Cedar rust	Accuracy Chlorisis	Accuracy Healthy	Accuracy Leaf spots	Accuracy Mango anthracnose	Accuracy Pomengrate spots	Accuracy Unlabeled	Iou Alstonia herpes	Iou Apple scab	Iou Background	Iou Black rot	Iou Blast	Iou Blight spots	Iou Cedar rust	Iou Chlorisis	Iou Healthy	Iou Leaf spots	Iou Mango anthracnose	Iou Pomengrate spots	Iou Unlabeled	Validation Loss	Mean Accuracy	Mean Iou	Overall Accuracy
0.3678	2.8571	20	0.0	0.0	0.9654	0.0	nan	nan	0.0	nan	0.9955	nan	0.0	0.0	nan	0.0	0.0	0.9624	0.0	nan	nan	0.0	nan	0.9038	nan	0.0	0.0	nan	0.5214	0.2451	0.2333	0.9641
0.1569	5.7143	40	0.0	0.0904	0.9905	0.2556	nan	nan	0.0	nan	0.9922	nan	0.0	0.0	nan	0.0	0.0750	0.9859	0.2484	nan	nan	0.0	0.0	0.9483	nan	0.0	0.0	nan	0.1473	0.2911	0.2508	0.9807
0.1889	8.5714	60	0.0208	0.2091	0.9876	0.5611	nan	nan	0.0	nan	0.9958	nan	0.0	0.0	nan	0.0172	0.1896	0.9853	0.4038	nan	nan	0.0	nan	0.9532	nan	0.0	0.0	nan	0.0865	0.3468	0.3186	0.9815
0.1372	11.4286	80	0.5152	0.3273	0.9944	0.4668	nan	nan	0.3481	nan	0.9911	nan	0.0	0.0	nan	0.3443	0.2762	0.9895	0.4468	nan	nan	0.3217	nan	0.9635	0.0	0.0	0.0	nan	0.0722	0.4554	0.3713	0.9857
0.0629	14.2857	100	0.0582	0.4450	0.9940	0.5381	nan	nan	0.2655	nan	0.9918	nan	0.0	0.0026	nan	0.0562	0.3082	0.9899	0.4448	nan	nan	0.2603	0.0	0.9650	0.0	0.0	0.0026	nan	0.0597	0.4119	0.3027	0.9855
0.0599	17.1429	120	0.5960	0.4705	0.9953	0.5430	nan	nan	0.3626	nan	0.9896	nan	0.0	0.0	nan	0.5455	0.3194	0.9903	0.5058	nan	nan	0.3465	nan	0.9681	0.0	0.0	0.0	nan	0.0592	0.4946	0.4084	0.9866
0.052	20.0	140	0.3232	0.4232	0.9942	0.6267	nan	nan	0.4708	nan	0.9921	nan	0.0	0.0122	nan	0.3206	0.3473	0.9904	0.5723	nan	nan	0.4444	nan	0.9670	0.0	0.0	0.0122	nan	0.0538	0.4803	0.4060	0.9867
0.056	22.8571	160	0.6125	0.4707	0.9949	0.6004	nan	nan	0.3595	nan	0.9911	nan	0.0	0.0850	nan	0.6018	0.3377	0.9907	0.5512	nan	nan	0.3436	nan	0.9691	0.0	0.0	0.0847	nan	0.0530	0.5142	0.4310	0.9872
0.0457	25.7143	180	0.7174	0.4793	0.9956	0.6630	nan	nan	0.5241	nan	0.9897	nan	0.0	0.2266	nan	0.6977	0.3727	0.9909	0.6061	nan	nan	0.4782	nan	0.9703	0.0	0.0	0.2247	nan	0.0502	0.5745	0.4823	0.9880
0.0495	28.5714	200	0.6156	0.4837	0.9949	0.7271	nan	nan	0.4553	nan	0.9905	nan	0.0	0.2846	nan	0.6032	0.3834	0.9908	0.6224	nan	nan	0.4238	nan	0.9701	0.0	0.0	0.2813	nan	0.0493	0.5690	0.4750	0.9879
0.0773	11.0	220	0.7858	0.5868	0.9972	0.4658	nan	nan	0.1153	0.7202	0.9866	0.1775	0.0515	0.1707	nan	0.6931	0.5344	0.9923	0.4195	nan	nan	0.0910	0.4479	0.9604	0.0808	0.0503	0.1705	nan	0.0518	0.5057	0.4440	0.9874
0.0497	12.0	240	0.8986	0.3605	0.9937	0.4281	nan	nan	0.8102	0.9835	0.9842	0.0	0.4124	0.0	nan	0.6481	0.3417	0.9919	0.3760	0.0	nan	0.1420	0.2717	0.9568	0.0	0.1847	0.0	nan	0.0671	0.5871	0.3557	0.9838
0.0624	13.0	260	0.8939	0.5069	0.9948	0.4541	nan	nan	0.4652	0.9929	0.9896	0.0	0.4502	0.0070	nan	0.6591	0.4741	0.9927	0.4134	0.0	nan	0.2105	0.3919	0.9596	0.0	0.2142	0.0070	nan	0.0575	0.5755	0.3930	0.9866
0.0602	14.0	280	0.8574	0.7804	0.9960	0.4721	nan	nan	0.4330	0.9800	0.9840	0.0	0.4479	0.0489	nan	0.7116	0.5891	0.9933	0.4165	0.0	nan	0.2233	0.4081	0.9617	0.0	0.2171	0.0488	nan	0.0530	0.6000	0.4154	0.9874
0.0761	15.0	300	0.8662	0.7147	0.9944	0.4162	nan	nan	0.5080	0.9812	0.9888	0.0	0.3584	0.1484	nan	0.6866	0.5888	0.9925	0.3912	0.0	nan	0.2258	0.5227	0.9603	0.0	0.2108	0.1478	nan	0.0499	0.5976	0.4297	0.9871
0.0424	16.0	320	0.8446	0.6727	0.9940	0.4508	nan	nan	0.4140	0.9900	0.9906	0.0	0.4257	0.0641	nan	0.6815	0.5813	0.9924	0.4122	nan	nan	0.2175	0.4117	0.9599	0.0	0.2339	0.0641	nan	0.0497	0.5846	0.4554	0.9871
0.0272	17.0	340	0.8829	0.6889	0.9964	0.4750	nan	nan	0.4878	0.8989	0.9866	0.0	0.5235	0.1491	nan	0.6816	0.5900	0.9935	0.4288	0.0	nan	0.2324	0.6928	0.9641	0.0	0.2548	0.1475	nan	0.0469	0.6089	0.4532	0.9881
0.0446	18.0	360	0.8674	0.6431	0.9955	0.4427	nan	nan	0.4031	0.9759	0.9894	0.0131	0.4738	0.2174	nan	0.6898	0.5629	0.9932	0.4112	nan	nan	0.2096	0.4857	0.9623	0.0131	0.2765	0.2168	nan	0.0457	0.6021	0.4821	0.9879
0.0451	19.0	380	0.9022	0.8131	0.9968	0.4793	nan	nan	0.5461	0.9935	0.9792	0.0271	0.6257	0.1404	nan	0.6592	0.5910	0.9935	0.4346	0.0	nan	0.2274	0.3246	0.9614	0.0258	0.2724	0.1378	nan	0.0481	0.6503	0.4207	0.9872
0.0419	20.0	400	0.8965	0.8036	0.9968	0.4640	nan	nan	0.4163	0.9965	0.9804	0.0758	0.6497	0.2523	nan	0.6693	0.6003	0.9935	0.4260	nan	nan	0.2276	0.2539	0.9609	0.0678	0.2938	0.2447	0.0	0.0458	0.6532	0.4307	0.9874
0.046	21.0	420	0.8515	0.6305	0.9963	0.4626	nan	nan	0.4506	0.9965	0.9872	0.1660	0.4806	0.4039	nan	0.7109	0.5615	0.9936	0.4237	0.0	nan	0.2292	0.2589	0.9623	0.1385	0.3284	0.3925	nan	0.0446	0.6426	0.4545	0.9881
0.0463	22.0	440	0.8220	0.6080	0.9954	0.4553	nan	nan	0.4344	0.9777	0.9905	0.1321	0.4531	0.4673	nan	0.7107	0.5495	0.9933	0.4231	nan	nan	0.2172	0.4442	0.9623	0.1158	0.3359	0.4573	nan	0.0432	0.6336	0.5209	0.9881
0.0293	23.0	460	0.8618	0.6730	0.9959	0.4496	nan	nan	0.3961	0.9812	0.9883	0.0703	0.5392	0.4156	nan	0.7132	0.5777	0.9935	0.4184	nan	nan	0.2135	0.4405	0.9630	0.0634	0.3258	0.4009	nan	0.0434	0.6371	0.5110	0.9882
