segformer-finetuned-segments-plantleafdisease-may-25

This model is a fine-tuned version of nancyalarabawy/segformer-finetuned-segments-plantleafdisease-may-25 on the nancyalarabawy/PlantLeafDiseases3 dataset. It achieves the following results on the evaluation set:

• Accuracy Alstonia herpes: 0.9252
• Accuracy Apple scab: 0.9609
• Accuracy Background: 0.9980
• Accuracy Black rot: 0.9340
• Accuracy Blast: 0.9316
• Accuracy Blight spots: 0.7574
• Accuracy Cedar rust: 0.9220
• Accuracy Chlorisis: 0.9630
• Accuracy Healthy: 0.9872
• Accuracy Leaf spots: 0.7874
• Accuracy Mango anthracnose: 0.8842
• Accuracy Pomengrate spots: 0.9581
• Accuracy Unlabeled: nan
• Iou Alstonia herpes: 0.8446
• Iou Apple scab: 0.8793
• Iou Background: 0.9961
• Iou Black rot: 0.8927
• Iou Blast: 0.8246
• Iou Blight spots: 0.5431
• Iou Cedar rust: 0.7938
• Iou Chlorisis: 0.9334
• Iou Healthy: 0.9784
• Iou Leaf spots: 0.7293
• Iou Mango anthracnose: 0.7851
• Iou Pomengrate spots: 0.9068
• Iou Unlabeled: 0.0
• Loss: 0.0151
• Mean Accuracy: 0.9174
• Mean Iou: 0.7775
• Overall Accuracy: 0.9937

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: 150

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	0.9169	0.9258	0.9967	0.9513	0.9588	0.1322	0.8429	0.9539	0.9850	0.9503	0.6674	0.9651	nan	0.7813	0.8433	0.9943	0.8815	0.8545	0.1322	0.7294	0.8910	0.9706	0.8569	0.5524	0.8783	nan	0.0228	0.8539	0.7805	0.9909
0.0318	86.5	3460	0.9037	0.9163	0.9965	0.9466	0.9505	0.1085	0.8211	0.9505	0.9866	0.9402	0.6448	0.9544	nan	0.7850	0.8436	0.9943	0.8824	0.8615	0.1085	0.7252	0.8919	0.9708	0.8592	0.5391	0.8796	nan	0.0228	0.8433	0.7784	0.9909
0.0188	87.0	3480	0.9239	0.9286	0.9967	0.9506	0.9584	0.1309	0.8161	0.9608	0.9848	0.9567	0.7164	0.9662	nan	0.7770	0.8425	0.9943	0.8812	0.8552	0.1309	0.7238	0.8898	0.9706	0.8524	0.5726	0.8780	nan	0.0230	0.8575	0.7807	0.9909
0.0266	87.5	3500	0.9216	0.9285	0.9966	0.9500	0.9568	0.1272	0.8188	0.9586	0.9851	0.9525	0.7010	0.9627	nan	0.7786	0.8427	0.9943	0.8814	0.8573	0.1272	0.7248	0.8914	0.9706	0.8548	0.5677	0.8787	nan	0.0229	0.8549	0.7808	0.9909
0.02	88.0	3520	0.9200	0.9310	0.9966	0.9493	0.9539	0.1197	0.8369	0.9530	0.9849	0.9501	0.6766	0.9590	nan	0.7789	0.8422	0.9943	0.8817	0.8601	0.1197	0.7285	0.8918	0.9706	0.8550	0.5568	0.8783	nan	0.0230	0.8526	0.7798	0.9909
0.0211	88.5	3540	0.9106	0.9292	0.9967	0.9512	0.9495	0.0511	0.8230	0.9492	0.9851	0.9503	0.6792	0.9596	nan	0.7825	0.8427	0.9943	0.8808	0.8620	0.0511	0.7257	0.8910	0.9707	0.8530	0.5582	0.8783	nan	0.0229	0.8446	0.7742	0.9909
0.0188	89.0	3560	0.9237	0.9310	0.9966	0.9498	0.9542	0.1010	0.8395	0.9501	0.9848	0.9528	0.6751	0.9585	nan	0.7783	0.8423	0.9943	0.8814	0.8589	0.1010	0.7290	0.8889	0.9705	0.8530	0.5570	0.8786	nan	0.0229	0.8514	0.7778	0.9908
0.0156	89.5	3580	0.9047	0.9255	0.9964	0.9483	0.9482	0.0461	0.8028	0.9472	0.9864	0.9439	0.6486	0.9529	nan	0.7851	0.8429	0.9942	0.8812	0.8620	0.0461	0.7197	0.8918	0.9706	0.8550	0.5420	0.8814	nan	0.0230	0.8376	0.7727	0.9909
0.0344	90.0	3600	0.9121	0.9298	0.9965	0.9511	0.9510	0.0661	0.8376	0.9488	0.9852	0.9503	0.6642	0.9595	nan	0.7827	0.8424	0.9943	0.8806	0.8612	0.0661	0.7289	0.8891	0.9706	0.8538	0.5516	0.8779	nan	0.0229	0.8460	0.7749	0.9909
0.0314	90.5	3620	0.6601	0.6084	0.9952	0.8849	0.8722	0.1998	0.8747	0.2808	0.9826	0.3424	0.6298	0.8901	nan	0.5763	0.5561	0.9925	0.8154	0.7294	0.1912	0.7271	0.2412	0.9405	0.3068	0.4580	0.8359	nan	0.0538	0.6851	0.6142	0.9836
0.0287	91.0	3640	0.6569	0.7042	0.9937	0.8906	0.8926	0.0687	0.8323	0.2560	0.9804	0.2479	0.7402	0.9009	nan	0.5703	0.5883	0.9906	0.8144	0.7178	0.0639	0.7383	0.2428	0.9373	0.1966	0.4688	0.8422	nan	0.0682	0.6804	0.5976	0.9826
0.0324	91.5	3660	0.6283	0.6227	0.9964	0.9092	0.8663	0.1356	0.8347	0.2502	0.9832	0.4102	0.6895	0.9299	nan	0.5616	0.5556	0.9937	0.8145	0.7440	0.1130	0.7219	0.2348	0.9437	0.2739	0.4646	0.8294	nan	0.0563	0.6880	0.6042	0.9845
0.0258	92.0	3680	0.6426	0.5645	0.9969	0.8732	0.8179	0.1555	0.7587	0.2570	0.9850	0.6075	0.6591	0.9403	nan	0.5663	0.5192	0.9937	0.8108	0.7492	0.0951	0.7140	0.2453	0.9433	0.3351	0.4665	0.8263	nan	0.0598	0.6882	0.6054	0.9845
0.0308	92.5	3700	0.6228	0.6206	0.9963	0.8957	0.8562	0.1365	0.7991	0.2600	0.9845	0.5476	0.6870	0.9236	nan	0.5503	0.5571	0.9937	0.8168	0.7580	0.0943	0.7299	0.2438	0.9443	0.2933	0.4562	0.8373	nan	0.0561	0.6942	0.6062	0.9846
0.0145	93.0	3720	0.6257	0.6454	0.9969	0.8985	0.8790	0.0940	0.8092	0.2504	0.9820	0.5028	0.7064	0.9081	nan	0.5548	0.5676	0.9938	0.8184	0.7527	0.0706	0.7078	0.2399	0.9442	0.3222	0.4526	0.8428	nan	0.0608	0.6915	0.6056	0.9847
0.0365	93.5	3740	0.6723	0.6407	0.9970	0.9256	0.8297	0.2052	0.8020	0.2546	0.9812	0.4263	0.6867	0.9263	nan	0.5841	0.5610	0.9938	0.8121	0.7467	0.1154	0.7123	0.2374	0.9438	0.3247	0.4777	0.8398	nan	0.0612	0.6956	0.6124	0.9846
0.0191	94.0	3760	0.6418	0.5494	0.9968	0.8545	0.8129	0.2125	0.7613	0.2564	0.9854	0.4320	0.7273	0.9054	nan	0.5604	0.5100	0.9938	0.8063	0.7423	0.1464	0.7058	0.2390	0.9432	0.3149	0.4618	0.8436	nan	0.0611	0.6780	0.6056	0.9843
0.0354	94.5	3780	0.6709	0.6735	0.9966	0.8725	0.8820	0.0642	0.8435	0.2479	0.9826	0.5109	0.6341	0.8806	nan	0.5832	0.5949	0.9938	0.8171	0.7491	0.0531	0.7051	0.2351	0.9450	0.2784	0.4586	0.8365	nan	0.0599	0.6883	0.6042	0.9849
0.0317	95.0	3800	0.6820	0.6884	0.9962	0.9170	0.8936	0.0163	0.8283	0.2581	0.9819	0.5334	0.6854	0.9317	nan	0.5856	0.5992	0.9936	0.8184	0.7389	0.0126	0.7186	0.2414	0.9447	0.2497	0.4730	0.8371	nan	0.0608	0.7010	0.6011	0.9847
0.024	95.5	3820	0.6368	0.6698	0.9964	0.8732	0.8261	0.0081	0.8095	0.2617	0.9841	0.4486	0.6710	0.9099	nan	0.5579	0.5962	0.9938	0.8138	0.7485	0.0078	0.7229	0.2405	0.9453	0.2665	0.4554	0.8441	nan	0.0584	0.6746	0.5994	0.9849
0.051	96.0	3840	0.6527	0.6331	0.9968	0.9333	0.8518	0.1022	0.8359	0.2510	0.9823	0.4459	0.7551	0.9118	nan	0.5650	0.5639	0.9938	0.8111	0.7525	0.0626	0.7261	0.2392	0.9447	0.2742	0.4585	0.8423	nan	0.0622	0.6960	0.6028	0.9847
0.0208	96.5	3860	0.6694	0.5805	0.9966	0.8736	0.8248	0.1139	0.7630	0.2548	0.9855	0.4218	0.6106	0.9054	nan	0.5833	0.5296	0.9937	0.8148	0.7513	0.0646	0.7119	0.2380	0.9435	0.2979	0.4604	0.8397	nan	0.0623	0.6667	0.6024	0.9845
0.0367	97.0	3880	0.6877	0.6238	0.9967	0.8941	0.8528	0.0325	0.8002	0.2550	0.9831	0.4497	0.6522	0.9123	nan	0.5879	0.5562	0.9938	0.8183	0.7547	0.0220	0.7124	0.2371	0.9439	0.2807	0.4711	0.8410	nan	0.0606	0.6783	0.6016	0.9846
0.0153	97.5	3900	0.6639	0.6293	0.9965	0.8972	0.8376	0.0714	0.8217	0.2551	0.9829	0.4414	0.7251	0.9109	nan	0.5725	0.5593	0.9938	0.8162	0.7454	0.0507	0.7142	0.2362	0.9439	0.2840	0.4631	0.8420	0.0	0.0622	0.6861	0.5555	0.9845
0.0378	98.0	3920	0.6401	0.5849	0.9966	0.8645	0.7737	0.1166	0.7494	0.2454	0.9863	0.4207	0.6934	0.8829	nan	0.5614	0.5340	0.9938	0.8083	0.7281	0.0630	0.7015	0.2331	0.9439	0.3156	0.4640	0.8353	0.0	0.0627	0.6629	0.5525	0.9845
0.0278	98.5	3940	0.6945	0.6316	0.9964	0.8748	0.8365	0.1275	0.8287	0.2523	0.9836	0.4049	0.7218	0.9078	nan	0.5838	0.5668	0.9937	0.8077	0.7501	0.0783	0.7140	0.2353	0.9445	0.3335	0.4703	0.8411	0.0	0.0612	0.6884	0.5630	0.9846
0.0133	99.0	3960	0.7062	0.6692	0.9970	0.9069	0.8578	0.1130	0.8125	0.2552	0.9805	0.4167	0.7170	0.9256	nan	0.5863	0.5805	0.9937	0.8145	0.7561	0.0742	0.7125	0.2392	0.9444	0.3053	0.4702	0.8412	nan	0.0597	0.6965	0.6098	0.9847
0.0236	99.5	3980	0.6266	0.6124	0.9960	0.8565	0.8453	0.1239	0.7880	0.2535	0.9852	0.4175	0.6264	0.8873	nan	0.5549	0.5527	0.9933	0.7963	0.7509	0.0745	0.7122	0.2383	0.9440	0.2934	0.4507	0.8359	0.0	0.0623	0.6682	0.5536	0.9843
0.0274	100.0	4000	0.6868	0.6617	0.9967	0.8931	0.8721	0.0524	0.8196	0.2578	0.9812	0.4349	0.7089	0.9224	nan	0.5796	0.5818	0.9937	0.8075	0.7513	0.0331	0.7111	0.2372	0.9442	0.2634	0.4605	0.8401	0.0	0.0591	0.6906	0.5541	0.9846
0.022	100.5	4020	0.6670	0.6182	0.9967	0.8828	0.8125	0.0108	0.7709	0.2526	0.9844	0.4365	0.6641	0.8941	nan	0.5756	0.5559	0.9937	0.8101	0.7400	0.0065	0.7091	0.2387	0.9442	0.2736	0.4644	0.8405	nan	0.0616	0.6659	0.5960	0.9846
0.0227	101.0	4040	0.6937	0.6717	0.9966	0.9168	0.8460	0.0407	0.8237	0.2493	0.9814	0.4588	0.7155	0.9102	nan	0.5872	0.5838	0.9937	0.8142	0.7514	0.0178	0.7112	0.2358	0.9444	0.2767	0.4776	0.8442	nan	0.0596	0.6920	0.6032	0.9847
0.0363	101.5	4060	0.6545	0.6634	0.9970	0.8910	0.8334	0.0877	0.8047	0.2486	0.9823	0.4156	0.6806	0.8872	nan	0.5724	0.5841	0.9938	0.8148	0.7532	0.0467	0.7074	0.2358	0.9448	0.3078	0.4713	0.8384	nan	0.0599	0.6788	0.6059	0.9848
0.0244	102.0	4080	0.6700	0.6465	0.9963	0.8918	0.8389	0.0741	0.7977	0.2552	0.9842	0.4231	0.6925	0.9024	nan	0.5753	0.5721	0.9937	0.8138	0.7479	0.0476	0.7086	0.2396	0.9445	0.2950	0.4731	0.8418	nan	0.0609	0.6811	0.6044	0.9847
0.0289	102.5	4100	0.6450	0.6447	0.9965	0.8906	0.8145	0.0018	0.7930	0.2564	0.9840	0.4290	0.6337	0.9018	nan	0.5680	0.5719	0.9937	0.8140	0.7481	0.0013	0.7100	0.2392	0.9444	0.2725	0.4589	0.8429	nan	0.0587	0.6659	0.5971	0.9847
0.0273	103.0	4120	0.6719	0.6525	0.9967	0.8976	0.8137	0.0136	0.7953	0.2572	0.9828	0.4352	0.6777	0.9028	nan	0.5781	0.5740	0.9937	0.8143	0.7478	0.0087	0.7147	0.2384	0.9444	0.2744	0.4673	0.8432	nan	0.0588	0.6747	0.5999	0.9847
0.0202	103.5	4140	0.6294	0.6051	0.9963	0.8910	0.7942	0.0253	0.7889	0.2540	0.9852	0.4304	0.6492	0.8844	nan	0.5598	0.5434	0.9937	0.8126	0.7369	0.0148	0.7135	0.2381	0.9436	0.2946	0.4634	0.8361	nan	0.0610	0.6611	0.5959	0.9845
0.0221	104.0	4160	0.6726	0.6904	0.9969	0.9138	0.8508	0.0380	0.8297	0.2476	0.9797	0.4441	0.7350	0.9149	nan	0.5756	0.5862	0.9937	0.8147	0.7571	0.0124	0.7080	0.2342	0.9442	0.2846	0.4655	0.8442	nan	0.0613	0.6928	0.6017	0.9846
0.0305	104.5	4180	0.6459	0.6219	0.9964	0.8814	0.8185	0.0181	0.7863	0.2503	0.9847	0.4301	0.6595	0.8955	nan	0.5690	0.5538	0.9937	0.8118	0.7481	0.0093	0.7113	0.2368	0.9440	0.3030	0.4695	0.8393	nan	0.0619	0.6657	0.5991	0.9846
0.0396	105.0	4200	0.6620	0.6448	0.9968	0.8970	0.8212	0.0136	0.8255	0.2500	0.9820	0.4331	0.7042	0.9038	nan	0.5742	0.5672	0.9937	0.8161	0.7518	0.0067	0.7109	0.2346	0.9441	0.2841	0.4729	0.8424	nan	0.0603	0.6778	0.5999	0.9846
0.0165	105.5	4220	0.6606	0.6226	0.9969	0.8875	0.8069	0.0226	0.8006	0.2527	0.9825	0.4296	0.6983	0.9070	nan	0.5731	0.5533	0.9937	0.8125	0.7450	0.0123	0.7065	0.2351	0.9436	0.2818	0.4646	0.8432	nan	0.0604	0.6723	0.5971	0.9844
0.0137	106.0	4240	0.6899	0.6201	0.9967	0.8971	0.8181	0.0425	0.7707	0.2525	0.9829	0.4323	0.7157	0.9152	nan	0.5828	0.5486	0.9937	0.8148	0.7470	0.0212	0.7007	0.2349	0.9435	0.2836	0.4663	0.8424	nan	0.0624	0.6778	0.5983	0.9844
0.0088	106.5	4260	0.6956	0.6345	0.9966	0.9084	0.8154	0.0506	0.8358	0.2530	0.9818	0.4231	0.6877	0.8939	nan	0.5864	0.5571	0.9937	0.8158	0.7455	0.0287	0.7052	0.2363	0.9435	0.2935	0.4691	0.8392	nan	0.0607	0.6814	0.6012	0.9844
0.0351	107.0	4280	0.6770	0.6044	0.9967	0.8945	0.8074	0.0425	0.8053	0.2508	0.9835	0.4221	0.6672	0.8879	nan	0.5795	0.5424	0.9937	0.8146	0.7453	0.0223	0.7134	0.2359	0.9437	0.2968	0.4651	0.8372	nan	0.0623	0.6699	0.5992	0.9845
0.0271	107.5	4300	0.6696	0.6042	0.9964	0.8943	0.8145	0.0036	0.7860	0.2513	0.9845	0.4314	0.6686	0.8890	nan	0.5771	0.5421	0.9937	0.8150	0.7464	0.0020	0.7067	0.2362	0.9436	0.2923	0.4630	0.8360	nan	0.0627	0.6661	0.5962	0.9844
0.0164	108.0	4320	0.6922	0.6406	0.9968	0.8970	0.8450	0.0018	0.7950	0.2547	0.9819	0.4387	0.7138	0.9060	nan	0.5855	0.5624	0.9937	0.8153	0.7548	0.0011	0.7036	0.2366	0.9438	0.2702	0.4614	0.8429	nan	0.0609	0.6803	0.5976	0.9845
0.0134	108.5	4340	0.6773	0.6377	0.9965	0.8984	0.8230	0.0090	0.8052	0.2545	0.9830	0.4344	0.6885	0.9079	nan	0.5807	0.5616	0.9937	0.8147	0.7487	0.0054	0.7020	0.2372	0.9439	0.2717	0.4622	0.8412	nan	0.0617	0.6763	0.5969	0.9845
0.0444	109.0	4360	0.6684	0.6218	0.9966	0.8858	0.8085	0.0090	0.7641	0.2536	0.9839	0.4325	0.6603	0.9041	nan	0.5784	0.5531	0.9937	0.8134	0.7446	0.0053	0.6949	0.2372	0.9437	0.2653	0.4553	0.8405	nan	0.0613	0.6657	0.5938	0.9845
0.016	109.5	4380	0.6811	0.6398	0.9968	0.8958	0.8366	0.0371	0.7970	0.2522	0.9823	0.4258	0.6841	0.9104	nan	0.5829	0.5622	0.9937	0.8152	0.7542	0.0193	0.7059	0.2359	0.9439	0.2771	0.4643	0.8433	nan	0.0609	0.6782	0.5998	0.9845
0.0324	110.0	4400	0.6657	0.6059	0.9967	0.8979	0.8377	0.0253	0.8104	0.2499	0.9831	0.4242	0.6930	0.8930	nan	0.5766	0.5434	0.9937	0.8153	0.7567	0.0126	0.7073	0.2349	0.9436	0.2940	0.4671	0.8388	nan	0.0615	0.6736	0.5987	0.9844
0.0111	110.5	4420	0.6549	0.6061	0.9968	0.9012	0.8478	0.0027	0.8376	0.2499	0.9822	0.4282	0.6770	0.8954	nan	0.5728	0.5424	0.9937	0.8156	0.7579	0.0013	0.7041	0.2345	0.9433	0.2811	0.4630	0.8401	nan	0.0615	0.6733	0.5958	0.9844
0.0132	111.0	4440	0.6306	0.6037	0.9964	0.8770	0.8159	0.0289	0.7907	0.2483	0.9848	0.4218	0.6696	0.8782	nan	0.5615	0.5412	0.9937	0.8115	0.7486	0.0126	0.7093	0.2328	0.9435	0.3018	0.4650	0.8335	nan	0.0644	0.6622	0.5963	0.9844
0.0144	111.5	4460	0.6520	0.6296	0.9966	0.8841	0.8364	0.0226	0.7932	0.2478	0.9832	0.4301	0.6741	0.8985	nan	0.5732	0.5556	0.9937	0.8125	0.7562	0.0084	0.7076	0.2327	0.9438	0.2859	0.4678	0.8403	nan	0.0611	0.6707	0.5981	0.9845
0.0229	112.0	4480	0.6626	0.6537	0.9967	0.8970	0.8393	0.0949	0.7992	0.2485	0.9817	0.4242	0.7056	0.9002	nan	0.5754	0.5675	0.9937	0.8112	0.7564	0.0348	0.7006	0.2323	0.9438	0.3062	0.4647	0.8400	nan	0.0617	0.6836	0.6022	0.9845
0.0276	112.5	4500	0.6356	0.5979	0.9966	0.8763	0.8271	0.0696	0.7614	0.2464	0.9848	0.4180	0.6651	0.8762	nan	0.5646	0.5382	0.9937	0.8077	0.7525	0.0264	0.6965	0.2331	0.9434	0.3171	0.4603	0.8297	nan	0.0621	0.6629	0.5969	0.9844
0.0148	113.0	4520	0.6543	0.6442	0.9967	0.8925	0.8306	0.0651	0.7800	0.2484	0.9828	0.4288	0.6772	0.8951	nan	0.5728	0.5643	0.9937	0.8111	0.7550	0.0273	0.6990	0.2334	0.9440	0.2960	0.4634	0.8380	nan	0.0622	0.6746	0.5998	0.9845
0.0187	113.5	4540	0.6543	0.6445	0.9966	0.8935	0.8409	0.0579	0.7945	0.2487	0.9829	0.4221	0.6888	0.8904	nan	0.5727	0.5660	0.9937	0.8114	0.7569	0.0268	0.7024	0.2336	0.9441	0.3096	0.4638	0.8358	nan	0.0615	0.6763	0.6014	0.9846
0.0234	114.0	4560	0.6485	0.6195	0.9966	0.8986	0.8338	0.0506	0.7980	0.2476	0.9835	0.4263	0.6974	0.8963	nan	0.5709	0.5524	0.9937	0.8120	0.7546	0.0215	0.7046	0.2342	0.9439	0.3065	0.4624	0.8391	nan	0.0632	0.6747	0.5997	0.9845
0.0296	114.5	4580	0.6557	0.6448	0.9966	0.9006	0.8411	0.0506	0.8096	0.2488	0.9827	0.4263	0.6839	0.8942	nan	0.5734	0.5668	0.9937	0.8124	0.7557	0.0232	0.7017	0.2349	0.9441	0.2949	0.4662	0.8390	nan	0.0623	0.6779	0.6005	0.9846
0.0173	115.0	4600	0.6626	0.6402	0.9966	0.8949	0.8392	0.0515	0.7981	0.2499	0.9829	0.4266	0.6911	0.8972	nan	0.5754	0.5644	0.9937	0.8117	0.7545	0.0249	0.7027	0.2354	0.9441	0.2936	0.4659	0.8401	nan	0.0624	0.6776	0.6005	0.9846
0.0088	115.5	4620	0.6634	0.6386	0.9966	0.8896	0.8325	0.0208	0.7876	0.2514	0.9834	0.4288	0.6644	0.8873	nan	0.5767	0.5635	0.9937	0.8109	0.7522	0.0109	0.7011	0.2368	0.9441	0.2824	0.4595	0.8359	nan	0.0630	0.6704	0.5973	0.9846
0.0191	116.0	4640	0.6462	0.6371	0.9966	0.8903	0.8221	0.0380	0.7680	0.2513	0.9838	0.4226	0.6828	0.8968	nan	0.5697	0.5627	0.9937	0.8112	0.7504	0.0207	0.6977	0.2369	0.9441	0.2977	0.4647	0.8399	nan	0.0620	0.6696	0.5991	0.9846
0.0198	116.5	4660	0.6597	0.6225	0.9966	0.8929	0.8229	0.0533	0.7729	0.2527	0.9840	0.4237	0.6810	0.8956	nan	0.5751	0.5544	0.9937	0.8113	0.7506	0.0296	0.6983	0.2374	0.9439	0.2942	0.4650	0.8395	nan	0.0626	0.6715	0.5994	0.9845
0.0248	117.0	4680	0.6785	0.6258	0.9967	0.9034	0.8400	0.0597	0.8118	0.2532	0.9824	0.4247	0.6907	0.9014	nan	0.5819	0.5562	0.9937	0.8131	0.7549	0.0324	0.6997	0.2370	0.9437	0.2891	0.4647	0.8408	nan	0.0615	0.6807	0.6006	0.9845
0.0163	117.5	4700	0.6626	0.6350	0.9965	0.8942	0.8259	0.0362	0.8073	0.2516	0.9833	0.4210	0.6774	0.8967	nan	0.5763	0.5608	0.9937	0.8116	0.7518	0.0202	0.7007	0.2371	0.9439	0.2987	0.4639	0.8399	nan	0.0624	0.6740	0.5999	0.9845
0.0379	118.0	4720	0.6759	0.6258	0.9968	0.8984	0.8332	0.0597	0.7963	0.2528	0.9826	0.4231	0.6853	0.8933	nan	0.5812	0.5558	0.9937	0.8127	0.7547	0.0321	0.6997	0.2373	0.9438	0.2912	0.4635	0.8392	nan	0.0618	0.6769	0.6004	0.9845
0.0306	118.5	4740	0.6676	0.6286	0.9967	0.8908	0.8314	0.0615	0.8051	0.2528	0.9827	0.4221	0.6907	0.8991	nan	0.5772	0.5573	0.9937	0.8116	0.7543	0.0331	0.6998	0.2371	0.9438	0.2947	0.4646	0.8404	nan	0.0616	0.6774	0.6006	0.9845
0.021	119.0	4760	0.6749	0.6260	0.9966	0.8962	0.8308	0.0524	0.8009	0.2535	0.9829	0.4229	0.6892	0.8979	nan	0.5804	0.5557	0.9937	0.8121	0.7538	0.029	0.7003	0.2376	0.9438	0.2929	0.4640	0.8403	nan	0.0622	0.6770	0.6003	0.9845
0.017	119.5	4780	0.6658	0.6164	0.9967	0.8892	0.8211	0.0497	0.7972	0.2528	0.9832	0.4204	0.6816	0.8915	nan	0.5773	0.5506	0.9937	0.8114	0.7522	0.0277	0.7004	0.2374	0.9437	0.2961	0.4650	0.8386	nan	0.0620	0.6721	0.5995	0.9845
0.0191	120.0	4800	0.6625	0.6111	0.9966	0.8882	0.8299	0.0723	0.7913	0.2532	0.9837	0.4175	0.6754	0.8903	nan	0.5760	0.5471	0.9937	0.8114	0.7532	0.0409	0.7000	0.2377	0.9437	0.3029	0.4647	0.8377	nan	0.0623	0.6727	0.6007	0.9845
0.0394	120.5	4820	0.7245	0.7707	0.9967	0.7948	0.8724	0.0	0.8903	0.0764	0.9874	0.4742	0.6309	0.7950	nan	0.6409	0.6621	0.9948	0.7200	0.7653	0.0	0.5569	0.0763	0.9689	0.4546	0.4857	0.7709	nan	0.1361	0.6678	0.5914	0.9912
0.0313	121.0	4840	0.8210	0.8782	0.9972	0.8208	0.9064	0.0	0.7711	0.0	0.9848	0.7679	0.6585	0.8726	nan	0.6681	0.6722	0.9950	0.7339	0.7715	0.0	0.6519	0.0	0.9709	0.5564	0.4803	0.8292	nan	0.1281	0.7066	0.6108	0.9917