0.0616	24.0	480	0.8588	0.6237	0.9959	0.4401	nan	nan	0.4734	0.9806	0.9895	0.0957	0.4721	0.4809	nan	0.7116	0.5553	0.9936	0.4135	nan	nan	0.2325	0.5109	0.9633	0.0864	0.3291	0.4641	nan	0.0423	0.6411	0.5260	0.9883
0.0355	25.0	500	0.8826	0.7080	0.9966	0.4643	nan	nan	0.4235	0.9929	0.9855	0.1389	0.5601	0.3689	nan	0.6974	0.5925	0.9937	0.4264	0.0	nan	0.2273	0.3299	0.9631	0.1121	0.3258	0.3534	nan	0.0421	0.6521	0.4565	0.9882
0.0308	26.0	520	0.8851	0.6863	0.9967	0.4714	nan	nan	0.5112	0.9924	0.9850	0.2236	0.5556	0.4209	nan	0.6948	0.5846	0.9937	0.4294	0.0	nan	0.2345	0.3419	0.9635	0.1632	0.3539	0.4020	nan	0.0422	0.6728	0.4692	0.9883
0.0486	27.0	540	0.8714	0.7096	0.9965	0.4564	nan	nan	0.4521	0.9894	0.9863	0.1694	0.5337	0.4618	nan	0.7053	0.5940	0.9938	0.4238	0.0	nan	0.2252	0.3919	0.9638	0.1400	0.3527	0.4430	nan	0.0415	0.6627	0.4758	0.9885
0.039	28.0	560	0.8783	0.7076	0.9967	0.4630	nan	nan	0.4587	0.9918	0.9854	0.2266	0.5467	0.4850	nan	0.6997	0.5920	0.9937	0.4256	nan	nan	0.2319	0.3475	0.9634	0.1812	0.3640	0.4621	nan	0.0414	0.6740	0.5261	0.9884
0.0392	29.0	580	0.8685	0.7160	0.9963	0.4580	nan	nan	0.4314	0.9877	0.9865	0.2118	0.5192	0.5144	nan	0.7071	0.5943	0.9937	0.4235	nan	nan	0.2256	0.4004	0.9634	0.1808	0.3610	0.4919	nan	0.0417	0.6690	0.5342	0.9885
0.0305	30.0	600	0.8696	0.6898	0.9967	0.4578	nan	nan	0.4071	0.9859	0.9864	0.1864	0.5241	0.5171	nan	0.7061	0.5863	0.9937	0.4238	nan	nan	0.2170	0.4103	0.9635	0.1635	0.3600	0.4945	nan	0.0410	0.6621	0.5319	0.9885
0.4067	15.5	620	0.7443	0.8278	0.9964	0.8452	0.6143	0.0	0.7910	0.2854	0.9779	0.2803	0.4556	0.6816	nan	0.6393	0.6713	0.9911	0.7814	0.4717	0.0	0.5864	0.2832	0.9518	0.2293	0.2635	0.6524	nan	0.0586	0.6250	0.5435	0.9848
0.0592	16.0	640	0.8096	0.8731	0.9954	0.9371	0.2249	0.0	0.8857	0.3793	0.9750	0.2011	0.5161	0.7033	nan	0.6186	0.6472	0.9913	0.7547	0.2231	0.0	0.5551	0.3727	0.9512	0.1557	0.2100	0.6784	nan	0.0608	0.6251	0.5132	0.9842
0.0374	16.5	660	0.7982	0.5237	0.9942	0.8763	0.5400	0.0	0.9052	0.4151	0.9859	0.3626	0.3890	0.6012	nan	0.6366	0.4983	0.9916	0.7639	0.5032	0.0	0.4656	0.4067	0.9528	0.2665	0.2580	0.5855	nan	0.0600	0.6159	0.5274	0.9844
0.045	17.0	680	0.6397	0.9508	0.9946	0.8318	0.5766	0.0	0.7509	0.3473	0.9759	0.2880	0.4133	0.7662	nan	0.5922	0.5554	0.9920	0.7694	0.5091	0.0	0.5936	0.3421	0.9482	0.2378	0.2488	0.7296	nan	0.0614	0.6279	0.5432	0.9837
0.0377	17.5	700	0.7998	0.7606	0.9953	0.9139	0.4848	0.0	0.8428	0.3134	0.9829	0.4684	0.5206	0.8517	nan	0.6299	0.6623	0.9921	0.7804	0.4640	0.0	0.5887	0.3070	0.9544	0.3153	0.3099	0.7530	nan	0.0591	0.6612	0.5631	0.9856
0.0351	18.0	720	0.8303	0.7909	0.9948	0.9004	0.4812	0.0	0.7306	0.3306	0.9846	0.3150	0.5336	0.8238	nan	0.6140	0.6653	0.9920	0.7925	0.4443	0.0	0.6161	0.3225	0.9546	0.2355	0.2697	0.7561	nan	0.0570	0.6430	0.5552	0.9857
0.809	18.5	740	0.7743	0.9028	0.9947	0.9057	0.5165	0.0	0.7863	0.3668	0.9782	0.2820	0.4556	0.8381	nan	0.6471	0.6297	0.9915	0.7790	0.4832	0.0	0.6061	0.3540	0.9508	0.2471	0.2827	0.7710	nan	0.0582	0.6501	0.5618	0.9847
0.0371	19.0	760	0.8253	0.7663	0.9961	0.8910	0.4784	0.0	0.9117	0.3823	0.9777	0.3942	0.5886	0.8462	nan	0.6188	0.6560	0.9917	0.7943	0.4522	0.0	0.5605	0.3699	0.9531	0.2684	0.2977	0.7533	nan	0.0561	0.6715	0.5597	0.9852
0.0567	19.5	780	0.7051	0.6989	0.9953	0.8847	0.4171	0.0	0.7084	0.3578	0.9874	0.3563	0.4548	0.7529	nan	0.6303	0.6332	0.9921	0.7869	0.4010	0.0	0.5969	0.3516	0.9551	0.2645	0.2906	0.7188	nan	0.0552	0.6099	0.5518	0.9859
0.0414	20.0	800	0.8379	0.8112	0.9957	0.9157	0.5386	0.0	0.8630	0.3721	0.9801	0.2622	0.4732	0.8366	nan	0.6156	0.6703	0.9921	0.7854	0.4784	0.0	0.5985	0.3637	0.9546	0.2256	0.2633	0.7709	nan	0.0555	0.6572	0.5599	0.9857
0.0337	20.5	820	0.8028	0.8128	0.9948	0.9118	0.5023	0.0	0.8475	0.3696	0.9825	0.2091	0.4826	0.8528	nan	0.6456	0.6547	0.9921	0.7901	0.4538	0.0	0.5986	0.3595	0.9539	0.1905	0.2718	0.7771	nan	0.0579	0.6474	0.5573	0.9856
0.0341	21.0	840	0.7757	0.8451	0.9947	0.8772	0.4545	0.0	0.8339	0.3701	0.9832	0.3891	0.4502	0.8521	nan	0.6563	0.6623	0.9920	0.7948	0.4303	0.0	0.6112	0.3600	0.9543	0.3086	0.3107	0.7755	nan	0.0574	0.6521	0.5714	0.9858
0.0316	21.5	860	0.7931	0.8436	0.9955	0.8789	0.4984	0.0	0.7354	0.3473	0.9826	0.4393	0.4916	0.8308	nan	0.6606	0.6564	0.9923	0.7916	0.4605	0.0	0.6102	0.3401	0.9549	0.3196	0.3182	0.7604	nan	0.0560	0.6530	0.5721	0.9859
0.6095	22.0	880	0.7824	0.6686	0.9948	0.9251	0.5180	0.0	0.8202	0.3268	0.9865	0.4223	0.4634	0.8468	nan	0.6603	0.6082	0.9922	0.7725	0.4723	0.0	0.6027	0.3215	0.9546	0.3309	0.3129	0.7793	nan	0.0574	0.6462	0.5673	0.9857
0.0456	22.5	900	0.8110	0.8002	0.9956	0.9176	0.5479	0.0	0.8172	0.3521	0.9824	0.3096	0.5073	0.8547	nan	0.6538	0.6692	0.9922	0.7860	0.4832	0.0	0.6164	0.3448	0.9554	0.2638	0.3013	0.7756	0.0	0.0567	0.6580	0.5263	0.9860
0.0324	23.0	920	0.8025	0.8291	0.9949	0.8672	0.4906	0.0	0.6767	0.3727	0.9852	0.3529	0.4996	0.8581	nan	0.6576	0.6665	0.9923	0.7900	0.4517	0.0	0.5870	0.3610	0.9557	0.2815	0.2951	0.7770	nan	0.0546	0.6441	0.5680	0.9861