0.0226	121.5	4860	0.8530	0.8909	0.9971	0.8553	0.9363	0.0	0.8315	0.0	0.9834	0.7050	0.7096	0.8900	nan	0.6701	0.6686	0.9950	0.7338	0.7438	0.0	0.6550	0.0	0.9704	0.5771	0.4962	0.8397	nan	0.1289	0.7210	0.6125	0.9915
0.2107	122.0	4880	0.8185	0.8088	0.9972	0.8093	0.8883	0.0	0.7534	0.2585	0.9877	0.6398	0.6471	0.8583	nan	0.6739	0.6748	0.9950	0.7315	0.7798	0.0	0.6517	0.2546	0.9716	0.5572	0.5106	0.8263	nan	0.1246	0.7056	0.6356	0.9920
0.0257	122.5	4900	0.7485	0.8494	0.9962	0.8332	0.8732	0.0	0.7865	0.1721	0.9884	0.6638	0.6530	0.8344	nan	0.6532	0.6769	0.9947	0.7353	0.7840	0.0	0.6541	0.1687	0.9706	0.5729	0.5030	0.8042	nan	0.1310	0.6999	0.6265	0.9916
0.0196	123.0	4920	0.8245	0.8864	0.9973	0.8251	0.9066	0.0	0.6340	0.0606	0.9861	0.6121	0.6165	0.8509	nan	0.6719	0.6748	0.9951	0.7362	0.7706	0.0	0.5854	0.0602	0.9708	0.5589	0.4863	0.8161	nan	0.1225	0.6833	0.6105	0.9917
0.0273	123.5	4940	0.8653	0.8263	0.9971	0.8518	0.9271	0.0	0.8143	0.0825	0.9859	0.6680	0.7024	0.8792	nan	0.6680	0.6758	0.9951	0.7367	0.7433	0.0	0.6557	0.0814	0.9711	0.5844	0.5038	0.8328	nan	0.1317	0.7167	0.6207	0.9918
0.0153	124.0	4960	0.8038	0.9040	0.9973	0.8384	0.8952	0.0	0.7202	0.0972	0.9847	0.6949	0.7070	0.8702	nan	0.6693	0.6673	0.9951	0.7389	0.7836	0.0	0.6402	0.0961	0.9709	0.5839	0.5071	0.8296	nan	0.1333	0.7094	0.6235	0.9917
0.0405	124.5	4980	0.7908	0.8294	0.9968	0.8267	0.9075	0.0	0.8160	0.0004	0.9877	0.6778	0.6979	0.8499	nan	0.6680	0.6838	0.9950	0.7362	0.7733	0.0	0.6678	0.0004	0.9717	0.5807	0.4919	0.8158	nan	0.1335	0.6984	0.6154	0.9919
0.0174	125.0	5000	0.7476	0.8751	0.9968	0.8357	0.8796	0.0	0.6907	0.0018	0.9877	0.6857	0.6660	0.8467	nan	0.6553	0.6815	0.9950	0.7372	0.7959	0.0	0.6225	0.0018	0.9713	0.5772	0.4935	0.8157	nan	0.1280	0.6844	0.6122	0.9918
0.0245	125.5	5020	0.8518	0.8799	0.9974	0.8613	0.9165	0.0	0.7912	0.0154	0.9846	0.6586	0.6908	0.8727	nan	0.6755	0.6792	0.9951	0.7350	0.7681	0.0	0.6593	0.0154	0.9713	0.5800	0.4966	0.8323	nan	0.1385	0.7100	0.6173	0.9918
1.1026	126.0	5040	0.8695	0.7914	0.9975	0.8868	0.7861	0.0	0.8523	0.7792	0.9827	0.7182	0.6698	0.8506	nan	0.7316	0.6798	0.9952	0.7957	0.6304	0.0	0.7024	0.7044	0.9650	0.5835	0.3562	0.7934	nan	0.0256	0.7653	0.6615	0.9900
0.0135	126.5	5060	0.8551	0.7913	0.9972	0.8946	0.7632	0.0	0.8569	0.7880	0.9832	0.6923	0.6767	0.8421	nan	0.7377	0.6785	0.9952	0.7915	0.6255	0.0	0.6988	0.6964	0.9649	0.5778	0.3600	0.7914	nan	0.0259	0.7617	0.6598	0.9899
0.0161	127.0	5080	0.8844	0.7428	0.9972	0.8842	0.7923	0.0	0.8867	0.8039	0.9831	0.7024	0.6221	0.8527	nan	0.7284	0.6618	0.9951	0.7918	0.6286	0.0	0.6807	0.6970	0.9640	0.5830	0.3461	0.7978	nan	0.0263	0.7627	0.6562	0.9897
0.0171	127.5	5100	0.8623	0.7737	0.9970	0.8715	0.6938	0.0	0.8147	0.7946	0.9859	0.6704	0.4891	0.8356	nan	0.7294	0.6711	0.9951	0.7901	0.5988	0.0	0.6991	0.7091	0.9650	0.5731	0.3186	0.7601	nan	0.0258	0.7324	0.6508	0.9900
0.025	128.0	5120	0.9012	0.8393	0.9974	0.9279	0.7697	0.0	0.8957	0.7926	0.9782	0.7105	0.7175	0.8720	nan	0.7296	0.6817	0.9951	0.7783	0.6271	0.0	0.6652	0.6912	0.9632	0.5829	0.3539	0.8052	nan	0.0272	0.7835	0.6561	0.9894
0.0138	128.5	5140	0.8803	0.7332	0.9967	0.8903	0.7913	0.0	0.8910	0.7940	0.9835	0.7147	0.6766	0.8487	nan	0.7371	0.6570	0.9950	0.7901	0.6219	0.0	0.6553	0.6933	0.9634	0.5819	0.3591	0.7963	nan	0.0286	0.7667	0.6542	0.9894
0.0347	129.0	5160	0.8962	0.7859	0.9976	0.8732	0.7765	0.0	0.6993	0.7691	0.9839	0.7200	0.6657	0.8594	nan	0.7358	0.6683	0.9952	0.7958	0.6257	0.0	0.6540	0.6941	0.9643	0.5779	0.3736	0.7964	nan	0.0262	0.7522	0.6568	0.9898
0.0202	129.5	5180	0.8595	0.8119	0.9967	0.9008	0.7294	0.0	0.8753	0.8117	0.9822	0.7575	0.6538	0.8640	nan	0.7341	0.6761	0.9950	0.7903	0.6159	0.0	0.6855	0.7054	0.9637	0.5816	0.3654	0.7836	nan	0.0265	0.7703	0.6581	0.9896
0.0478	130.0	5200	0.8400	0.7464	0.9973	0.8752	0.6756	0.0	0.8239	0.8109	0.9852	0.7051	0.6420	0.8417	nan	0.7335	0.6612	0.9952	0.7889	0.5910	0.0	0.6948	0.6961	0.9647	0.5857	0.3622	0.7931	nan	0.0260	0.7453	0.6555	0.9899
0.0169	130.5	5220	0.8792	0.7987	0.9973	0.8771	0.7112	0.0	0.8021	0.7988	0.9836	0.7127	0.7057	0.8516	nan	0.7371	0.6762	0.9952	0.7896	0.6066	0.0	0.6996	0.6855	0.9648	0.5817	0.3597	0.7943	nan	0.0259	0.7598	0.6575	0.9899
0.0146	131.0	5240	0.8999	0.7777	0.9965	0.8918	0.8102	0.0	0.9132	0.8127	0.9799	0.7642	0.7145	0.8563	nan	0.7314	0.6730	0.9949	0.7866	0.6294	0.0	0.6174	0.6513	0.9614	0.5728	0.3566	0.7939	0.0	0.0295	0.7847	0.5976	0.9889
0.0216	131.5	5260	0.8859	0.7477	0.9975	0.8557	0.7451	0.0	0.6605	0.7969	0.9860	0.7045	0.6535	0.8358	nan	0.7349	0.6616	0.9952	0.7892	0.6190	0.0	0.6300	0.6818	0.9641	0.5770	0.3615	0.7890	nan	0.0265	0.7391	0.6503	0.9897
0.0127	132.0	5280	0.8852	0.7818	0.9970	0.9043	0.7666	0.0	0.8233	0.7668	0.9836	0.7246	0.6600	0.8500	nan	0.7309	0.6674	0.9951	0.7891	0.6215	0.0	0.6966	0.6972	0.9643	0.5802	0.3506	0.7902	nan	0.0263	0.7619	0.6569	0.9897
0.034	132.5	5300	0.8515	0.7838	0.9975	0.9067	0.7463	0.0	0.8342	0.7610	0.9824	0.7235	0.7077	0.8408	nan	0.7385	0.6710	0.9952	0.7870	0.6215	0.0	0.6910	0.6972	0.9644	0.5780	0.3572	0.7914	nan	0.0262	0.7613	0.6577	0.9898
0.0382	133.0	5320	0.8722	0.7766	0.9972	0.8945	0.7609	0.0	0.8221	0.7834	0.9834	0.7255	0.7218	0.8432	nan	0.7367	0.6706	0.9951	0.7895	0.6240	0.0	0.6918	0.6923	0.9645	0.5778	0.3589	0.7914	nan	0.0261	0.7651	0.6577	0.9898
0.0258	133.5	5340	0.8620	0.7662	0.9972	0.8848	0.7589	0.0	0.8260	0.7798	0.9841	0.7191	0.6715	0.8380	nan	0.7330	0.6661	0.9951	0.7891	0.6232	0.0	0.6935	0.6985	0.9646	0.5804	0.3586	0.7893	nan	0.0261	0.7573	0.6576	0.9898
0.0187	134.0	5360	0.8655	0.7726	0.9971	0.8914	0.7908	0.0	0.8328	0.7839	0.9836	0.7338	0.6811	0.8371	nan	0.7354	0.6696	0.9951	0.7891	0.6271	0.0	0.6899	0.6936	0.9645	0.5779	0.3583	0.7886	nan	0.0261	0.7641	0.6574	0.9898
0.0117	134.5	5380	0.8650	0.7863	0.9973	0.9064	0.7972	0.0	0.8748	0.7840	0.9808	0.7517	0.7074	0.8385	nan	0.7371	0.6742	0.9951	0.7864	0.6283	0.0	0.6693	0.6887	0.9637	0.5723	0.3573	0.7897	nan	0.0267	0.7741	0.6552	0.9896
0.0168	135.0	5400	0.8709	0.7556	0.9972	0.8871	0.7882	0.0	0.8466	0.7897	0.9832	0.7582	0.6649	0.8316	nan	0.7341	0.6653	0.9951	0.7897	0.6284	0.0	0.6841	0.6871	0.9642	0.5731	0.3588	0.7856	nan	0.0262	0.7644	0.6555	0.9897
0.0369	135.5	5420	0.8522	0.8032	0.9973	0.8832	0.7841	0.0	0.8380	0.7987	0.9818	0.7546	0.6698	0.8472	nan	0.7365	0.6777	0.9951	0.7884	0.6298	0.0	0.6826	0.6706	0.9640	0.5770	0.3567	0.7939	nan	0.0263	0.7675	0.6560	0.9897
0.0214	136.0	5440	0.8151	0.7496	0.9973	0.8694	0.7401	0.0	0.7766	0.7807	0.9861	0.6892	0.6471	0.8307	nan	0.7284	0.6632	0.9951	0.7887	0.6174	0.0	0.6859	0.6942	0.9649	0.5812	0.3509	0.7900	nan	0.0261	0.7401	0.6550	0.9899
0.0334	136.5	5460	0.8645	0.7923	0.9971	0.9111	0.7723	0.0	0.8343	0.7930	0.9824	0.7460	0.7107	0.8615	nan	0.7365	0.6751	0.9951	0.7858	0.6250	0.0	0.6886	0.6799	0.9643	0.5790	0.3525	0.7984	nan	0.0262	0.7721	0.6567	0.9897
0.013	137.0	5480	0.8584	0.8084	0.9975	0.9100	0.7883	0.0	0.8510	0.7882	0.9807	0.7382	0.6903	0.8597	nan	0.7362	0.6789	0.9951	0.7867	0.6299	0.0	0.6839	0.6823	0.9640	0.5809	0.3509	0.7980	nan	0.0263	0.7725	0.6572	0.9897
0.0139	137.5	5500	0.8757	0.7664	0.9972	0.8955	0.7711	0.0	0.8664	0.7889	0.9825	0.7379	0.6781	0.8490	nan	0.7350	0.6690	0.9951	0.7912	0.6245	0.0	0.6752	0.6868	0.9640	0.5781	0.3515	0.7938	nan	0.0265	0.7674	0.6554	0.9897
0.0089	138.0	5520	0.8602	0.7584	0.9971	0.8858	0.7478	0.0	0.8394	0.7813	0.9844	0.7183	0.6529	0.8482	nan	0.7370	0.6650	0.9951	0.7924	0.6184	0.0	0.6879	0.6941	0.9645	0.5799	0.3522	0.7930	nan	0.0262	0.7562	0.6566	0.9898
0.0254	138.5	5540	0.8349	0.7722	0.9972	0.8933	0.7270	0.0	0.7984	0.7755	0.9847	0.7070	0.6754	0.8445	nan	0.7361	0.6681	0.9951	0.7910	0.6127	0.0	0.6939	0.6973	0.9648	0.5793	0.3520	0.7913	nan	0.0260	0.7508	0.6568	0.9899
0.0143	139.0	5560	0.8491	0.7811	0.9969	0.8911	0.7481	0.0	0.8265	0.7777	0.9842	0.7003	0.6743	0.8503	nan	0.7340	0.6676	0.9951	0.7902	0.6178	0.0	0.6930	0.6983	0.9645	0.5814	0.3516	0.7930	nan	0.0263	0.7566	0.6572	0.9898
0.0202	139.5	5580	0.8437	0.7763	0.9971	0.8919	0.7444	0.0	0.8147	0.7786	0.9844	0.6888	0.6769	0.8476	nan	0.7336	0.6675	0.9951	0.7905	0.6161	0.0	0.6938	0.6992	0.9647	0.5808	0.3517	0.7926	nan	0.0261	0.7537	0.6571	0.9899
0.028	140.0	5600	0.8534	0.7799	0.9973	0.8887	0.7761	0.0	0.8025	0.7864	0.9838	0.7105	0.6856	0.8506	nan	0.7341	0.6702	0.9951	0.7916	0.6246	0.0	0.6948	0.6923	0.9647	0.5813	0.3516	0.7946	nan	0.0259	0.7596	0.6579	0.9899
0.033	140.5	5620	0.8592	0.7880	0.9973	0.8868	0.7799	0.0	0.8108	0.7857	0.9833	0.7220	0.6737	0.8513	nan	0.7337	0.6732	0.9952	0.7916	0.6263	0.0	0.6926	0.6931	0.9646	0.5809	0.3508	0.7956	nan	0.0259	0.7615	0.6581	0.9899