0.0419	23.5	940	0.7677	0.7921	0.9953	0.8780	0.4942	0.0	0.7207	0.3430	0.9853	0.3946	0.4791	0.8562	nan	0.6611	0.6635	0.9923	0.7764	0.4549	0.0	0.6085	0.3352	0.9557	0.3167	0.3195	0.7778	nan	0.0550	0.6422	0.5718	0.9861
0.0186	24.0	960	0.7904	0.8244	0.9948	0.9218	0.5310	0.0	0.8062	0.3638	0.9835	0.3931	0.5177	0.8686	nan	0.6634	0.6690	0.9921	0.7749	0.4733	0.0	0.6173	0.3533	0.9556	0.3126	0.3391	0.7766	0.0	0.0565	0.6663	0.5329	0.9860
0.0351	24.5	980	0.7745	0.7891	0.9955	0.8732	0.4815	0.0	0.7566	0.3521	0.9838	0.3076	0.4372	0.8372	nan	0.6586	0.6372	0.9923	0.7869	0.4513	0.0	0.6118	0.3432	0.9546	0.2731	0.2970	0.7706	nan	0.0571	0.6324	0.5647	0.9859
0.0322	25.0	1000	0.8175	0.7470	0.9949	0.9056	0.5120	0.0	0.8356	0.3537	0.9847	0.4263	0.5013	0.8823	nan	0.6519	0.6498	0.9922	0.7746	0.4583	0.0	0.6103	0.3423	0.9552	0.3273	0.3241	0.7759	nan	0.0561	0.6634	0.5718	0.9859
0.0265	25.5	1020	0.7586	0.8097	0.9951	0.9086	0.4752	0.0	0.7749	0.3378	0.9846	0.3971	0.4933	0.8653	nan	0.6599	0.6616	0.9923	0.7867	0.4470	0.0	0.6252	0.3302	0.9555	0.3262	0.3270	0.7776	nan	0.0554	0.6500	0.5741	0.9861
0.0367	26.0	1040	0.7671	0.7844	0.9955	0.9070	0.4910	0.0	0.7916	0.3462	0.9846	0.3977	0.5159	0.8706	nan	0.6610	0.6672	0.9923	0.7872	0.4526	0.0	0.6275	0.3386	0.9562	0.3192	0.3257	0.7795	nan	0.0552	0.6543	0.5756	0.9863
0.0423	26.5	1060	0.7580	0.8394	0.9950	0.9007	0.4851	0.0	0.7972	0.3447	0.9841	0.3483	0.4712	0.8525	nan	0.6600	0.6627	0.9923	0.7903	0.4497	0.0	0.6267	0.3378	0.9554	0.2988	0.3093	0.7803	nan	0.0563	0.6480	0.5719	0.9861
0.0496	27.0	1080	0.8065	0.7880	0.9959	0.9000	0.5065	0.0	0.7993	0.3406	0.9832	0.3423	0.4845	0.8559	nan	0.6593	0.6580	0.9925	0.7946	0.4579	0.0	0.6301	0.3342	0.9558	0.2934	0.3007	0.7777	nan	0.0548	0.6502	0.5712	0.9862
0.0327	27.5	1100	0.8072	0.8297	0.9955	0.9054	0.4989	0.0	0.7657	0.3433	0.9828	0.3419	0.4900	0.8640	nan	0.6594	0.6506	0.9924	0.7930	0.4548	0.0	0.6238	0.3361	0.9552	0.2946	0.3007	0.7793	nan	0.0558	0.6520	0.5700	0.9860
0.0347	28.0	1120	0.7934	0.7742	0.9952	0.9109	0.4879	0.0	0.7687	0.3396	0.9854	0.3548	0.5019	0.8599	nan	0.6634	0.6565	0.9924	0.7874	0.4504	0.0	0.6237	0.3327	0.9559	0.2985	0.3110	0.7783	nan	0.0563	0.6477	0.5708	0.9862
0.0347	28.5	1140	0.7992	0.8126	0.9954	0.9130	0.4893	0.0	0.8117	0.3494	0.9833	0.3753	0.5145	0.8715	nan	0.6625	0.6631	0.9924	0.7903	0.4515	0.0	0.6280	0.3412	0.9559	0.3063	0.3154	0.7787	nan	0.0556	0.6596	0.5738	0.9862
0.0421	29.0	1160	0.7938	0.8126	0.9954	0.9057	0.5020	0.0	0.8093	0.3517	0.9835	0.3609	0.4872	0.8632	nan	0.6633	0.6603	0.9924	0.7925	0.4583	0.0	0.6283	0.3430	0.9557	0.3022	0.3103	0.7785	nan	0.0552	0.6554	0.5737	0.9862
0.0513	29.5	1180	0.7944	0.8044	0.9955	0.9120	0.4924	0.0	0.7970	0.3489	0.9837	0.3602	0.4843	0.8632	nan	0.6637	0.6619	0.9924	0.7898	0.4532	0.0	0.6288	0.3405	0.9559	0.3025	0.3096	0.7781	nan	0.0549	0.6530	0.5730	0.9862
0.0338	30.0	1200	0.7851	0.8030	0.9955	0.9068	0.4833	0.0	0.7744	0.3427	0.9842	0.3582	0.4773	0.8609	nan	0.6643	0.6613	0.9924	0.7913	0.4478	0.0	0.6262	0.3354	0.9559	0.3029	0.3077	0.7789	nan	0.0554	0.6476	0.5720	0.9862
0.0533	30.5	1220	0.8082	0.7633	0.9969	0.9097	0.8787	0.0	0.8475	0.7307	0.9819	0.8160	0.5408	0.8907	nan	0.5954	0.6518	0.9943	0.7228	0.6521	0.0	0.7161	0.6784	0.9641	0.3620	0.4674	0.8073	nan	0.1270	0.7637	0.6343	0.9895
0.5395	31.0	1240	0.8057	0.8308	0.9978	0.8189	0.7751	0.0	0.9149	0.8560	0.9773	0.5068	0.5951	0.8773	nan	0.6254	0.6488	0.9944	0.7449	0.6503	0.0	0.6669	0.7490	0.9628	0.4144	0.4802	0.8163	nan	0.1285	0.7463	0.6461	0.9894
0.0544	31.5	1260	0.8038	0.6728	0.9983	0.8616	0.5358	0.0	0.9219	0.5263	0.9771	0.6864	0.7056	0.8915	nan	0.6104	0.6079	0.9937	0.7406	0.5035	0.0	0.6698	0.5043	0.9612	0.3854	0.5153	0.8107	nan	0.1283	0.7151	0.6086	0.9887
0.0386	32.0	1280	0.6400	0.7064	0.9969	0.7708	0.7980	0.0	0.9415	0.8963	0.9836	0.5768	0.5331	0.8059	nan	0.5725	0.6278	0.9945	0.7128	0.6697	0.0	0.6429	0.7343	0.9629	0.4332	0.4708	0.7834	nan	0.1296	0.7208	0.6337	0.9893
0.0233	32.5	1300	0.7170	0.8170	0.9968	0.8965	0.7493	0.0	0.8896	0.8737	0.9811	0.5858	0.6033	0.8627	nan	0.6093	0.6566	0.9944	0.7453	0.6577	0.0	0.6900	0.7296	0.9637	0.4428	0.5009	0.8124	nan	0.1325	0.7477	0.6502	0.9896
0.0308	33.0	1320	0.8426	0.8820	0.9973	0.8489	0.8147	0.0	0.9529	0.7455	0.9731	0.4456	0.7057	0.8962	nan	0.6078	0.6343	0.9945	0.7561	0.6717	0.0	0.6252	0.6587	0.9599	0.3497	0.5036	0.8104	nan	0.1312	0.7587	0.6310	0.9885
0.7044	33.5	1340	0.7270	0.7725	0.9970	0.8900	0.6490	0.0	0.9018	0.7085	0.9824	0.6368	0.6017	0.9019	nan	0.6090	0.6541	0.9945	0.7503	0.5976	0.0	0.6844	0.6231	0.9644	0.4044	0.4973	0.8117	nan	0.1265	0.7307	0.6326	0.9897
0.0217	34.0	1360	0.6787	0.8098	0.9977	0.8832	0.7211	0.0	0.9409	0.7033	0.9778	0.6992	0.5883	0.8785	nan	0.5965	0.6585	0.9945	0.7557	0.6405	0.0	0.6458	0.6207	0.9629	0.4491	0.5047	0.8202	nan	0.1293	0.7399	0.6374	0.9894
0.021	34.5	1380	0.6902	0.7890	0.9975	0.8040	0.8030	0.0	0.8595	0.7800	0.9830	0.5096	0.5911	0.8582	nan	0.6002	0.6548	0.9946	0.7441	0.6689	0.0	0.6992	0.6814	0.9650	0.4171	0.4866	0.8156	nan	0.1279	0.7221	0.6440	0.9900
0.0404	35.0	1400	0.6982	0.7829	0.9972	0.8467	0.7399	0.0	0.8660	0.4745	0.9838	0.5754	0.6029	0.8793	nan	0.6065	0.6546	0.9946	0.7574	0.6571	0.0	0.6984	0.4563	0.9648	0.3844	0.5117	0.8159	nan	0.1307	0.7039	0.6251	0.9899
0.0473	35.5	1420	0.7730	0.8289	0.9967	0.8551	0.7891	0.0	0.9002	0.9781	0.9800	0.7129	0.5552	0.8839	nan	0.6292	0.6541	0.9944	0.7555	0.6808	0.0	0.6938	0.5969	0.9631	0.4675	0.4927	0.8164	0.0	0.1333	0.7711	0.5957	0.9895
0.0245	36.0	1440	0.7771	0.8281	0.9980	0.8965	0.7460	0.0	0.9754	0.4809	0.9716	0.7075	0.6805	0.9099	nan	0.6213	0.6542	0.9944	0.7460	0.6532	0.0	0.5836	0.4286	0.9594	0.3698	0.5190	0.8089	0.0	0.1338	0.7476	0.5645	0.9883
0.0383	36.5	1460	0.7939	0.7741	0.9979	0.8395	0.7235	0.0	0.9002	0.1860	0.9806	0.6568	0.6398	0.9116	nan	0.6258	0.6562	0.9945	0.7525	0.6392	0.0	0.7083	0.1792	0.9647	0.3261	0.5131	0.8112	nan	0.1281	0.7003	0.5976	0.9896
0.0372	37.0	1480	0.7332	0.8591	0.9981	0.9125	0.7900	0.0	0.9270	0.5554	0.9731	0.7401	0.6473	0.9212	nan	0.6211	0.6404	0.9944	0.7358	0.6558	0.0	0.6757	0.4851	0.9610	0.3934	0.5204	0.8017	0.0	0.1293	0.7547	0.5758	0.9888
0.0199	37.5	1500	0.6352	0.7391	0.9963	0.8078	0.7490	0.0	0.9113	0.2098	0.9866	0.4087	0.4672	0.8194	nan	0.5763	0.6418	0.9944	0.7480	0.6536	0.0	0.6869	0.2065	0.9627	0.2755	0.4250	0.7967	nan	0.1354	0.6442	0.5806	0.9893
0.0229	38.0	1520	0.7705	0.8050	0.9970	0.8388	0.8134	0.0	0.9048	0.7354	0.9810	0.7067	0.6778	0.9001	nan	0.6213	0.6585	0.9946	0.7598	0.6583	0.0	0.6877	0.6296	0.9644	0.3942	0.5209	0.8134	0.0	0.1281	0.7609	0.5925	0.9897
0.0163	38.5	1540	0.6651	0.8291	0.9977	0.8888	0.6934	0.0	0.9503	0.6108	0.9774	0.5732	0.6628	0.8741	nan	0.5943	0.6557	0.9946	0.7651	0.6207	0.0	0.6493	0.5611	0.9626	0.4049	0.5424	0.8184	0.0	0.1368	0.7269	0.5822	0.9893
0.0434	39.0	1560	0.7487	0.8203	0.9977	0.8158	0.6530	0.0	0.9237	0.6244	0.9793	0.5988	0.6186	0.8990	nan	0.6300	0.6572	0.9945	0.7536	0.5964	0.0	0.6856	0.5725	0.9640	0.3915	0.5125	0.8135	nan	0.1338	0.7233	0.6309	0.9896
0.0145	39.5	1580	0.7239	0.7673	0.9967	0.8841	0.7729	0.0	0.9052	0.5181	0.9832	0.7539	0.6002	0.9065	nan	0.6239	0.6476	0.9945	0.7572	0.6691	0.0	0.6985	0.4683	0.9646	0.3944	0.5222	0.8137	0.0	0.1350	0.7343	0.5811	0.9897
0.0529	40.0	1600	0.6905	0.8447	0.9974	0.8405	0.6338	0.0	0.9151	0.5649	0.9804	0.6026	0.6293	0.8868	nan	0.6079	0.6580	0.9947	0.7604	0.5862	0.0	0.7028	0.5306	0.9644	0.4374	0.5168	0.8211	0.0	0.1371	0.7155	0.5831	0.9898
0.0477	40.5	1620	0.7516	0.8127	0.9979	0.8642	0.7342	0.0	0.8919	0.6236	0.9799	0.6275	0.6929	0.9118	nan	0.6272	0.6610	0.9946	0.7666	0.6447	0.0	0.7125	0.5664	0.9649	0.4325	0.5299	0.8120	nan	0.1346	0.7407	0.6427	0.9899
0.0147	41.0	1640	0.7663	0.8886	0.9976	0.8854	0.7967	0.0	0.9569	0.6900	0.9715	0.7409	0.6754	0.9284	nan	0.6323	0.6271	0.9945	0.7624	0.6602	0.0	0.6336	0.6068	0.9597	0.4166	0.5351	0.7992	nan	0.1347	0.7748	0.6356	0.9885
0.0243	41.5	1660	0.6941	0.7830	0.9972	0.8699	0.6735	0.0	0.8602	0.5131	0.9841	0.5121	0.5971	0.8805	nan	0.6094	0.6536	0.9946	0.7669	0.6117	0.0	0.7102	0.4740	0.9650	0.3689	0.5083	0.8223	nan	0.1318	0.6971	0.6237	0.9899
0.0286	42.0	1680	0.6858	0.7523	0.9971	0.8102	0.7304	0.0	0.9098	0.5221	0.9844	0.5778	0.5824	0.8895	nan	0.6015	0.6495	0.9947	0.7484	0.6475	0.0	0.6911	0.4885	0.9650	0.3902	0.5014	0.8235	nan	0.1322	0.7035	0.6251	0.9899
0.0305	42.5	1700	0.7041	0.8336	0.9973	0.8534	0.7639	0.0	0.8919	0.5666	0.9806	0.6767	0.6443	0.9155	nan	0.6142	0.6539	0.9947	0.7639	0.6579	0.0	0.6973	0.5135	0.9645	0.4228	0.5280	0.8144	nan	0.1329	0.7357	0.6354	0.9898
0.0212	43.0	1720	0.6187	0.8134	0.9973	0.8475	0.7450	0.0	0.8557	0.5825	0.9832	0.5656	0.6336	0.8858	nan	0.5698	0.6544	0.9947	0.7633	0.6503	0.0	0.7083	0.5313	0.9649	0.4417	0.5311	0.8234	nan	0.1341	0.7107	0.6361	0.9900
0.0249	43.5	1740	0.7916	0.8497	0.9977	0.8862	0.7900	0.0	0.9339	0.6217	0.9756	0.7903	0.6521	0.9319	nan	0.6337	0.6463	0.9946	0.7595	0.6570	0.0	0.6792	0.5480	0.9627	0.4074	0.5341	0.8033	nan	0.1334	0.7684	0.6355	0.9893
0.0332	44.0	1760	0.7307	0.7874	0.9974	0.8507	0.7237	0.0	0.9285	0.6098	0.9817	0.6353	0.6165	0.8976	nan	0.6265	0.6540	0.9947	0.7634	0.6413	0.0	0.6899	0.5486	0.9647	0.4345	0.5232	0.8215	nan	0.1345	0.7299	0.6385	0.9899
0.0166	44.5	1780	0.7002	0.8157	0.9972	0.8585	0.7105	0.0	0.8917	0.3171	0.9825	0.7006	0.6023	0.8979	nan	0.6148	0.6593	0.9947	0.7658	0.6363	0.0	0.7097	0.2974	0.9652	0.3644	0.5190	0.8240	nan	0.1336	0.7062	0.6126	0.9898
0.0216	45.0	1800	0.7530	0.8023	0.9974	0.8747	0.7666	0.0	0.9131	0.6526	0.9815	0.6606	0.6376	0.9032	nan	0.6278	0.6593	0.9947	0.7668	0.6651	0.0	0.7030	0.5752	0.9652	0.4363	0.5316	0.8232	nan	0.1333	0.7452	0.6457	0.9900
0.0131	45.5	1820	0.7102	0.8125	0.9976	0.8653	0.7667	0.0	0.9398	0.5931	0.9795	0.6801	0.6421	0.9018	nan	0.6145	0.6592	0.9947	0.7637	0.6584	0.0	0.6731	0.5293	0.9642	0.4357	0.5365	0.8254	nan	0.1353	0.7407	0.6379	0.9897