0.0127	141.0	5640	0.8631	0.7797	0.9971	0.8941	0.7700	0.0	0.8420	0.7931	0.9830	0.7296	0.6692	0.8584	nan	0.7340	0.6720	0.9951	0.7912	0.6227	0.0	0.6815	0.6876	0.9641	0.5762	0.3524	0.7963	nan	0.0263	0.7649	0.6561	0.9897
0.0206	141.5	5660	0.8592	0.7892	0.9971	0.8919	0.7678	0.0	0.8432	0.7916	0.9829	0.7127	0.6606	0.8503	nan	0.7343	0.6740	0.9951	0.7914	0.6228	0.0	0.6816	0.6907	0.9642	0.5784	0.3510	0.7938	nan	0.0262	0.7622	0.6564	0.9897
0.0191	142.0	5680	0.8704	0.7824	0.9972	0.8853	0.7790	0.0	0.8496	0.7910	0.9828	0.7136	0.6692	0.8493	nan	0.7329	0.6722	0.9951	0.7912	0.6241	0.0	0.6801	0.6891	0.9642	0.5785	0.3496	0.7943	nan	0.0262	0.7641	0.6559	0.9897
0.0175	142.5	5700	0.8637	0.7763	0.9974	0.8869	0.7643	0.0	0.8319	0.7899	0.9830	0.7159	0.6826	0.8508	nan	0.7375	0.6706	0.9951	0.7924	0.6225	0.0	0.6853	0.6903	0.9644	0.5781	0.3521	0.7957	nan	0.0261	0.7619	0.6570	0.9898
0.0211	143.0	5720	0.8231	0.7737	0.9971	0.8813	0.7346	0.0	0.8083	0.7815	0.9850	0.6853	0.6529	0.8411	nan	0.7314	0.6695	0.9951	0.7913	0.6133	0.0	0.6869	0.6971	0.9646	0.5769	0.3528	0.7922	nan	0.0261	0.7470	0.6559	0.9899
0.0218	143.5	5740	0.8488	0.7753	0.9974	0.8818	0.7408	0.0	0.7925	0.7806	0.9843	0.7107	0.6745	0.8464	nan	0.7362	0.6699	0.9951	0.7929	0.6172	0.0	0.6886	0.6958	0.9647	0.5796	0.3532	0.7944	nan	0.0259	0.7528	0.6573	0.9899
0.0298	144.0	5760	0.8751	0.7727	0.9972	0.8870	0.7645	0.0	0.8285	0.8001	0.9832	0.7384	0.7098	0.8647	nan	0.7347	0.6689	0.9951	0.7923	0.6214	0.0	0.6879	0.6749	0.9642	0.5777	0.3501	0.7993	nan	0.0262	0.7684	0.6555	0.9897
0.0251	144.5	5780	0.8797	0.7863	0.9973	0.8997	0.7737	0.0	0.8412	0.7999	0.9819	0.7391	0.7012	0.8637	nan	0.7335	0.6715	0.9951	0.7915	0.6225	0.0	0.6874	0.6762	0.9640	0.5758	0.3510	0.7981	nan	0.0263	0.7720	0.6556	0.9897
0.03	145.0	5800	0.8511	0.7793	0.9974	0.8925	0.7413	0.0	0.7929	0.7901	0.9839	0.7156	0.6711	0.8474	nan	0.7370	0.6701	0.9952	0.7924	0.6162	0.0	0.6917	0.6898	0.9646	0.5800	0.3513	0.7942	nan	0.0259	0.7552	0.6569	0.9899
0.0258	145.5	5820	0.8394	0.7760	0.9974	0.8852	0.7377	0.0	0.7919	0.7836	0.9844	0.6987	0.6651	0.8434	nan	0.7356	0.6695	0.9952	0.7933	0.6159	0.0	0.6925	0.6956	0.9648	0.5808	0.3509	0.7926	nan	0.0258	0.7502	0.6572	0.9899
0.0397	146.0	5840	0.8547	0.7911	0.9972	0.8923	0.7687	0.0	0.8306	0.7913	0.9829	0.7290	0.6813	0.8569	nan	0.7377	0.6734	0.9951	0.7921	0.6216	0.0	0.6887	0.6889	0.9644	0.5788	0.3530	0.7964	nan	0.0261	0.7647	0.6575	0.9898
0.0197	146.5	5860	0.8412	0.7871	0.9973	0.8849	0.7685	0.0	0.8208	0.7885	0.9833	0.7216	0.6644	0.8526	nan	0.7353	0.6723	0.9952	0.7928	0.6231	0.0	0.6904	0.6902	0.9645	0.5808	0.3508	0.7961	nan	0.0260	0.7592	0.6576	0.9898
0.0123	147.0	5880	0.8619	0.7864	0.9972	0.8933	0.7819	0.0	0.8579	0.7939	0.9818	0.7445	0.6852	0.8605	nan	0.7356	0.6718	0.9951	0.7917	0.6243	0.0	0.6800	0.6849	0.9639	0.5758	0.3529	0.7988	nan	0.0264	0.7704	0.6562	0.9896
0.0199	147.5	5900	0.8663	0.7915	0.9973	0.8967	0.7924	0.0	0.8501	0.7937	0.9816	0.7481	0.6890	0.8639	nan	0.7358	0.6729	0.9951	0.7923	0.6272	0.0	0.6847	0.6844	0.9640	0.5748	0.3544	0.7993	nan	0.0263	0.7725	0.6571	0.9897
0.021	148.0	5920	0.8392	0.7714	0.9972	0.8822	0.7600	0.0	0.8063	0.7861	0.9844	0.7167	0.6745	0.8490	nan	0.7364	0.6673	0.9951	0.7931	0.6209	0.0	0.6910	0.6935	0.9646	0.5801	0.3507	0.7955	nan	0.0260	0.7556	0.6574	0.9899
0.0365	148.5	5940	0.8557	0.7801	0.9973	0.8825	0.7723	0.0	0.8082	0.7883	0.9837	0.7234	0.6717	0.8547	nan	0.7381	0.6699	0.9951	0.7936	0.6238	0.0	0.6913	0.6915	0.9646	0.5819	0.3507	0.7973	nan	0.0259	0.7598	0.6581	0.9899
0.0292	149.0	5960	0.8582	0.7812	0.9973	0.8892	0.7778	0.0	0.8296	0.7867	0.9831	0.7276	0.6752	0.8543	nan	0.7372	0.6699	0.9951	0.7927	0.6241	0.0	0.6891	0.6937	0.9644	0.5791	0.3532	0.7974	nan	0.0261	0.7634	0.6580	0.9898
0.0217	149.5	5980	0.8453	0.7786	0.9973	0.8894	0.7747	0.0	0.7940	0.7843	0.9838	0.7241	0.6732	0.8529	nan	0.7364	0.6696	0.9951	0.7933	0.6240	0.0	0.6919	0.6945	0.9646	0.5813	0.3522	0.7966	nan	0.0259	0.7581	0.6583	0.9899
0.0143	150.0	6000	0.8675	0.7920	0.9973	0.8917	0.7868	0.0	0.8356	0.7877	0.9823	0.7399	0.6970	0.8597	nan	0.7371	0.6727	0.9951	0.7928	0.6254	0.0	0.6882	0.6906	0.9642	0.5784	0.3501	0.7990	nan	0.0262	0.7698	0.6578	0.9897
0.0244	150.5	6020	0.8439	0.2947	0.9958	0.9209	0.8128	0.0	0.8635	0.5434	0.9692	0.4652	0.7410	0.8823	nan	0.7522	0.2480	0.9936	0.7941	0.6645	0.0	0.4777	0.5339	0.9316	0.4302	0.4636	0.8514	0.0	0.0679	0.6944	0.5493	0.9803
0.0706	151.0	6040	0.7629	0.3227	0.9973	0.8803	0.7853	0.0	0.6493	0.7729	0.9848	0.5492	0.5364	0.9375	nan	0.7169	0.3050	0.9953	0.7908	0.6687	0.0	0.5125	0.7498	0.9431	0.5130	0.4064	0.7770	0.0	0.0428	0.6816	0.5676	0.9845
0.0205	151.5	6060	0.8533	0.4931	0.9976	0.9156	0.7612	0.0	0.7891	0.8276	0.9788	0.5474	0.5839	0.9558	nan	0.7617	0.4423	0.9953	0.7973	0.6625	0.0	0.5363	0.7926	0.9477	0.5132	0.4502	0.7682	0.0	0.0357	0.7253	0.5898	0.9858
0.0433	152.0	6080	0.8422	0.6634	0.9973	0.8919	0.7283	0.0	0.8788	0.7922	0.9799	0.4841	0.6300	0.9415	nan	0.7579	0.6066	0.9953	0.8011	0.6486	0.0	0.5261	0.7648	0.9544	0.4644	0.4755	0.8408	0.0	0.0322	0.7358	0.6027	0.9878
0.0173	152.5	6100	0.8592	0.3245	0.9976	0.9221	0.8810	0.0	0.8840	0.8044	0.9792	0.5326	0.6955	0.9596	nan	0.7594	0.3028	0.9953	0.7916	0.6279	0.0	0.5546	0.7757	0.9425	0.4961	0.4627	0.8298	nan	0.0515	0.7366	0.6282	0.9847
0.0243	153.0	6120	0.8431	0.3921	0.9970	0.9029	0.8142	0.0	0.8967	0.8026	0.9792	0.5244	0.6121	0.9412	nan	0.7636	0.3491	0.9953	0.7959	0.6570	0.0	0.5528	0.7739	0.9431	0.4976	0.4364	0.8387	nan	0.0471	0.7255	0.6336	0.9848
0.0207	153.5	6140	0.8515	0.4033	0.9978	0.9056	0.8266	0.0	0.9006	0.8202	0.9768	0.5548	0.6546	0.9597	nan	0.7640	0.3626	0.9953	0.7994	0.6666	0.0	0.5421	0.7892	0.9435	0.5149	0.4386	0.8048	0.0	0.0438	0.7376	0.5862	0.9850
0.0274	154.0	6160	0.8370	0.5527	0.9973	0.8984	0.7394	0.0	0.8901	0.7480	0.9776	0.4969	0.6750	0.9049	nan	0.7580	0.4813	0.9953	0.7992	0.6448	0.0	0.5389	0.7231	0.9479	0.4748	0.4558	0.8590	0.0	0.0377	0.7264	0.5906	0.9861
0.0144	154.5	6180	0.8534	0.5871	0.9975	0.8932	0.7805	0.0	0.8696	0.7294	0.9778	0.5536	0.7078	0.9322	nan	0.7611	0.5213	0.9953	0.7984	0.6605	0.0	0.5440	0.7052	0.9501	0.5141	0.4244	0.8548	0.0	0.0356	0.7402	0.5946	0.9867
0.0296	155.0	6200	0.8608	0.5311	0.9973	0.9098	0.7837	0.0	0.8814	0.8194	0.9795	0.5340	0.6322	0.9487	nan	0.7641	0.4868	0.9953	0.7966	0.6600	0.0	0.5451	0.7868	0.9494	0.5049	0.3986	0.7991	0.0	0.0371	0.7398	0.5913	0.9865
0.0236	155.5	6220	0.8332	0.4520	0.9975	0.8873	0.8089	0.0	0.8696	0.7848	0.9814	0.5074	0.5539	0.9436	nan	0.7567	0.4214	0.9954	0.8020	0.6618	0.0	0.5495	0.7620	0.9477	0.4885	0.4089	0.7774	0.0	0.0403	0.7183	0.5824	0.9860
0.0102	156.0	6240	0.8510	0.6493	0.9974	0.9080	0.8039	0.0	0.8610	0.7532	0.9777	0.5346	0.6680	0.9475	nan	0.7575	0.5649	0.9954	0.8012	0.6619	0.0	0.5442	0.7340	0.9521	0.5022	0.4457	0.8271	0.0	0.0345	0.7460	0.5989	0.9872
0.0509	156.5	6260	0.8470	0.4482	0.9976	0.9083	0.7768	0.0	0.8549	0.8362	0.9804	0.5474	0.6265	0.9530	nan	0.7564	0.4168	0.9954	0.8016	0.6586	0.0	0.5426	0.8049	0.9474	0.5101	0.4570	0.8000	nan	0.0396	0.7314	0.6409	0.9860
0.0262	157.0	6280	0.8494	0.5051	0.9974	0.9162	0.8107	0.0	0.9006	0.7957	0.9772	0.5513	0.6669	0.9517	nan	0.7561	0.4526	0.9953	0.7976	0.6628	0.0	0.5257	0.7719	0.9468	0.5124	0.4587	0.8135	nan	0.0395	0.7435	0.6411	0.9858
0.0302	157.5	6300	0.8437	0.4741	0.9972	0.8800	0.8310	0.0	0.8708	0.7738	0.9802	0.5383	0.6459	0.9425	nan	0.7585	0.4325	0.9953	0.8011	0.6579	0.0	0.5359	0.7544	0.9471	0.5046	0.4507	0.8207	nan	0.0403	0.7315	0.6382	0.9859
0.0135	158.0	6320	0.8582	0.5233	0.9977	0.9137	0.8119	0.0	0.9190	0.8436	0.9736	0.5805	0.6754	0.9532	nan	0.7598	0.4574	0.9953	0.7989	0.6606	0.0	0.5116	0.8100	0.9455	0.5249	0.4527	0.7879	nan	0.0415	0.7542	0.6420	0.9855
0.0446	158.5	6340	0.8266	0.4213	0.9971	0.8970	0.7941	0.0	0.8708	0.8000	0.9810	0.5395	0.6709	0.9303	nan	0.7517	0.3887	0.9953	0.8008	0.6556	0.0	0.5363	0.7731	0.9457	0.5075	0.4669	0.8353	nan	0.0437	0.7274	0.6381	0.9855
0.0313	159.0	6360	0.8695	0.5852	0.9977	0.9340	0.8623	0.0	0.9094	0.8235	0.9725	0.6084	0.7163	0.9518	nan	0.7593	0.5045	0.9953	0.7839	0.6376	0.0	0.5194	0.7923	0.9472	0.5333	0.4611	0.8114	0.0	0.0388	0.7692	0.5958	0.9860
0.0192	159.5	6380	0.8330	0.5204	0.9969	0.9027	0.7895	0.0	0.7619	0.9905	0.9872	0.8204	0.7781	0.9307	nan	0.7322	0.4930	0.9948	0.8024	0.6860	0.0	0.6962	0.9406	0.9482	0.7167	0.6907	0.8081	nan	0.0314	0.7760	0.7091	0.9855
0.024	160.0	6400	0.8832	0.3630	0.9972	0.9091	0.8196	0.0	0.7610	0.9904	0.9850	0.8292	0.7961	0.9394	nan	0.7203	0.3388	0.9948	0.8019	0.6915	0.0	0.6963	0.9377	0.9394	0.7101	0.6959	0.7935	nan	0.0411	0.7728	0.6934	0.9829