0.028	46.0	1840	0.6623	0.8014	0.9976	0.8440	0.7283	0.0	0.8708	0.5095	0.9828	0.5671	0.6644	0.8824	nan	0.5937	0.6588	0.9947	0.7636	0.6443	0.0	0.7182	0.4779	0.9655	0.4160	0.5502	0.8289	nan	0.1352	0.7092	0.6343	0.9901
0.0455	46.5	1860	0.7923	0.8403	0.9977	0.8822	0.7684	0.0	0.9523	0.5146	0.9762	0.7095	0.6837	0.9229	nan	0.6375	0.6549	0.9946	0.7669	0.6555	0.0	0.6616	0.4701	0.9628	0.4078	0.5392	0.8173	nan	0.1356	0.7533	0.6307	0.9893
0.0309	47.0	1880	0.7380	0.8157	0.9973	0.8483	0.7481	0.0	0.9135	0.4601	0.9816	0.6539	0.6694	0.9058	nan	0.6304	0.6584	0.9947	0.7659	0.6533	0.0	0.7027	0.4300	0.9650	0.4027	0.5448	0.8233	nan	0.1339	0.7277	0.6309	0.9899
0.03	47.5	1900	0.7202	0.8362	0.9974	0.8635	0.7412	0.0	0.8862	0.6039	0.9809	0.6889	0.6774	0.9118	nan	0.6257	0.6595	0.9948	0.7658	0.6511	0.0	0.7142	0.5407	0.9652	0.4288	0.5429	0.8232	nan	0.1351	0.7423	0.6427	0.9900
0.026	48.0	1920	0.7294	0.8312	0.9975	0.8530	0.7454	0.0	0.9141	0.7258	0.9801	0.6605	0.6704	0.9116	nan	0.6281	0.6583	0.9947	0.7643	0.6528	0.0	0.7015	0.6334	0.9650	0.4573	0.5499	0.8241	0.0	0.1350	0.7516	0.6023	0.9900
0.0238	48.5	1940	0.6820	0.7977	0.9970	0.8377	0.7287	0.0	0.9068	0.5261	0.9839	0.5865	0.6364	0.8853	nan	0.6063	0.6605	0.9947	0.7623	0.6443	0.0	0.7069	0.4933	0.9654	0.4185	0.5386	0.8302	nan	0.1351	0.7140	0.6351	0.9901
0.018	49.0	1960	0.7095	0.8253	0.9968	0.8571	0.7316	0.0	0.8901	0.5047	0.9836	0.5940	0.6538	0.8905	nan	0.6182	0.6625	0.9947	0.7674	0.6462	0.0	0.7144	0.4765	0.9653	0.4072	0.5431	0.8298	nan	0.1360	0.7198	0.6354	0.9900
0.0217	49.5	1980	0.7491	0.8223	0.9977	0.8664	0.7479	0.0	0.9058	0.5495	0.9805	0.5972	0.6723	0.9055	nan	0.6320	0.6619	0.9947	0.7656	0.6465	0.0	0.7094	0.5112	0.9651	0.4242	0.5497	0.8283	nan	0.1320	0.7329	0.6407	0.9900
0.0341	50.0	2000	0.7277	0.8454	0.9973	0.8594	0.7430	0.0	0.9041	0.5751	0.9808	0.6414	0.6748	0.9002	nan	0.6281	0.6607	0.9948	0.7662	0.6488	0.0	0.7045	0.5274	0.9650	0.4383	0.5503	0.8298	nan	0.1357	0.7374	0.6428	0.9900
0.0242	50.5	2020	0.7330	0.8116	0.9976	0.8640	0.7644	0.0	0.9009	0.6136	0.9810	0.6579	0.6865	0.9127	nan	0.6290	0.6622	0.9947	0.7654	0.6549	0.0	0.7103	0.5562	0.9655	0.4413	0.5569	0.8239	nan	0.1341	0.7436	0.6467	0.9901
0.0159	51.0	2040	0.7068	0.8078	0.9972	0.8664	0.7184	0.0	0.9148	0.5620	0.9824	0.6218	0.6699	0.8996	nan	0.6205	0.6614	0.9948	0.7663	0.6428	0.0	0.7033	0.5211	0.9653	0.4411	0.5549	0.8301	nan	0.1346	0.7289	0.6418	0.9901
0.0248	51.5	2060	0.7195	0.8193	0.9977	0.8591	0.7166	0.0	0.9010	0.4996	0.9813	0.6426	0.6554	0.9056	nan	0.6252	0.6618	0.9948	0.7668	0.6394	0.0	0.7136	0.4727	0.9654	0.4214	0.5507	0.8267	nan	0.1344	0.7248	0.6365	0.9901
0.0274	52.0	2080	0.7264	0.8246	0.9972	0.8636	0.7246	0.0	0.9263	0.5456	0.9813	0.6584	0.6385	0.9064	nan	0.6284	0.6619	0.9948	0.7673	0.6432	0.0	0.6953	0.5059	0.9649	0.4314	0.5477	0.8268	nan	0.1365	0.7327	0.6390	0.9899
0.0156	52.5	2100	0.7256	0.8339	0.9973	0.8486	0.7871	0.0	0.8929	0.3759	0.9816	0.6771	0.6668	0.9059	nan	0.6280	0.6609	0.9948	0.7664	0.6681	0.0	0.7154	0.3560	0.9654	0.3814	0.5541	0.8280	nan	0.1367	0.7244	0.6265	0.9900
0.0265	53.0	2120	0.7439	0.8042	0.9975	0.8582	0.8014	0.0	0.9160	0.5092	0.9813	0.6739	0.6643	0.9050	nan	0.6334	0.6603	0.9948	0.7670	0.6664	0.0	0.7032	0.4714	0.9652	0.4164	0.5537	0.8282	nan	0.1361	0.7379	0.6383	0.9900
0.0247	53.5	2140	0.7249	0.8176	0.9975	0.8511	0.7690	0.0	0.9191	0.5325	0.9811	0.6247	0.6731	0.9008	nan	0.6271	0.6617	0.9948	0.7656	0.6579	0.0	0.7027	0.4998	0.9651	0.4289	0.5519	0.8319	nan	0.1365	0.7326	0.6406	0.9900
0.0222	54.0	2160	0.6942	0.8271	0.9974	0.8545	0.7352	0.0	0.9093	0.5805	0.9815	0.6144	0.6828	0.8993	nan	0.6139	0.6607	0.9948	0.7661	0.6460	0.0	0.7045	0.5305	0.9651	0.4355	0.5544	0.8330	nan	0.1370	0.7314	0.6421	0.9900
0.0286	54.5	2180	0.7226	0.8446	0.9975	0.8621	0.7488	0.0	0.9104	0.5611	0.9798	0.6403	0.6822	0.9056	nan	0.6269	0.6568	0.9948	0.7655	0.6503	0.0	0.7039	0.5145	0.9647	0.4305	0.5560	0.8302	nan	0.1355	0.7379	0.6412	0.9899
0.0168	55.0	2200	0.7142	0.8065	0.9974	0.8559	0.7320	0.0	0.8920	0.5305	0.9828	0.6099	0.6534	0.8976	nan	0.6245	0.6623	0.9948	0.7669	0.6448	0.0	0.7141	0.4990	0.9657	0.4256	0.5492	0.8327	nan	0.1368	0.7227	0.6400	0.9902
0.0152	55.5	2220	0.7436	0.8318	0.9976	0.8577	0.7520	0.0	0.9074	0.5484	0.9801	0.6621	0.6772	0.9112	nan	0.6336	0.6624	0.9947	0.7663	0.6496	0.0	0.7077	0.5059	0.9650	0.4304	0.5556	0.8284	nan	0.1358	0.7391	0.6416	0.9900
0.0251	56.0	2240	0.7167	0.8279	0.9972	0.8525	0.7382	0.0	0.9113	0.5539	0.9818	0.6216	0.6776	0.9015	nan	0.6242	0.6635	0.9948	0.7661	0.6478	0.0	0.7032	0.5125	0.9652	0.4335	0.5538	0.8316	nan	0.1359	0.7317	0.6414	0.9900
0.0112	56.5	2260	0.7193	0.8237	0.9973	0.8630	0.7396	0.0	0.9199	0.5389	0.9813	0.6433	0.6619	0.9013	nan	0.6261	0.6618	0.9948	0.7666	0.6479	0.0	0.6985	0.4992	0.9650	0.4252	0.5527	0.8320	nan	0.1350	0.7325	0.6391	0.9900
0.0227	57.0	2280	0.7227	0.8242	0.9974	0.8617	0.7377	0.0	0.9206	0.5426	0.9811	0.6325	0.6683	0.9002	nan	0.6273	0.6627	0.9948	0.7665	0.6476	0.0	0.6974	0.5061	0.9650	0.4294	0.5528	0.8331	nan	0.1362	0.7324	0.6402	0.9900
0.0175	57.5	2300	0.7312	0.8304	0.9974	0.8607	0.7494	0.0	0.9132	0.5313	0.9810	0.6187	0.6762	0.8988	nan	0.6290	0.6622	0.9948	0.7672	0.6526	0.0	0.7033	0.4977	0.9651	0.4268	0.5541	0.8336	nan	0.1360	0.7324	0.6405	0.9900
0.0392	58.0	2320	0.7254	0.8157	0.9975	0.8679	0.7623	0.0	0.9210	0.5239	0.9808	0.6491	0.6777	0.9030	nan	0.6280	0.6634	0.9948	0.7670	0.6551	0.0	0.6985	0.4896	0.9651	0.4238	0.5542	0.8331	nan	0.1363	0.7354	0.6394	0.9900
0.0193	58.5	2340	0.7167	0.8090	0.9974	0.8583	0.7418	0.0	0.9098	0.5297	0.9822	0.6229	0.6626	0.8958	nan	0.6250	0.6631	0.9948	0.7673	0.6490	0.0	0.7068	0.4977	0.9655	0.4265	0.5523	0.8336	nan	0.1359	0.7272	0.6401	0.9901
0.0141	59.0	2360	0.7121	0.8164	0.9975	0.8647	0.7530	0.0	0.9082	0.5380	0.9814	0.6380	0.6728	0.8992	nan	0.6224	0.6632	0.9948	0.7675	0.6522	0.0	0.7079	0.5016	0.9654	0.4277	0.5539	0.8338	nan	0.1352	0.7318	0.6409	0.9901
0.0189	59.5	2380	0.7113	0.8209	0.9975	0.8595	0.7524	0.0	0.9013	0.5371	0.9817	0.6372	0.6710	0.9016	nan	0.6220	0.6633	0.9948	0.7672	0.6531	0.0	0.7117	0.5011	0.9655	0.4275	0.5531	0.8335	nan	0.1359	0.7310	0.6411	0.9901
0.0288	60.0	2400	0.7149	0.8178	0.9976	0.8571	0.7423	0.0	0.8991	0.5367	0.9815	0.6332	0.6701	0.8996	nan	0.6240	0.6630	0.9948	0.7670	0.6485	0.0	0.7132	0.5008	0.9655	0.4271	0.5530	0.8339	nan	0.1355	0.7292	0.6409	0.9901
0.0405	60.5	2420	0.9555	0.9818	0.9972	0.9252	0.9541	0.0	0.8949	0.4800	0.9581	0.4151	0.6190	0.8976	nan	0.7188	0.3734	0.9937	0.8027	0.4843	0.0	0.5656	0.4336	0.9425	0.2554	0.4819	0.7778	0.0	0.0569	0.7566	0.5254	0.9838
0.0383	61.0	2440	0.9228	0.8376	0.9963	0.9090	0.9202	0.0	0.8226	0.4193	0.9852	0.3162	0.5522	0.8653	nan	0.7628	0.6605	0.9940	0.8041	0.5334	0.0	0.6215	0.4075	0.9620	0.2639	0.4542	0.7983	nan	0.0456	0.7122	0.6052	0.9892
0.0435	61.5	2460	0.9178	0.8197	0.9965	0.8704	0.8820	0.0	0.8891	0.4277	0.9838	0.3625	0.5739	0.8544	nan	0.7686	0.6468	0.9940	0.7992	0.5901	0.0	0.5869	0.4142	0.9614	0.2516	0.4727	0.7979	nan	0.0451	0.7148	0.6069	0.9889
0.0375	62.0	2480	0.9102	0.8047	0.9958	0.8432	0.8639	0.0	0.7648	0.4198	0.9881	0.2670	0.5408	0.7967	nan	0.7706	0.6076	0.9940	0.7848	0.5980	0.0	0.6445	0.4110	0.9616	0.2251	0.4513	0.7677	nan	0.0473	0.6829	0.6013	0.9890
0.0345	62.5	2500	0.9563	0.9378	0.9970	0.9235	0.9721	0.0	0.9127	0.4287	0.9743	0.3589	0.7488	0.8911	nan	0.7097	0.5741	0.9939	0.8010	0.4257	0.0	0.5614	0.4173	0.9571	0.2462	0.5297	0.7818	nan	0.0482	0.7584	0.5832	0.9877
0.0436	63.0	2520	0.9310	0.7880	0.9961	0.8876	0.9082	0.0	0.8170	0.4243	0.9868	0.3509	0.5188	0.8500	nan	0.7627	0.6391	0.9940	0.8027	0.5759	0.0	0.6323	0.4127	0.9622	0.2384	0.4418	0.7973	nan	0.0450	0.7049	0.6049	0.9892
0.022	63.5	2540	0.8732	0.8554	0.9960	0.8761	0.9202	0.0	0.8207	0.4269	0.9858	0.3246	0.6648	0.8580	nan	0.7750	0.6360	0.9940	0.7949	0.5417	0.0	0.6335	0.4164	0.9623	0.2573	0.5069	0.7967	nan	0.0457	0.7168	0.6096	0.9892
0.0531	64.0	2560	0.8801	0.7599	0.9962	0.8882	0.8956	0.0	0.7558	0.4166	0.9886	0.3083	0.5151	0.8351	nan	0.7763	0.6382	0.9940	0.7969	0.5868	0.0	0.6375	0.4104	0.9629	0.2500	0.4350	0.7923	nan	0.0452	0.6866	0.6067	0.9894
0.023	64.5	2580	0.9181	0.8840	0.9965	0.9245	0.9503	0.0	0.8815	0.4335	0.9813	0.4865	0.5054	0.8776	nan	0.7700	0.6246	0.9940	0.7997	0.5051	0.0	0.6012	0.4162	0.9607	0.2590	0.4313	0.7912	nan	0.0457	0.7366	0.5961	0.9887
0.0247	65.0	2600	0.9169	0.8435	0.9967	0.8887	0.9525	0.0	0.8186	0.4291	0.9833	0.3792	0.6933	0.8686	nan	0.7695	0.6371	0.9940	0.8036	0.4945	0.0	0.6277	0.4161	0.9623	0.2357	0.5092	0.7944	nan	0.0442	0.7309	0.6037	0.9891
0.0129	65.5	2620	0.8902	0.8453	0.9965	0.8927	0.9038	0.0	0.7718	0.4223	0.9861	0.3217	0.5684	0.8282	nan	0.7775	0.6506	0.9941	0.8063	0.5761	0.0	0.6372	0.4117	0.9630	0.2498	0.4678	0.7885	nan	0.0454	0.7023	0.6102	0.9894
0.02	66.0	2640	0.9188	0.8265	0.9959	0.9014	0.9279	0.0	0.8228	0.4240	0.9863	0.3496	0.5998	0.8529	nan	0.7708	0.6495	0.9940	0.7981	0.5399	0.0	0.6310	0.4120	0.9626	0.2555	0.4811	0.7971	nan	0.0454	0.7172	0.6076	0.9892
0.0211	66.5	2660	0.9209	0.8484	0.9965	0.9003	0.9169	0.0	0.8508	0.4198	0.9844	0.3506	0.5190	0.8667	nan	0.7705	0.6455	0.9941	0.8033	0.5606	0.0	0.6164	0.4096	0.9620	0.2487	0.4371	0.7959	nan	0.0471	0.7145	0.6036	0.9891
0.0265	67.0	2680	0.9115	0.8254	0.9961	0.8909	0.9197	0.0	0.7739	0.4272	0.9871	0.3654	0.5498	0.8693	nan	0.7740	0.6489	0.9940	0.8019	0.5471	0.0	0.6375	0.4137	0.9629	0.2450	0.4590	0.7951	nan	0.0447	0.7097	0.6066	0.9893
0.033	67.5	2700	0.9117	0.8644	0.9964	0.9053	0.9191	0.0	0.7906	0.4250	0.9853	0.3293	0.5691	0.8529	nan	0.7743	0.6467	0.9941	0.8063	0.5513	0.0	0.6369	0.4136	0.9627	0.2569	0.4682	0.7944	nan	0.0458	0.7124	0.6088	0.9893
0.0395	68.0	2720	0.9149	0.8673	0.9967	0.9108	0.8907	0.0	0.8129	0.4217	0.9839	0.3059	0.6603	0.8533	nan	0.7706	0.6476	0.9941	0.8054	0.5936	0.0	0.6290	0.4112	0.9626	0.2679	0.5039	0.7963	nan	0.0455	0.7182	0.6152	0.9893