0.0141	160.5	6420	0.8514	0.3782	0.9971	0.8895	0.7864	0.0	0.7777	0.9884	0.9850	0.8234	0.7987	0.9264	nan	0.7316	0.3471	0.9948	0.8045	0.6798	0.0	0.7045	0.9469	0.9396	0.7150	0.6995	0.8036	nan	0.0421	0.7668	0.6972	0.9830
0.081	161.0	6440	0.8704	0.3762	0.9974	0.9034	0.8282	0.0	0.8376	0.9899	0.9820	0.8412	0.8379	0.9427	nan	0.7277	0.3445	0.9948	0.8037	0.6791	0.0	0.7158	0.9376	0.9388	0.7001	0.7018	0.7934	nan	0.0439	0.7839	0.6948	0.9828
0.0203	161.5	6460	0.8400	0.3515	0.9970	0.8984	0.7594	0.0	0.7757	0.9885	0.9859	0.8277	0.8087	0.9274	nan	0.7326	0.3275	0.9948	0.8035	0.6689	0.0	0.7033	0.9470	0.9389	0.7082	0.7029	0.8095	nan	0.0462	0.7634	0.6948	0.9828
0.018	162.0	6480	0.8395	0.3564	0.9971	0.8915	0.7605	0.0	0.7795	0.9878	0.9857	0.8301	0.7993	0.9176	nan	0.7328	0.3305	0.9948	0.8037	0.6701	0.0	0.7033	0.9500	0.9390	0.7086	0.7008	0.8090	nan	0.0446	0.7621	0.6952	0.9828
0.0141	162.5	6500	0.8532	0.3559	0.9971	0.9186	0.7976	0.0	0.8487	0.9891	0.9834	0.8362	0.8285	0.9378	nan	0.7330	0.3303	0.9948	0.7971	0.6821	0.0	0.7142	0.9449	0.9386	0.7040	0.7047	0.8003	nan	0.0441	0.7789	0.6953	0.9827
0.0206	163.0	6520	0.8365	0.3494	0.9971	0.8953	0.7819	0.0	0.7707	0.9886	0.9858	0.8314	0.8032	0.9291	nan	0.7326	0.3265	0.9948	0.8034	0.6790	0.0	0.6972	0.9455	0.9390	0.7066	0.7010	0.8086	nan	0.0449	0.7641	0.6945	0.9828
0.0158	163.5	6540	0.8476	0.3670	0.9972	0.9068	0.7885	0.0	0.8325	0.9884	0.9836	0.8255	0.8224	0.9242	nan	0.7326	0.3386	0.9948	0.8012	0.6817	0.0	0.7156	0.9472	0.9391	0.7086	0.7051	0.8090	nan	0.0441	0.7737	0.6978	0.9829
0.0176	164.0	6560	0.8326	0.3394	0.9969	0.8859	0.7739	0.0	0.7644	0.9873	0.9873	0.8069	0.8037	0.9154	nan	0.7319	0.3198	0.9948	0.8025	0.6759	0.0	0.6963	0.9518	0.9389	0.7095	0.7004	0.8122	nan	0.0462	0.7578	0.6945	0.9828
0.0308	164.5	6580	0.8484	0.3837	0.9972	0.8906	0.7926	0.0	0.8041	0.9880	0.9833	0.8277	0.8157	0.9362	nan	0.7332	0.3472	0.9948	0.8035	0.6811	0.0	0.7116	0.9487	0.9391	0.7084	0.7045	0.7989	nan	0.0430	0.7723	0.6976	0.9829
0.0253	165.0	6600	0.8437	0.3670	0.9972	0.9019	0.7676	0.0	0.8026	0.9880	0.9843	0.8254	0.8081	0.9318	nan	0.7340	0.3377	0.9948	0.8022	0.6712	0.0	0.7109	0.9488	0.9391	0.7096	0.7012	0.8083	nan	0.0433	0.7681	0.6965	0.9828
0.0514	165.5	6620	0.8293	0.3433	0.9970	0.9066	0.7487	0.0	0.7716	0.9855	0.9863	0.8106	0.8298	0.9313	nan	0.7324	0.3215	0.9948	0.8007	0.6628	0.0	0.6995	0.9540	0.9388	0.7032	0.7014	0.8071	nan	0.0462	0.7617	0.6930	0.9827
0.0533	166.0	6640	0.8520	0.3655	0.9972	0.9132	0.7820	0.0	0.8103	0.9865	0.9837	0.8309	0.8508	0.9340	nan	0.7338	0.3360	0.9948	0.7990	0.6742	0.0	0.7127	0.9522	0.9389	0.7046	0.7060	0.8034	nan	0.0450	0.7755	0.6963	0.9828
0.0273	166.5	6660	0.8396	0.3551	0.9969	0.8861	0.7851	0.0	0.7685	0.9867	0.9861	0.8240	0.8192	0.9258	nan	0.7339	0.3296	0.9948	0.8019	0.6781	0.0	0.6980	0.9514	0.9389	0.7113	0.7037	0.8096	nan	0.0463	0.7644	0.6959	0.9828
0.0405	167.0	6680	0.8606	0.3542	0.9972	0.8924	0.7980	0.0	0.7798	0.9871	0.9849	0.8343	0.8163	0.9345	nan	0.7323	0.3293	0.9948	0.8031	0.6804	0.0	0.7015	0.9481	0.9389	0.7056	0.7005	0.8031	nan	0.0450	0.7699	0.6948	0.9828
0.0247	167.5	6700	0.8684	0.3758	0.9971	0.9240	0.8083	0.0	0.8591	0.9886	0.9818	0.8352	0.8270	0.9454	nan	0.7312	0.3427	0.9948	0.7954	0.6771	0.0	0.7119	0.9455	0.9384	0.7031	0.7016	0.7895	nan	0.0445	0.7842	0.6943	0.9827
0.0428	168.0	6720	0.8283	0.3561	0.9972	0.9000	0.7818	0.0	0.8298	0.9872	0.9843	0.8115	0.7968	0.9274	nan	0.7317	0.3302	0.9948	0.8023	0.6694	0.0	0.7154	0.9497	0.9389	0.7100	0.6960	0.8072	nan	0.0457	0.7667	0.6955	0.9828
0.0347	168.5	6740	0.7710	0.6380	0.9968	0.8608	0.6582	nan	0.6849	0.9904	0.9827	0.8955	0.8634	0.8625	nan	0.6383	0.5997	0.9948	0.8039	0.5872	nan	0.6349	0.8541	0.9321	0.7762	0.5120	0.8001	nan	0.0555	0.8367	0.7394	0.9825
0.0332	169.0	6760	0.7845	0.5913	0.9980	0.9392	0.9601	nan	0.8477	0.9365	0.9735	0.8958	0.4871	0.9052	nan	0.6406	0.5451	0.9947	0.7673	0.5677	nan	0.6855	0.8859	0.9238	0.7568	0.4356	0.7824	nan	0.0546	0.8472	0.7259	0.9807
0.0295	169.5	6780	0.6857	0.6479	0.9969	0.9097	0.2734	nan	0.5731	0.8134	0.9740	0.8769	0.6053	0.8960	nan	0.6108	0.5501	0.9948	0.8009	0.2708	nan	0.4622	0.8055	0.9232	0.7877	0.5138	0.8153	nan	0.0601	0.7502	0.6850	0.9796
0.0337	170.0	6800	0.8367	0.3366	0.9962	0.9395	0.8927	nan	0.7646	0.9800	0.9849	0.9134	0.7504	0.9639	nan	0.6257	0.3272	0.9944	0.7883	0.6209	nan	0.5464	0.8937	0.9100	0.7494	0.5448	0.7659	nan	0.0942	0.8508	0.7061	0.9757
0.0306	170.5	6820	0.6875	0.3477	0.9975	0.8991	0.7274	nan	0.8846	0.9474	0.9815	0.9102	0.7123	0.8786	nan	0.5929	0.3390	0.9948	0.7887	0.6134	nan	0.5521	0.9088	0.9121	0.7486	0.5380	0.7776	nan	0.0783	0.8158	0.7060	0.9762
0.0147	171.0	6840	0.6964	0.4332	0.9977	0.8803	0.7116	nan	0.7247	0.8986	0.9871	0.8616	0.3860	0.8345	nan	0.6177	0.4225	0.9948	0.7896	0.6072	nan	0.6598	0.8869	0.9171	0.7878	0.3637	0.7973	nan	0.0889	0.7647	0.7131	0.9786
0.0202	171.5	6860	0.7497	0.4801	0.9971	0.8710	0.8484	nan	0.8068	0.9636	0.9836	0.9292	0.6119	0.9050	nan	0.6242	0.4567	0.9948	0.7932	0.6538	nan	0.6939	0.9266	0.9196	0.7568	0.5187	0.8237	nan	0.0784	0.8315	0.7420	0.9794
0.0125	172.0	6880	0.7104	0.4291	0.9974	0.9322	0.5891	nan	0.7606	0.9762	0.9809	0.9162	0.6907	0.9780	nan	0.6243	0.4057	0.9949	0.7660	0.5209	nan	0.6735	0.9250	0.9135	0.7724	0.5489	0.7520	nan	0.0779	0.8146	0.7179	0.9777
0.0209	172.5	6900	0.8116	0.3694	0.9975	0.8502	0.7361	nan	0.7995	0.9723	0.9861	0.8895	0.6889	0.8524	nan	0.6471	0.3611	0.9949	0.7896	0.6180	nan	0.6969	0.9213	0.9126	0.7849	0.5569	0.8129	nan	0.0808	0.8140	0.7360	0.9774
0.0323	173.0	6920	0.7457	0.2922	0.9975	0.8913	0.8492	nan	0.7929	0.9268	0.9854	0.9090	0.6199	0.9552	nan	0.6358	0.2850	0.9948	0.8018	0.6492	nan	0.6871	0.9028	0.9047	0.7626	0.5084	0.7997	nan	0.0899	0.8150	0.7211	0.9752
0.0175	173.5	6940	0.7513	0.4885	0.9970	0.9055	0.8520	nan	0.7426	0.9597	0.9843	0.9079	0.6881	0.8954	nan	0.6351	0.4640	0.9948	0.7893	0.6488	nan	0.6776	0.9293	0.9202	0.7691	0.5513	0.8241	nan	0.0713	0.8338	0.7458	0.9795
0.0162	174.0	6960	0.8045	0.4758	0.9971	0.8832	0.6873	nan	0.7556	0.9488	0.9847	0.8782	0.5251	0.8393	nan	0.6431	0.4508	0.9949	0.8012	0.5852	nan	0.6786	0.9088	0.9187	0.7850	0.4581	0.7969	nan	0.0715	0.7981	0.7292	0.9791
0.028	174.5	6980	0.8223	0.3746	0.9983	0.9262	0.6729	nan	0.8314	0.9292	0.9801	0.9093	0.7638	0.9524	nan	0.6388	0.3645	0.9947	0.7795	0.5842	nan	0.6875	0.9052	0.9108	0.7896	0.5445	0.7952	nan	0.0901	0.8328	0.7268	0.9770
0.0311	175.0	7000	0.8306	0.5109	0.9969	0.9190	0.9514	nan	0.7030	0.9299	0.9839	0.9463	0.6733	0.9530	nan	0.6495	0.4874	0.9948	0.7935	0.5602	nan	0.6362	0.9050	0.9215	0.7214	0.5173	0.8027	nan	0.0714	0.8544	0.7263	0.9798
0.0336	175.5	7020	0.6284	0.5765	0.9970	0.8804	0.2956	nan	0.7439	0.9034	0.9835	0.8833	0.4287	0.8793	nan	0.5835	0.5371	0.9948	0.7937	0.2878	nan	0.6608	0.8870	0.9254	0.7896	0.3945	0.8196	nan	0.0682	0.7455	0.6976	0.9809
0.016	176.0	7040	0.8029	0.4237	0.9981	0.9022	0.8803	nan	0.8406	0.9773	0.9791	0.9003	0.5446	0.8631	nan	0.6446	0.4103	0.9945	0.7722	0.6383	nan	0.6719	0.9195	0.9138	0.7939	0.4719	0.7860	nan	0.0872	0.8284	0.7288	0.9778
0.0201	176.5	7060	0.8351	0.3404	0.9968	0.9014	0.7631	nan	0.7055	0.9361	0.9880	0.9221	0.5942	0.9289	nan	0.6450	0.3321	0.9947	0.7821	0.6232	nan	0.6514	0.9119	0.9083	0.7704	0.5168	0.8200	nan	0.0972	0.8101	0.7233	0.9762
0.0536	177.0	7080	0.7186	0.5288	0.9973	0.8673	0.6349	nan	0.7460	0.9225	0.9870	0.9117	0.5662	0.8716	nan	0.6318	0.5130	0.9949	0.7891	0.5696	nan	0.6711	0.9001	0.9259	0.7663	0.4801	0.8120	nan	0.0852	0.7956	0.7322	0.9810
0.0223	177.5	7100	0.8984	0.3618	0.9978	0.9293	0.9122	nan	0.6574	0.9410	0.9809	0.9233	0.8020	0.9588	nan	0.5990	0.3460	0.9948	0.7696	0.6192	nan	0.6056	0.9079	0.9077	0.7614	0.5132	0.7820	nan	0.1080	0.8512	0.7097	0.9760
0.0211	178.0	7120	0.9051	0.3447	0.9979	0.9192	0.8589	nan	0.8323	0.9908	0.9869	0.8917	0.8645	0.94	nan	0.7598	0.3315	0.9963	0.8608	0.7755	nan	0.7278	0.9042	0.9412	0.6197	0.6527	0.8287	nan	0.0714	0.8666	0.7635	0.9851
0.0217	178.5	7140	0.9097	0.3793	0.9978	0.9278	0.9257	nan	0.5860	0.9341	0.9886	0.6815	0.7092	0.9243	nan	0.7606	0.3505	0.9963	0.8645	0.7271	nan	0.5711	0.9073	0.9386	0.6261	0.6369	0.8327	nan	0.0698	0.8149	0.7465	0.9844
0.073	179.0	7160	0.8845	0.3423	0.9982	0.9389	0.9125	nan	0.8595	0.9675	0.9832	0.8227	0.6581	0.9724	nan	0.7598	0.3141	0.9963	0.8579	0.7418	nan	0.7171	0.9322	0.9384	0.6533	0.6033	0.7450	nan	0.0786	0.8491	0.7508	0.9843
0.0318	179.5	7180	0.9465	0.3672	0.9973	0.9180	0.8820	nan	0.7983	0.9203	0.9870	0.8244	0.8231	0.8905	nan	0.6902	0.3421	0.9961	0.8638	0.7206	nan	0.7140	0.8873	0.9394	0.6494	0.6515	0.8477	nan	0.0660	0.8504	0.7547	0.9846
0.0148	180.0	7200	0.7116	0.2380	0.9966	0.9020	0.8699	nan	0.7641	0.9015	0.9923	0.8081	0.7768	0.9633	nan	0.6835	0.2308	0.9957	0.8455	0.6630	nan	0.6851	0.8759	0.9341	0.6603	0.6281	0.7683	nan	0.0976	0.8113	0.7246	0.9830