0.0199	68.5	2740	0.9087	0.8734	0.9959	0.9103	0.9120	0.0	0.8390	0.4180	0.9850	0.3404	0.5268	0.8515	nan	0.7741	0.6370	0.9940	0.8015	0.5675	0.0	0.6153	0.4086	0.9615	0.2477	0.4426	0.7965	nan	0.0472	0.7134	0.6039	0.9890
0.0395	69.0	2760	0.9137	0.7636	0.9965	0.8903	0.9328	0.0	0.8127	0.4229	0.9862	0.3411	0.6113	0.8620	nan	0.7706	0.6391	0.9941	0.8029	0.5298	0.0	0.6294	0.4121	0.9629	0.2591	0.4887	0.7961	nan	0.0458	0.7111	0.6071	0.9894
0.0217	69.5	2780	0.8924	0.8358	0.9961	0.9000	0.9322	0.0	0.8375	0.4215	0.9855	0.3595	0.6064	0.8624	nan	0.7767	0.6482	0.9940	0.8023	0.5361	0.0	0.6145	0.4109	0.9623	0.2439	0.4831	0.7962	nan	0.0465	0.7191	0.6057	0.9892
0.0219	70.0	2800	0.8932	0.8248	0.9968	0.9154	0.9775	0.0	0.8942	0.9951	0.9809	0.6419	0.6847	0.9648	nan	0.7159	0.7054	0.9945	0.8463	0.8303	0.0	0.7023	0.4692	0.9671	0.5560	0.5384	0.8272	nan	0.0266	0.8141	0.6794	0.9897
0.0374	70.5	2820	0.8388	0.8389	0.9973	0.9265	0.9639	0.0533	0.8748	0.9648	0.9846	0.5867	0.6344	0.9303	nan	0.7245	0.7095	0.9946	0.8444	0.8526	0.0532	0.7129	0.7762	0.9704	0.5575	0.5231	0.8576	nan	0.0237	0.7995	0.7147	0.9909
0.0211	71.0	2840	0.8231	0.7808	0.9967	0.9000	0.9621	0.0149	0.8541	0.9541	0.9870	0.8785	0.6705	0.9532	nan	0.7220	0.6977	0.9945	0.8441	0.8518	0.0147	0.7117	0.8679	0.9701	0.6662	0.5474	0.8529	nan	0.0233	0.8146	0.7284	0.9910
0.0335	71.5	2860	0.7882	0.8518	0.9969	0.8984	0.9642	0.0003	0.8528	0.9799	0.9843	0.8696	0.6658	0.9455	nan	0.7128	0.7118	0.9946	0.8433	0.8482	0.0003	0.7129	0.7645	0.9697	0.6670	0.5438	0.8588	nan	0.0236	0.8165	0.7190	0.9908
0.0218	72.0	2880	0.8065	0.8083	0.9968	0.9102	0.9588	0.0015	0.8270	0.9709	0.9867	0.8315	0.6467	0.9562	nan	0.7214	0.7063	0.9946	0.8442	0.8554	0.0015	0.7173	0.8107	0.9704	0.6945	0.5359	0.8515	nan	0.0230	0.8084	0.7253	0.9910
0.0261	72.5	2900	0.8390	0.7991	0.9968	0.9371	0.9760	0.0	0.8801	0.9872	0.9828	0.8532	0.6864	0.9695	nan	0.7269	0.7027	0.9945	0.8387	0.8354	0.0	0.7071	0.5844	0.9680	0.6851	0.5507	0.8351	nan	0.0251	0.8256	0.7024	0.9903
0.0217	73.0	2920	0.8596	0.8968	0.9972	0.9366	0.9801	0.0	0.8976	0.9640	0.9804	0.8494	0.7049	0.9571	nan	0.7213	0.6983	0.9946	0.8372	0.8230	0.0	0.6982	0.8510	0.9686	0.6950	0.5445	0.8512	nan	0.0243	0.8353	0.7236	0.9905
0.0144	73.5	2940	0.8223	0.6938	0.9966	0.9150	0.9705	0.0	0.8337	0.9629	0.9885	0.8316	0.6842	0.9515	nan	0.7179	0.6471	0.9945	0.8428	0.8348	0.0	0.7179	0.8294	0.9693	0.7002	0.5427	0.8532	nan	0.0240	0.8042	0.7208	0.9907
0.014	74.0	2960	0.8058	0.8279	0.9965	0.9185	0.9636	0.0	0.8667	0.9805	0.9848	0.8322	0.7057	0.9569	nan	0.7143	0.7005	0.9945	0.8421	0.8379	0.0	0.7131	0.7215	0.9690	0.6989	0.5488	0.8505	nan	0.0242	0.8199	0.7159	0.9906
0.0222	74.5	2980	0.8885	0.8404	0.9975	0.8813	0.7771	0.0	0.8586	0.9879	0.9801	0.8627	0.9101	0.9876	nan	0.7532	0.7447	0.9951	0.8130	0.6744	0.0	0.6741	0.8192	0.9635	0.7371	0.7797	0.8687	nan	0.0243	0.8310	0.7352	0.9904
0.0253	75.0	3000	0.8903	0.8438	0.9970	0.8792	0.8374	0.0	0.8746	0.9836	0.9811	0.8379	0.8915	0.9835	nan	0.7553	0.7460	0.9950	0.8106	0.6962	0.0	0.6588	0.8297	0.9633	0.7465	0.7859	0.8797	nan	0.0245	0.8333	0.7389	0.9903
0.0159	75.5	3020	0.9018	0.8592	0.9973	0.8929	0.8116	0.0	0.8698	0.9856	0.9795	0.8509	0.9088	0.9884	nan	0.7501	0.7482	0.9950	0.8110	0.6831	0.0	0.6660	0.8452	0.9635	0.7423	0.7785	0.8631	nan	0.0244	0.8372	0.7372	0.9904
0.014	76.0	3040	0.9114	0.8775	0.9971	0.8834	0.8401	0.0	0.8722	0.9881	0.9785	0.8559	0.9189	0.9884	nan	0.7478	0.7494	0.9950	0.8111	0.6901	0.0	0.6574	0.8349	0.9628	0.7398	0.7689	0.8484	nan	0.0247	0.8426	0.7338	0.9902
0.0163	76.5	3060	0.8839	0.8365	0.9973	0.875	0.8528	0.0	0.8683	0.9864	0.9806	0.8597	0.9175	0.9876	nan	0.7577	0.7465	0.9950	0.8099	0.6882	0.0	0.6572	0.8358	0.9634	0.7371	0.7712	0.8612	nan	0.0244	0.8371	0.7353	0.9903
0.0155	77.0	3080	0.8763	0.8490	0.9973	0.8964	0.8278	0.0	0.8978	0.9787	0.9791	0.8550	0.9132	0.9868	nan	0.7585	0.7492	0.9950	0.8115	0.6901	0.0	0.6406	0.8531	0.9629	0.7415	0.7744	0.8692	nan	0.0246	0.8381	0.7372	0.9902
0.0202	77.5	3100	0.8563	0.8401	0.9973	0.8761	0.7755	0.0	0.8128	0.9800	0.9832	0.8414	0.9055	0.9785	nan	0.7585	0.7463	0.9950	0.8096	0.6781	0.0	0.6847	0.8615	0.9649	0.7471	0.7807	0.8831	nan	0.0236	0.8206	0.7425	0.9907
0.0155	78.0	3120	0.8769	0.8494	0.9972	0.8866	0.8278	0.0	0.8624	0.9823	0.9806	0.8614	0.9023	0.9876	nan	0.7582	0.7478	0.9949	0.8111	0.6852	0.0	0.6757	0.8223	0.9636	0.7405	0.7827	0.8699	nan	0.0243	0.8346	0.7377	0.9904
0.0282	78.5	3140	0.8677	0.8490	0.9974	0.8876	0.8528	0.0	0.8914	0.9762	0.9788	0.8521	0.8876	0.9876	nan	0.7584	0.7485	0.9950	0.8125	0.6862	0.0	0.6485	0.8167	0.9627	0.7467	0.7891	0.8618	nan	0.0247	0.8357	0.7355	0.9902
0.0228	79.0	3160	0.8736	0.8612	0.9973	0.8784	0.8667	0.0	0.8522	0.9620	0.9803	0.8522	0.9061	0.9868	nan	0.7585	0.7492	0.9949	0.8100	0.6901	0.0	0.6751	0.8291	0.9637	0.7445	0.7811	0.8692	nan	0.0243	0.8347	0.7388	0.9904
0.0119	79.5	3180	0.8897	0.8773	0.9973	0.8865	0.8782	0.0	0.8640	0.9705	0.9787	0.8641	0.9100	0.9868	nan	0.7555	0.7489	0.9949	0.8114	0.6814	0.0	0.6717	0.8283	0.9632	0.7388	0.7791	0.8692	nan	0.0244	0.8419	0.7369	0.9903
0.0169	80.0	3200	0.8964	0.8793	0.9974	0.8888	0.8838	0.0	0.8737	0.9666	0.9776	0.8699	0.9043	0.9868	nan	0.7539	0.7493	0.9949	0.8126	0.6760	0.0	0.6686	0.8092	0.9628	0.7358	0.7863	0.8686	nan	0.0247	0.8437	0.7348	0.9902
0.0186	80.5	3220	0.8770	0.8348	0.9973	0.8731	0.8600	0.0	0.8489	0.9674	0.9819	0.8456	0.8973	0.9818	nan	0.7575	0.7457	0.9949	0.8094	0.6835	0.0	0.6795	0.8324	0.9642	0.7486	0.7901	0.8834	nan	0.0240	0.8304	0.7408	0.9905
0.029	81.0	3240	0.9058	0.8814	0.9974	0.9002	0.8556	0.0	0.8815	0.9652	0.9769	0.8719	0.9064	0.9876	nan	0.7507	0.7494	0.9949	0.8108	0.6798	0.0	0.6558	0.8286	0.9625	0.7335	0.7824	0.8599	nan	0.0248	0.8442	0.7340	0.9901
0.0176	81.5	3260	0.8675	0.8460	0.9974	0.8774	0.8461	0.0	0.8708	0.9741	0.9806	0.8577	0.8730	0.9851	nan	0.7594	0.7490	0.9950	0.8111	0.6843	0.0	0.6630	0.8463	0.9638	0.7439	0.7933	0.8728	nan	0.0241	0.8313	0.7402	0.9904
0.0299	82.0	3280	0.8812	0.8472	0.9973	0.8716	0.8691	0.0	0.8587	0.9654	0.9810	0.8554	0.8915	0.9860	nan	0.7573	0.7486	0.9949	0.8094	0.6886	0.0	0.6720	0.8429	0.9640	0.7438	0.7918	0.8685	nan	0.0241	0.8337	0.7401	0.9905
0.018	82.5	3300	0.8992	0.8509	0.9969	0.8827	0.8600	0.0	0.8699	0.9782	0.9807	0.8729	0.9128	0.9884	nan	0.7532	0.7481	0.9949	0.8096	0.6900	0.0	0.6686	0.8414	0.9634	0.7277	0.7755	0.8569	nan	0.0244	0.8411	0.7358	0.9903
0.0338	83.0	3320	0.8621	0.8412	0.9972	0.8735	0.8120	0.0	0.8247	0.9643	0.9829	0.8450	0.8929	0.9876	nan	0.7582	0.7468	0.9949	0.8096	0.6785	0.0	0.6824	0.8504	0.9646	0.7482	0.7874	0.8687	nan	0.0238	0.8236	0.7408	0.9906
0.0228	83.5	3340	0.8736	0.8613	0.9973	0.8856	0.8342	0.0	0.8518	0.9836	0.9807	0.8538	0.9022	0.9868	nan	0.7588	0.7501	0.9950	0.8117	0.6846	0.0	0.6746	0.8600	0.9642	0.7456	0.7842	0.8686	nan	0.0238	0.8342	0.7414	0.9906
0.0181	84.0	3360	0.8925	0.8682	0.9971	0.8905	0.8631	0.0	0.8737	0.9894	0.9796	0.8629	0.9018	0.9884	nan	0.7553	0.7493	0.9950	0.8111	0.6858	0.0	0.6618	0.8557	0.9634	0.7405	0.7836	0.8631	nan	0.0242	0.8423	0.7387	0.9903
0.0206	84.5	3380	0.8781	0.8601	0.9975	0.8760	0.8433	0.0	0.8540	0.9831	0.9799	0.8679	0.9005	0.9868	nan	0.7568	0.7498	0.9950	0.8109	0.6854	0.0	0.6729	0.8498	0.9638	0.7404	0.7853	0.8635	nan	0.0240	0.8356	0.7395	0.9905
0.0182	85.0	3400	0.8759	0.8495	0.9970	0.8826	0.8425	0.0	0.8150	0.9859	0.9825	0.8637	0.8985	0.9868	nan	0.7584	0.7486	0.9950	0.8100	0.6832	0.0	0.6816	0.8465	0.9644	0.7403	0.7845	0.8629	nan	0.0238	0.8317	0.7396	0.9906
0.0216	85.5	3420	0.8751	0.8532	0.9972	0.8810	0.8655	0.0	0.8436	0.9823	0.9812	0.8607	0.9042	0.9876	nan	0.7594	0.7490	0.9950	0.8110	0.6838	0.0	0.6737	0.8486	0.9640	0.7435	0.7822	0.8643	nan	0.0240	0.8360	0.7395	0.9905
0.0248	86.0	3440	0.0228	0.7805	0.8539	0.9909	nan	0.9850	0.9588	0.9967	0.9169	0.6674	0.9651	0.1322	0.9539	0.9503	0.9258	0.9513	0.8429	nan	0.9706	0.8545	0.9943	0.7813	0.5524	0.8783	0.1322	0.8910	0.8569	0.8433	0.8815	0.7294
0.0318	86.5	3460	0.0228	0.7784	0.8433	0.9909	nan	0.9866	0.9505	0.9965	0.9037	0.6448	0.9544	0.1085	0.9505	0.9402	0.9163	0.9466	0.8211	nan	0.9708	0.8615	0.9943	0.7850	0.5391	0.8796	0.1085	0.8919	0.8592	0.8436	0.8824	0.7252
0.0188	87.0	3480	0.0230	0.7807	0.8575	0.9909	nan	0.9848	0.9584	0.9967	0.9239	0.7164	0.9662	0.1309	0.9608	0.9567	0.9286	0.9506	0.8161	nan	0.9706	0.8552	0.9943	0.7770	0.5726	0.8780	0.1309	0.8898	0.8524	0.8425	0.8812	0.7238
0.0266	87.5	3500	0.0229	0.7808	0.8549	0.9909	nan	0.9851	0.9568	0.9966	0.9216	0.7010	0.9627	0.1272	0.9586	0.9525	0.9285	0.9500	0.8188	nan	0.9706	0.8573	0.9943	0.7786	0.5677	0.8787	0.1272	0.8914	0.8548	0.8427	0.8814	0.7248
0.02	88.0	3520	0.0230	0.7798	0.8526	0.9909	nan	0.9849	0.9539	0.9966	0.9200	0.6766	0.9590	0.1197	0.9530	0.9501	0.9310	0.9493	0.8369	nan	0.9706	0.8601	0.9943	0.7789	0.5568	0.8783	0.1197	0.8918	0.8550	0.8422	0.8817	0.7285
0.0211	88.5	3540	0.0229	0.7742	0.8446	0.9909	nan	0.9851	0.9495	0.9967	0.9106	0.6792	0.9596	0.0511	0.9492	0.9503	0.9292	0.9512	0.8230	nan	0.9707	0.8620	0.9943	0.7825	0.5582	0.8783	0.0511	0.8910	0.8530	0.8427	0.8808	0.7257
0.0188	89.0	3560	0.0229	0.7778	0.8514	0.9908	nan	0.9848	0.9542	0.9966	0.9237	0.6751	0.9585	0.1010	0.9501	0.9528	0.9310	0.9498	0.8395	nan	0.9705	0.8589	0.9943	0.7783	0.5570	0.8786	0.1010	0.8889	0.8530	0.8423	0.8814	0.7290
0.0156	89.5	3580	0.0230	0.7727	0.8376	0.9909	nan	0.9864	0.9482	0.9964	0.9047	0.6486	0.9529	0.0461	0.9472	0.9439	0.9255	0.9483	0.8028	nan	0.9706	0.8620	0.9942	0.7851	0.5420	0.8814	0.0461	0.8918	0.8550	0.8429	0.8812	0.7197
0.0344	90.0	3600	0.0229	0.7749	0.8460	0.9909	nan	0.9852	0.9510	0.9965	0.9121	0.6642	0.9595	0.0661	0.9488	0.9503	0.9298	0.9511	0.8376	nan	0.9706	0.8612	0.9943	0.7827	0.5516	0.8779	0.0661	0.8891	0.8538	0.8424	0.8806	0.7289

Framework versions

• Transformers 4.41.1
• Pytorch 2.3.0+cu121
• Datasets 2.19.1
• Tokenizers 0.19.1