0.0571	180.5	7220	0.7415	0.6534	0.9985	0.9110	0.6832	0.7038	0.1885	0.0270	0.9838	0.4174	0.5968	0.9465	nan	0.4889	0.5620	0.9937	0.7413	0.6627	0.1028	0.1846	0.0270	0.9626	0.3879	0.3327	0.8066	nan	0.0386	0.6543	0.5211	0.9877
1.3031	181.0	7240	0.4716	0.5675	0.9979	0.9600	0.8166	0.3151	0.7094	0.2710	0.9858	0.1580	0.5894	0.8596	nan	0.4558	0.5325	0.9942	0.6989	0.7489	0.1281	0.6440	0.2574	0.9647	0.1571	0.3992	0.8350	nan	0.0312	0.6418	0.5680	0.9890
0.0356	181.5	7260	0.6450	0.6349	0.9975	0.9134	0.8033	0.7395	0.5438	0.8325	0.9828	0.3393	0.7200	0.9605	nan	0.5377	0.5932	0.9941	0.7635	0.7419	0.1659	0.5229	0.3625	0.9633	0.3045	0.4176	0.7807	nan	0.0340	0.7594	0.5956	0.9886
0.0227	182.0	7280	0.6261	0.8331	0.9983	0.7767	0.8060	0.0945	0.6255	0.0002	0.9819	0.1222	0.6649	0.9150	nan	0.5220	0.6258	0.9938	0.7435	0.7498	0.0936	0.5834	0.0002	0.9643	0.1209	0.2189	0.8649	nan	0.0327	0.6204	0.5401	0.9886
0.0258	182.5	7300	0.6774	0.5744	0.9969	0.8815	0.7777	0.5546	0.4782	0.2082	0.9903	0.3775	0.6518	0.9570	nan	0.5682	0.5554	0.9943	0.7785	0.7351	0.0635	0.4559	0.1871	0.9649	0.3482	0.3273	0.8429	nan	0.0312	0.6771	0.5684	0.9890
0.0201	183.0	7320	0.5682	0.6666	0.9978	0.9398	0.8001	0.5756	0.4769	0.0689	0.9852	0.1831	0.7033	0.9200	nan	0.5266	0.5976	0.9940	0.7607	0.7476	0.0661	0.4543	0.0659	0.9646	0.1797	0.2093	0.8725	nan	0.0336	0.6571	0.5366	0.9885
0.0147	183.5	7340	0.6348	0.5732	0.9973	0.7513	0.7435	0.4433	0.5221	0.2379	0.9912	0.2531	0.6196	0.8836	nan	0.5447	0.5526	0.9944	0.7286	0.7189	0.0993	0.4989	0.2379	0.9655	0.2443	0.2735	0.8549	nan	0.0320	0.6376	0.5595	0.9892
0.0178	184.0	7360	0.6964	0.8443	0.9979	0.9262	0.7967	0.7290	0.7751	0.9175	0.9783	0.3034	0.7655	0.9665	nan	0.5786	0.6114	0.9942	0.7713	0.7456	0.1073	0.7203	0.6085	0.9664	0.2758	0.3148	0.8634	nan	0.0320	0.8081	0.6298	0.9895
0.0401	184.5	7380	0.6411	0.6341	0.9969	0.8415	0.8039	0.5630	0.5124	0.2393	0.9909	0.1950	0.6485	0.8881	nan	0.5344	0.5971	0.9943	0.7900	0.7451	0.0782	0.4897	0.2393	0.9666	0.1878	0.2497	0.8601	nan	0.0310	0.6629	0.5610	0.9893
0.0265	185.0	7400	0.6076	0.6715	0.9972	0.8858	0.7847	0.7437	0.3838	0.6822	0.9886	0.4345	0.6455	0.9545	nan	0.5650	0.6186	0.9943	0.7869	0.7401	0.0771	0.3734	0.5353	0.9659	0.3813	0.4850	0.8410	nan	0.0312	0.7316	0.6137	0.9895
0.013	185.5	7420	0.6816	0.7962	0.9975	0.9023	0.8105	0.4580	0.8360	0.3580	0.9836	0.0572	0.6775	0.9455	nan	0.5451	0.6339	0.9942	0.7877	0.7537	0.0933	0.6985	0.3543	0.9677	0.0566	0.2852	0.8759	nan	0.0296	0.7086	0.5872	0.9898
0.0273	186.0	7440	0.6337	0.6491	0.9967	0.9279	0.7540	0.5609	0.5126	0.1692	0.9893	0.1059	0.7414	0.9755	nan	0.5539	0.5998	0.9942	0.7669	0.7237	0.0851	0.4929	0.1691	0.9660	0.1042	0.2247	0.8399	nan	0.0336	0.6680	0.5434	0.9890
0.0505	186.5	7460	0.6966	0.6904	0.9971	0.7703	0.7163	0.5420	0.3442	0.4477	0.9901	0.2806	0.6632	0.9325	nan	0.5475	0.6210	0.9943	0.7425	0.7017	0.1642	0.3372	0.4112	0.9647	0.2670	0.3610	0.8603	nan	0.0328	0.6726	0.5811	0.9891
0.0359	187.0	7480	0.4420	0.8515	0.9963	0.9231	0.7656	0.0	0.9148	0.2244	0.9812	0.7301	0.7163	0.9207	nan	0.4069	0.7003	0.9939	0.8250	0.7244	0.0	0.5794	0.2244	0.9646	0.3693	0.4974	0.8658	nan	0.0325	0.7055	0.5960	0.9886
0.0255	187.5	7500	0.4501	0.8617	0.9969	0.9155	0.8039	0.0	0.9450	0.4429	0.9766	0.9193	0.5917	0.9263	nan	0.4171	0.7031	0.9938	0.8129	0.7497	0.0	0.5244	0.4381	0.9632	0.1494	0.4105	0.8141	nan	0.0326	0.7358	0.5814	0.9881
0.0165	188.0	7520	0.5024	0.7701	0.9965	0.8823	0.8301	0.0	0.7897	0.3329	0.9886	0.5750	0.7513	0.8653	nan	0.4258	0.6948	0.9938	0.8252	0.7596	0.0	0.6848	0.3324	0.9686	0.4385	0.4591	0.8355	nan	0.0284	0.6903	0.6182	0.9899
0.0131	188.5	7540	0.4133	0.7714	0.9967	0.8975	0.8272	0.0	0.8672	0.3482	0.9863	0.7919	0.5488	0.9476	nan	0.3971	0.6942	0.9939	0.8292	0.7607	0.0	0.6501	0.3475	0.9674	0.2794	0.4794	0.8434	nan	0.0293	0.6997	0.6035	0.9896
0.0223	189.0	7560	0.5105	0.7995	0.9968	0.9087	0.8522	0.0	0.8928	0.3825	0.9838	0.8991	0.7302	0.9804	nan	0.4304	0.7048	0.9938	0.8309	0.7570	0.0	0.6363	0.3787	0.9672	0.2654	0.5275	0.8248	nan	0.0288	0.7447	0.6097	0.9894
0.0194	189.5	7580	0.4277	0.8171	0.9971	0.8188	0.8218	0.0	0.8770	0.3698	0.9847	0.6734	0.6569	0.8377	nan	0.4035	0.7101	0.9938	0.7830	0.7580	0.0	0.6493	0.3684	0.9677	0.4198	0.5579	0.8157	nan	0.0291	0.6902	0.6189	0.9896
0.0209	190.0	7600	0.4796	0.7915	0.9956	0.8862	0.7795	0.0	0.8440	0.4024	0.9888	0.8146	0.7538	0.8955	nan	0.4292	0.7005	0.9936	0.8163	0.7289	0.0	0.6807	0.3993	0.9681	0.3555	0.5486	0.8521	nan	0.0280	0.7193	0.6227	0.9897
0.013	190.5	7620	0.4706	0.7776	0.9956	0.8823	0.7488	0.0	0.8385	0.3867	0.9888	0.8071	0.6643	0.9005	nan	0.4282	0.6954	0.9935	0.8182	0.7011	0.0	0.6750	0.3833	0.9673	0.3655	0.4975	0.8533	nan	0.0289	0.7051	0.6149	0.9895
0.02	191.0	7640	0.4508	0.8325	0.9965	0.8724	0.8045	0.0	0.8524	0.5691	0.9855	0.7768	0.6843	0.9199	nan	0.4188	0.7102	0.9938	0.8240	0.7467	0.0	0.6721	0.5472	0.9685	0.3546	0.5099	0.8706	nan	0.0275	0.7287	0.6347	0.9899
0.0064	191.5	7660	0.4998	0.8160	0.9965	0.9105	0.8235	0.0	0.8833	0.4266	0.9855	0.7301	0.7618	0.9564	nan	0.4278	0.7081	0.9938	0.8327	0.7561	0.0	0.6847	0.4211	0.9685	0.3752	0.4914	0.8623	nan	0.0280	0.7325	0.6268	0.9899
0.0231	192.0	7680	0.4511	0.7709	0.9969	0.9048	0.7762	0.0	0.8466	0.3889	0.9872	0.7402	0.6415	0.9100	nan	0.4197	0.6956	0.9939	0.8290	0.7289	0.0	0.6935	0.3865	0.9687	0.3502	0.4927	0.8347	nan	0.0282	0.7012	0.6161	0.9900
0.0209	192.5	7700	0.4546	0.8034	0.9968	0.8796	0.7935	0.0	0.8439	0.4538	0.9861	0.7629	0.7051	0.9146	nan	0.4220	0.7061	0.9940	0.8264	0.7451	0.0	0.6619	0.4485	0.9684	0.3616	0.5317	0.8639	nan	0.0279	0.7162	0.6275	0.9899
0.0272	193.0	7720	0.4930	0.8422	0.9961	0.9047	0.7985	0.0	0.8625	0.4922	0.9854	0.8625	0.5967	0.9468	nan	0.4323	0.7080	0.9938	0.8321	0.7478	0.0	0.6715	0.4823	0.9680	0.2860	0.4718	0.7749	nan	0.0279	0.7317	0.6140	0.9897
0.0193	193.5	7740	0.4638	0.7885	0.9969	0.8974	0.7962	0.0	0.8738	0.3946	0.9863	0.7364	0.6928	0.9185	nan	0.4283	0.7000	0.9939	0.8323	0.7482	0.0	0.6899	0.3921	0.9686	0.3678	0.5299	0.8663	nan	0.0284	0.7121	0.6264	0.9900
0.022	194.0	7760	0.6192	0.8616	0.9981	0.9147	0.8346	0.5837	0.8099	0.9972	0.9760	0.7665	0.6823	0.9435	nan	0.5413	0.7447	0.9952	0.8782	0.7324	0.4079	0.6976	0.1778	0.9639	0.5354	0.5881	0.8783	nan	0.0298	0.8323	0.6784	0.9892
0.022	194.5	7780	0.6061	0.8465	0.9976	0.9411	0.7883	0.3920	0.7785	0.9929	0.9868	0.7317	0.8426	0.9474	nan	0.5547	0.7431	0.9953	0.8847	0.7187	0.3792	0.6845	0.8790	0.9723	0.6364	0.5786	0.8909	nan	0.0217	0.8210	0.7431	0.9917
0.0166	195.0	7800	0.5976	0.7745	0.9972	0.9227	0.9111	0.3244	0.7708	0.9820	0.9905	0.7738	0.7969	0.9343	nan	0.5515	0.7206	0.9953	0.8818	0.7292	0.3174	0.6850	0.9629	0.9720	0.627	0.5960	0.8965	nan	0.0217	0.8146	0.7446	0.9917
0.0248	195.5	7820	0.6072	0.8586	0.9973	0.9312	0.7578	0.4608	0.8734	0.9916	0.9859	0.8016	0.7751	0.9671	nan	0.5459	0.7430	0.9953	0.8852	0.7062	0.4389	0.6738	0.9468	0.9716	0.6156	0.6125	0.8955	nan	0.0216	0.8340	0.7525	0.9916
0.0117	196.0	7840	0.5859	0.7938	0.9977	0.9251	0.7769	0.4675	0.7617	0.9951	0.9893	0.7244	0.7563	0.9428	nan	0.5499	0.7284	0.9954	0.8833	0.7146	0.4439	0.6799	0.9073	0.9724	0.6322	0.6074	0.8921	nan	0.0215	0.8097	0.7506	0.9918
0.0197	196.5	7860	0.5819	0.8032	0.9973	0.9089	0.8166	0.4447	0.7663	0.9935	0.9901	0.7350	0.6846	0.9459	nan	0.5402	0.7318	0.9953	0.8785	0.7335	0.4276	0.6809	0.9331	0.9721	0.6317	0.5857	0.8943	nan	0.0213	0.8056	0.7504	0.9918
0.0387	197.0	7880	0.6155	0.8395	0.9975	0.9311	0.9097	0.4596	0.7962	0.9882	0.9874	0.7820	0.7863	0.9536	nan	0.5544	0.7412	0.9953	0.8863	0.7279	0.4379	0.6888	0.9578	0.9723	0.6339	0.6216	0.8961	nan	0.0212	0.8372	0.7595	0.9918
0.0191	197.5	7900	0.6020	0.8153	0.9976	0.9465	0.8638	0.4690	0.8237	0.9903	0.9878	0.7518	0.7968	0.9524	nan	0.5555	0.7365	0.9954	0.8849	0.7491	0.4425	0.6925	0.9503	0.9725	0.6359	0.5981	0.8924	nan	0.0214	0.8331	0.7588	0.9918
0.0116	198.0	7920	0.6178	0.8267	0.9979	0.9409	0.7661	0.4608	0.7886	0.9922	0.9869	0.7411	0.7835	0.9598	nan	0.5541	0.7393	0.9953	0.8856	0.7106	0.4393	0.6891	0.9342	0.9725	0.6365	0.5860	0.8925	nan	0.0214	0.8219	0.7529	0.9918
0.0065	198.5	7940	0.6287	0.8645	0.9971	0.9677	0.8391	0.4851	0.8336	0.9944	0.9860	0.6958	0.7674	0.9648	nan	0.5365	0.7409	0.9953	0.8729	0.7433	0.4575	0.6903	0.9026	0.9718	0.6225	0.6015	0.8882	nan	0.0216	0.8353	0.7519	0.9916
0.0194	199.0	7960	0.6220	0.8587	0.9977	0.9319	0.8484	0.4862	0.8562	0.9925	0.9849	0.8151	0.8169	0.9698	nan	0.5505	0.7399	0.9953	0.8855	0.7459	0.4536	0.6877	0.9417	0.9718	0.6304	0.5968	0.8850	nan	0.0217	0.8484	0.7570	0.9916
0.0145	199.5	7980	0.6032	0.8360	0.9976	0.9336	0.8578	0.4679	0.7555	0.9941	0.9876	0.7734	0.8080	0.9606	nan	0.5526	0.7401	0.9953	0.8852	0.7449	0.4448	0.6807	0.8973	0.9724	0.6404	0.6073	0.8890	nan	0.0216	0.8313	0.7542	0.9918
0.0155	200.0	8000	0.5961	0.7975	0.9980	0.9430	0.7933	0.3875	0.8280	0.9946	0.9874	0.6561	0.7616	0.9451	nan	0.5515	0.7259	0.9953	0.8834	0.7241	0.3786	0.6922	0.9031	0.9720	0.6087	0.6061	0.8926	nan	0.0220	0.8074	0.7445	0.9917
0.022	200.5	8020	0.5826	0.7788	0.9976	0.8998	0.8104	0.3531	0.6552	0.9880	0.9907	0.7163	0.7246	0.9335	nan	0.5474	0.7206	0.9953	0.8733	0.7336	0.3469	0.6209	0.9539	0.9717	0.6344	0.6055	0.8911	nan	0.0222	0.7859	0.7412	0.9916
0.0239	201.0	8040	0.5985	0.8313	0.9973	0.9318	0.8561	0.4552	0.6802	0.9917	0.9887	0.7768	0.8133	0.9478	nan	0.5527	0.7374	0.9953	0.8847	0.7443	0.4372	0.6386	0.9492	0.9720	0.6361	0.6132	0.8955	nan	0.0217	0.8224	0.7547	0.9917
0.0101	201.5	8060	0.5979	0.8139	0.9973	0.9323	0.7503	0.4671	0.8187	0.9913	0.9884	0.7812	0.7806	0.9548	nan	0.5540	0.7309	0.9953	0.8828	0.7014	0.4469	0.6927	0.9520	0.9719	0.6363	0.6153	0.8923	nan	0.0218	0.8228	0.7560	0.9917
0.0123	202.0	8080	0.6033	0.8076	0.9977	0.9280	0.8699	0.4806	0.8096	0.9922	0.9879	0.7886	0.7667	0.9640	nan	0.5534	0.7286	0.9954	0.8844	0.7479	0.4546	0.6922	0.9384	0.9722	0.6404	0.5966	0.8847	nan	0.0217	0.8330	0.7574	0.9918
0.0219	202.5	8100	0.6095	0.8002	0.9973	0.9243	0.8732	0.4496	0.7756	0.9936	0.9895	0.7362	0.7557	0.9370	nan	0.5534	0.7269	0.9953	0.8821	0.7457	0.4312	0.6865	0.9310	0.9721	0.6365	0.5949	0.8915	nan	0.0219	0.8201	0.7539	0.9917
0.0059	203.0	8120	0.5883	0.8244	0.9977	0.8971	0.6989	0.4462	0.7419	0.9925	0.9883	0.7312	0.7300	0.9227	nan	0.5507	0.7339	0.9953	0.8715	0.6672	0.4292	0.6717	0.9192	0.9719	0.6295	0.6070	0.8886	nan	0.0223	0.7966	0.7446	0.9917
0.0159	203.5	8140	0.6034	0.7676	0.9983	0.9304	0.7377	0.4507	0.7772	0.9863	0.9877	0.7298	0.7922	0.9397	nan	0.5548	0.7126	0.9952	0.8825	0.6923	0.4323	0.6898	0.9600	0.9716	0.6377	0.6052	0.8931	nan	0.0226	0.8084	0.7522	0.9916
0.0109	204.0	8160	0.5950	0.7994	0.9980	0.9269	0.8233	0.4638	0.8021	0.9907	0.9872	0.7901	0.8034	0.9706	nan	0.5510	0.7259	0.9953	0.8815	0.7405	0.4442	0.6941	0.9482	0.9720	0.6391	0.6148	0.8857	nan	0.0220	0.8292	0.7577	0.9917
0.0142	204.5	8180	0.5975	0.7911	0.9975	0.9318	0.8446	0.4608	0.8414	0.9910	0.9885	0.7603	0.7702	0.9548	nan	0.5509	0.7234	0.9953	0.8844	0.7489	0.4402	0.6894	0.9446	0.9720	0.6394	0.6021	0.8978	nan	0.0220	0.8275	0.7574	0.9917
0.0196	205.0	8200	0.6163	0.8129	0.9975	0.9179	0.7735	0.4664	0.7998	0.9929	0.9884	0.7417	0.7911	0.9451	nan	0.5540	0.7294	0.9953	0.8798	0.7151	0.4449	0.6898	0.9292	0.9720	0.6401	0.6030	0.8929	nan	0.0220	0.8203	0.7538	0.9917
0.0232	205.5	8220	0.6187	0.8475	0.9978	0.9347	0.8429	0.4768	0.8097	0.9916	0.9857	0.7633	0.8035	0.9548	nan	0.5523	0.7357	0.9953	0.8818	0.7466	0.4528	0.6907	0.9187	0.9719	0.6439	0.6070	0.8920	nan	0.0219	0.8356	0.7574	0.9917
0.049	206.0	8240	0.9035	0.8568	0.9976	0.9245	0.8840	0.9081	0.9215	0.9912	0.9889	0.8417	0.8777	0.9546	nan	0.8005	0.7682	0.9960	0.8598	0.7236	0.8413	0.8102	0.9661	0.9769	0.7677	0.7833	0.9019	nan	0.0160	0.9208	0.8496	0.9935
0.0086	206.5	8260	0.9108	0.8684	0.9978	0.9208	0.8446	0.9288	0.9279	0.9927	0.9877	0.8391	0.9234	0.9649	nan	0.8020	0.7670	0.9961	0.8597	0.7334	0.8375	0.8072	0.9647	0.9767	0.7756	0.7829	0.8978	nan	0.0161	0.9256	0.8501	0.9935
0.0157	207.0	8280	0.8921	0.8284	0.9982	0.8993	0.7557	0.9170	0.8863	0.9927	0.9894	0.8087	0.8551	0.9386	nan	0.7995	0.7570	0.9961	0.8540	0.7027	0.8401	0.8149	0.9589	0.9769	0.7720	0.7879	0.9083	nan	0.0159	0.8968	0.8474	0.9936
0.0122	207.5	8300	0.9051	0.8699	0.9978	0.9161	0.9160	0.9165	0.9329	0.9942	0.9873	0.8364	0.8977	0.9551	nan	0.8028	0.7653	0.9960	0.8582	0.7044	0.8403	0.8079	0.9547	0.9765	0.7751	0.7920	0.9016	nan	0.0160	0.9271	0.8479	0.9934
0.0116	208.0	8320	0.9200	0.8744	0.9977	0.9283	0.8372	0.9082	0.8973	0.9921	0.9885	0.8443	0.8783	0.9571	nan	0.7958	0.7593	0.9960	0.8570	0.7263	0.8397	0.8150	0.9652	0.9766	0.7477	0.7892	0.9026	nan	0.0160	0.9186	0.8475	0.9935
0.0198	208.5	8340	0.8977	0.9049	0.9980	0.9459	0.8703	0.9203	0.9474	0.9878	0.9848	0.8259	0.8812	0.9561	nan	0.8003	0.7511	0.9960	0.8546	0.7287	0.8439	0.7958	0.9714	0.9754	0.7700	0.7911	0.9010	nan	0.0166	0.9267	0.8483	0.9932
0.0137	209.0	8360	0.9479	0.8345	0.9976	0.9322	0.8873	0.9318	0.9036	0.9881	0.9886	0.8483	0.9245	0.9654	nan	0.7715	0.7584	0.9960	0.8578	0.7236	0.8341	0.8162	0.9681	0.9764	0.7137	0.7686	0.9010	nan	0.0162	0.9292	0.8405	0.9934
0.0158	209.5	8380	0.8980	0.8827	0.9979	0.9252	0.8043	0.9114	0.9345	0.9891	0.9872	0.8443	0.8621	0.9481	nan	0.7988	0.7622	0.9960	0.8596	0.7240	0.8436	0.8095	0.9710	0.9765	0.7665	0.7880	0.9074	nan	0.0161	0.9154	0.8502	0.9934
0.0133	210.0	8400	0.8941	0.8334	0.9978	0.9027	0.7868	0.9088	0.8552	0.9916	0.9906	0.8430	0.8569	0.9195	nan	0.7981	0.7577	0.9960	0.8550	0.7172	0.8442	0.8017	0.9668	0.9768	0.7831	0.7873	0.9010	nan	0.0161	0.8984	0.8487	0.9935
0.0544	105.25	8420	0.5806	0.8714	0.9921	0.3796	0.3986	nan	0.7068	0.9127	0.9797	0.4656	0.4530	0.8435	nan	0.5628	0.6353	0.9902	0.3373	0.3779	0.0	0.6270	0.8822	0.9392	0.3983	0.4019	0.7803	0.0	0.1071	0.6894	0.5333	0.9816
0.0407	105.5	8440	0.7877	0.8535	0.9926	0.4266	0.2314	nan	0.8382	0.9365	0.9777	0.7847	0.2124	0.9209	nan	0.6730	0.6525	0.9900	0.3905	0.2164	0.0	0.6606	0.8713	0.9361	0.4255	0.2102	0.8100	nan	0.0911	0.7238	0.5697	0.9823
0.0356	105.75	8460	0.7180	0.6695	0.9964	0.4009	0.4729	nan	0.7532	0.9340	0.9884	0.6088	0.5105	0.8414	nan	0.6548	0.6030	0.9944	0.3850	0.4555	0.0	0.6579	0.8724	0.9496	0.4539	0.4535	0.7896	nan	0.0879	0.7176	0.6058	0.9861
0.0452	106.0	8480	0.5168	0.7811	0.9959	0.3726	0.4796	nan	0.7099	0.2905	0.9892	0.3088	0.3216	0.6924	nan	0.5035	0.6783	0.9941	0.3648	0.4560	0.0	0.6406	0.2905	0.9446	0.2270	0.2870	0.6766	nan	0.1003	0.5871	0.5052	0.9849
0.0283	106.25	8500	0.8191	0.7925	0.9957	0.4004	0.7304	nan	0.6852	0.9395	0.9866	0.4830	0.5329	0.8573	nan	0.6540	0.6567	0.9941	0.3834	0.6126	nan	0.6319	0.8496	0.9490	0.4011	0.4626	0.8024	nan	0.0882	0.7475	0.6725	0.9860
0.0461	106.5	8520	0.6647	0.8620	0.9969	0.4064	0.6653	nan	0.7617	0.9401	0.9829	0.5409	0.6256	0.9114	nan	0.6042	0.6934	0.9946	0.3893	0.5909	nan	0.6675	0.8309	0.9515	0.4339	0.5109	0.8188	nan	0.0880	0.7598	0.6805	0.9868
0.025	106.75	8540	0.8700	0.6567	0.9972	0.4002	0.4461	nan	0.5528	0.9168	0.9883	0.3147	0.7022	0.8706	nan	0.6944	0.6132	0.9944	0.3839	0.4288	nan	0.5330	0.8783	0.9481	0.2685	0.4989	0.8318	nan	0.0882	0.7014	0.6430	0.9858
0.021	107.0	8560	0.7945	0.5948	0.9973	0.4038	0.8600	nan	0.7356	0.8516	0.9849	0.3988	0.8055	0.9196	nan	0.6514	0.5609	0.9946	0.3841	0.5989	nan	0.6629	0.7887	0.9491	0.3210	0.4052	0.8469	0.0	0.0780	0.7588	0.5970	0.9858
0.0206	107.25	8580	0.7229	0.6216	0.9970	0.4177	0.8818	nan	0.7949	0.9267	0.9846	0.5327	0.6433	0.9232	nan	0.6694	0.5691	0.9945	0.3938	0.6066	nan	0.6770	0.8671	0.9490	0.4260	0.5097	0.8400	0.0	0.0885	0.7679	0.6252	0.9861
0.0342	107.5	8600	0.7842	0.9001	0.9972	0.3858	0.6327	nan	0.6507	0.9239	0.9713	0.5937	0.4592	0.9220	nan	0.6822	0.6426	0.9943	0.3739	0.5601	nan	0.5427	0.8825	0.9434	0.4303	0.4238	0.8203	0.0	0.1035	0.7473	0.6080	0.9836
0.019	107.75	8620	0.8319	0.6522	0.9975	0.4175	0.5322	nan	0.6514	0.9267	0.9868	0.2086	0.7710	0.8532	nan	0.7037	0.6088	0.9946	0.3940	0.5016	nan	0.6073	0.8949	0.9496	0.2001	0.4486	0.8107	nan	0.0938	0.7117	0.6467	0.9862
0.0329	108.0	8640	0.7717	0.7374	0.9955	0.8524	0.4917	0.0	0.7060	0.7312	0.9816	0.8684	0.6837	0.9185	nan	0.6935	0.6562	0.9912	0.8086	0.4729	0.0	0.6566	0.7008	0.9483	0.6206	0.6093	0.6533	0.0	0.0455	0.7282	0.6009	0.9851
0.017	108.25	8660	0.7033	0.7600	0.9965	0.9165	0.7523	0.0	0.8584	0.7307	0.9745	0.8439	0.6200	0.9409	nan	0.6439	0.6627	0.9917	0.8141	0.6253	0.0	0.6834	0.6654	0.9505	0.6782	0.5535	0.6503	0.0	0.0515	0.7581	0.6092	0.9854
0.0119	108.5	8680	0.8345	0.7811	0.9967	0.8795	0.8230	0.0	0.8522	0.6864	0.9713	0.7777	0.5893	0.8286	nan	0.7095	0.6763	0.9908	0.8106	0.6249	0.0	0.6690	0.6611	0.9479	0.6652	0.5618	0.6410	0.0	0.0510	0.7517	0.6121	0.9848
0.0343	108.75	8700	0.8555	0.8782	0.9974	0.9108	0.8244	0.0	0.8159	0.6573	0.9630	0.7477	0.7715	0.9403	nan	0.7102	0.6820	0.9904	0.8170	0.6343	0.0	0.6799	0.6488	0.9443	0.6573	0.6537	0.6480	0.0	0.0515	0.7802	0.6205	0.9843
0.0528	109.0	8720	0.7240	0.7622	0.9980	0.9283	0.8239	0.0	0.6359	0.6960	0.9677	0.7777	0.4274	0.8604	nan	0.6488	0.6668	0.9896	0.7247	0.6362	0.0	0.5926	0.6194	0.9445	0.6640	0.3979	0.6453	0.0	0.0530	0.7168	0.5792	0.9836
0.0146	109.25	8740	0.6940	0.8354	0.9968	0.8330	0.7579	0.0	0.7184	0.6831	0.9696	0.7469	0.5326	0.8912	nan	0.6421	0.6660	0.9908	0.7894	0.6379	0.0	0.6434	0.6173	0.9453	0.6456	0.4554	0.6597	nan	0.0529	0.7216	0.6411	0.9842
0.0186	109.5	8760	0.7919	0.8472	0.9974	0.9103	0.7376	0.0	0.8818	0.6704	0.9648	0.8589	0.4923	0.9067	nan	0.6791	0.6831	0.9906	0.8124	0.6275	0.0	0.6635	0.6153	0.9451	0.6732	0.4540	0.6607	nan	0.0586	0.7549	0.6504	0.9843
0.0431	109.75	8780	0.8440	0.8357	0.9965	0.8892	0.7711	0.0	0.7997	0.6806	0.9698	0.8188	0.6731	0.9160	nan	0.6958	0.6846	0.9905	0.8043	0.6310	0.0	0.6862	0.6377	0.9465	0.6582	0.5610	0.6575	nan	0.0533	0.7662	0.6628	0.9847
0.0303	110.0	8800	0.7224	0.8909	0.9972	0.8410	0.7100	0.0	0.8421	0.6661	0.9635	0.6556	0.4441	0.8794	nan	0.6619	0.6774	0.9907	0.7953	0.6071	0.0	0.6859	0.6172	0.9451	0.6054	0.4213	0.6463	0.0	0.0576	0.7177	0.5887	0.9838
0.2404	110.25	8820	0.7463	0.8054	0.9974	0.9013	0.7982	0.0	0.7795	0.6902	0.9702	0.5379	0.5965	0.8836	nan	0.6621	0.6855	0.9907	0.8124	0.6250	0.0	0.6857	0.6303	0.9477	0.5294	0.4670	0.6384	nan	0.0545	0.7255	0.6395	0.9849
0.0274	110.5	8840	0.7329	0.8133	0.9970	0.8858	0.8179	0.0	0.7491	0.7310	0.9730	0.8317	0.4712	0.8940	nan	0.6632	0.6862	0.9915	0.8117	0.6166	0.0	0.6730	0.6466	0.9510	0.6921	0.4322	0.6492	0.0	0.0517	0.7414	0.6010	0.9854
0.0203	110.75	8860	0.7732	0.8006	0.9972	0.8959	0.8405	0.0	0.8420	0.7321	0.9727	0.8621	0.4546	0.8914	nan	0.6750	0.6871	0.9920	0.8117	0.6190	0.0	0.6820	0.6442	0.9523	0.6859	0.4184	0.6498	0.0	0.0503	0.7552	0.6013	0.9858
0.6953	111.0	8880	0.7070	0.7855	0.9975	0.8999	0.7155	0.0	0.7677	0.7526	0.9730	0.8333	0.5119	0.8918	nan	0.6416	0.6710	0.9916	0.8126	0.6141	0.0	0.6698	0.6553	0.9511	0.6933	0.4452	0.6480	0.0	0.0511	0.7363	0.5995	0.9855
0.0275	111.25	8900	0.6406	0.8751	0.9970	0.8369	0.7723	0.0	0.8533	0.6959	0.9636	0.8499	0.4422	0.9086	nan	0.6053	0.6756	0.9902	0.7875	0.6300	0.0	0.6819	0.6209	0.9435	0.6823	0.4109	0.6478	0.0	0.0587	0.7363	0.5904	0.9838
0.009	111.5	8920	0.9295	0.9536	0.9981	0.2963	0.8095	0.0	0.9023	0.7598	0.9647	0.8070	0.8423	0.9729	nan	0.7618	0.6291	0.9947	0.2876	0.6430	0.0	0.6959	0.7107	0.9440	0.6416	0.6224	0.8171	0.0	0.0520	0.7697	0.5960	0.9843
0.0109	111.75	8940	0.8613	0.5907	0.9978	0.2904	0.8402	0.0	0.7444	0.8928	0.9874	0.7300	0.6297	0.9263	nan	0.7816	0.5635	0.9949	0.2829	0.6448	0.0	0.6919	0.7134	0.9498	0.6489	0.5833	0.8656	nan	0.0575	0.7076	0.6434	0.9857
0.0317	112.0	8960	0.9334	0.8383	0.9970	0.3025	0.7689	0.0358	0.8218	0.6842	0.9829	0.7293	0.7097	0.9603	nan	0.7414	0.7056	0.9945	0.2936	0.6068	0.0358	0.7195	0.6739	0.9555	0.6187	0.6109	0.8623	0.0	0.0368	0.7303	0.6014	0.9866
0.0202	112.25	8980	0.8828	0.8173	0.9977	0.3033	0.5094	0.0	0.8398	0.6839	0.9842	0.5759	0.7527	0.9082	nan	0.7764	0.7087	0.9949	0.2928	0.4715	0.0	0.7198	0.6778	0.9543	0.5458	0.6294	0.8481	0.0	0.0507	0.6879	0.5861	0.9871
0.0217	112.5	9000	0.8953	0.7707	0.9979	0.2885	0.7096	0.1967	0.7037	0.7431	0.9862	0.6695	0.7345	0.9587	nan	0.7607	0.6971	0.9949	0.2817	0.6058	0.1929	0.6651	0.7053	0.9544	0.5675	0.6195	0.8450	0.0	0.0553	0.7212	0.6069	0.9870
0.0249	112.75	9020	0.8629	0.8300	0.9962	0.2996	0.7651	0.1763	0.7974	0.7336	0.9867	0.7186	0.7324	0.9593	nan	0.7756	0.7101	0.9947	0.2896	0.6412	0.1745	0.7048	0.7034	0.9543	0.5986	0.6230	0.8508	0.0	0.0470	0.7382	0.6170	0.9870
0.0662	113.0	9040	0.9215	0.7601	0.9975	0.3049	0.8194	0.2830	0.8455	0.7298	0.9858	0.8208	0.7682	0.9671	nan	0.7681	0.6947	0.9950	0.2935	0.6500	0.2758	0.7190	0.7100	0.9548	0.6216	0.6284	0.8480	0.0	0.0344	0.7670	0.6276	0.9872
0.0116	113.25	9060	0.8438	0.8230	0.9970	0.2978	0.7452	0.1578	0.8330	0.7706	0.9855	0.6308	0.6854	0.9516	nan	0.7718	0.7174	0.9948	0.2883	0.6031	0.1570	0.7151	0.7340	0.9550	0.5625	0.6099	0.8532	0.0	0.0391	0.7268	0.6125	0.9872
0.0473	113.5	9080	0.8685	0.8075	0.9972	0.3052	0.8243	0.0345	0.8189	0.7146	0.9860	0.7367	0.7105	0.9508	nan	0.7799	0.7121	0.9950	0.2943	0.5999	0.0344	0.7237	0.7031	0.9552	0.6206	0.6196	0.8577	0.0	0.0403	0.7296	0.6074	0.9873
0.027	113.75	9100	0.9148	0.7626	0.9971	0.2980	0.6279	0.0	0.8100	0.7650	0.9881	0.7320	0.7763	0.9383	nan	0.7768	0.6983	0.9949	0.2884	0.5648	0.0	0.7198	0.7331	0.9551	0.6329	0.6334	0.8527	0.0	0.0467	0.7175	0.6039	0.9872
0.0133	114.0	9120	0.8487	0.7431	0.9974	0.2852	0.8036	0.0314	0.8022	0.7608	0.9881	0.7157	0.6909	0.9456	nan	0.7799	0.6891	0.9949	0.2789	0.6400	0.0314	0.7176	0.7272	0.9549	0.6055	0.6092	0.8590	0.0	0.0521	0.7177	0.6067	0.9872
0.0574	114.25	9140	0.8489	0.8218	0.9973	0.2947	0.8611	0.0111	0.8964	0.6718	0.9832	0.7684	0.7786	0.9550	nan	0.7800	0.7088	0.9950	0.2859	0.6350	0.0111	0.7107	0.6616	0.9542	0.6256	0.5885	0.8567	0.0	0.0545	0.7407	0.6010	0.9870
0.0173	114.5	9160	0.8752	0.7753	0.9967	0.3109	0.7073	0.1276	0.7085	0.6689	0.9893	0.7389	0.5816	0.9064	nan	0.7760	0.7025	0.9948	0.3008	0.6137	0.1274	0.6658	0.6463	0.9546	0.5806	0.4879	0.8525	0.0	0.0392	0.6989	0.5925	0.9870
0.0153	114.75	9180	0.9106	0.8383	0.9973	0.3077	0.8167	0.0216	0.9053	0.7758	0.9824	0.5733	0.7986	0.9527	nan	0.7780	0.7178	0.9949	0.2954	0.6427	0.0213	0.7044	0.7480	0.9547	0.5156	0.6140	0.8572	0.0	0.0452	0.7400	0.6034	0.9871
0.0221	115.0	9200	0.9169	0.8704	0.9969	0.3131	0.8006	0.2423	0.9069	0.9328	0.9806	0.6902	0.8374	0.9814	nan	0.7787	0.7185	0.9950	0.2985	0.6383	0.2242	0.6992	0.8527	0.9547	0.5761	0.6011	0.8241	0.0	0.0452	0.7891	0.6278	0.9871
0.0215	115.25	9220	0.9042	0.8144	0.9977	0.3107	0.7840	0.1369	0.8334	0.7353	0.9848	0.6741	0.6604	0.9531	nan	0.7792	0.7213	0.9950	0.2967	0.6387	0.1365	0.7244	0.7117	0.9557	0.5891	0.5963	0.8547	0.0	0.0437	0.7324	0.6153	0.9875
0.0289	115.5	9240	0.9152	0.7944	0.9973	0.2919	0.7631	0.1541	0.8305	0.7316	0.9865	0.6678	0.7206	0.9523	nan	0.7705	0.7124	0.9950	0.2843	0.6307	0.1530	0.7204	0.7111	0.9555	0.5764	0.6146	0.8528	0.0	0.0474	0.7338	0.6136	0.9874
0.01	115.75	9260	0.8482	0.8014	0.9974	0.3005	0.8544	0.0395	0.8254	0.7290	0.9848	0.7316	0.7466	0.9538	nan	0.7803	0.6970	0.9951	0.2902	0.6270	0.0394	0.7214	0.7098	0.9545	0.6120	0.6199	0.8555	0.0	0.0492	0.7344	0.6079	0.9871
0.0166	116.0	9280	0.8927	0.8318	0.9983	0.2936	0.8047	0.2109	0.8396	0.7356	0.9815	0.8056	0.7270	0.9706	nan	0.7840	0.7220	0.9947	0.2857	0.6360	0.2075	0.7247	0.7124	0.9548	0.6318	0.6289	0.8425	0.0	0.0473	0.7576	0.6250	0.9872
0.0129	116.25	9300	0.8284	0.8597	0.9976	0.9002	0.7867	nan	0.9402	0.9902	0.9838	0.8272	0.7135	0.9754	nan	0.7174	0.7068	0.9950	0.8262	0.6763	0.0	0.7865	0.9265	0.9715	0.6766	0.6203	0.8147	0.0	0.0207	0.8912	0.6706	0.9917
0.0326	116.5	9320	0.8397	0.7843	0.9977	0.9156	0.8046	nan	0.9313	0.9941	0.9826	0.7759	0.7875	0.9630	nan	0.7101	0.6780	0.9949	0.8101	0.6749	0.0	0.7847	0.8322	0.9694	0.6317	0.6181	0.8417	0.0	0.0246	0.8888	0.6574	0.9910
0.0313	116.75	9340	0.7752	0.7343	0.9980	0.9016	0.8192	nan	0.9317	0.9682	0.9839	0.8200	0.7012	0.9696	nan	0.7038	0.6509	0.9947	0.7832	0.6674	0.0	0.7138	0.9336	0.9705	0.6571	0.6102	0.8043	0.0	0.0228	0.8730	0.6530	0.9911
0.026	117.0	9360	0.8162	0.8237	0.9970	0.8550	0.7434	nan	0.8955	0.9426	0.9871	0.8038	0.7750	0.9507	nan	0.7087	0.7029	0.9947	0.8113	0.6542	nan	0.8024	0.9188	0.9714	0.6555	0.6258	0.8306	0.0	0.0212	0.8718	0.7230	0.9916
0.0354	117.25	9380	0.7725	0.7955	0.9966	0.9394	0.7424	nan	0.9091	0.9822	0.9874	0.8196	0.7608	0.9536	nan	0.7057	0.7000	0.9947	0.7938	0.6540	0.0	0.7947	0.9225	0.9713	0.6593	0.6275	0.8348	0.0	0.0217	0.8781	0.6660	0.9915
0.0254	117.5	9400	0.8348	0.9158	0.9971	0.8515	0.7110	nan	0.9191	0.9849	0.9826	0.7864	0.7642	0.9512	nan	0.7129	0.6830	0.9948	0.8051	0.6352	0.0	0.7955	0.9202	0.9696	0.6726	0.6329	0.8328	0.0	0.0225	0.8817	0.6657	0.9911
0.027	117.75	9420	0.7686	0.8043	0.9978	0.8580	0.7272	nan	0.8966	0.9821	0.9857	0.7845	0.6177	0.9076	nan	0.7027	0.6869	0.9948	0.8065	0.6438	nan	0.7909	0.9337	0.9709	0.6732	0.5684	0.8338	0.0	0.0217	0.8482	0.7171	0.9915
0.0289	118.0	9440	0.8197	0.9052	0.9980	0.9180	0.8205	nan	0.9492	0.9682	0.9782	0.8350	0.8281	0.9717	nan	0.7109	0.6792	0.9947	0.8206	0.6685	0.0	0.7658	0.9295	0.9688	0.6809	0.6407	0.8083	0.0	0.0230	0.9083	0.6668	0.9909
0.3012	118.25	9460	0.8128	0.8078	0.9977	0.8668	0.7851	nan	0.9270	0.9806	0.9850	0.7342	0.7215	0.9211	nan	0.7158	0.6878	0.9948	0.8168	0.6664	0.0	0.7905	0.9264	0.9711	0.6590	0.6168	0.8538	0.0	0.0214	0.8672	0.6692	0.9915
0.0277	118.5	9480	0.7683	0.7673	0.9978	0.8754	0.6822	nan	0.8782	0.8682	0.9867	0.7734	0.7276	0.9464	nan	0.7018	0.6815	0.9948	0.8073	0.6268	0.0	0.7942	0.8190	0.9712	0.6781	0.6098	0.8324	0.0	0.0223	0.8429	0.6552	0.9913
0.0137	118.75	9500	0.8109	0.8276	0.9975	0.8958	0.7504	nan	0.9298	0.9785	0.9855	0.7898	0.6386	0.9587	nan	0.7143	0.7099	0.9949	0.8199	0.6502	0.0	0.7901	0.9112	0.9716	0.6791	0.5700	0.8237	0.0	0.0209	0.8694	0.6642	0.9916
0.0158	119.0	9520	0.7960	0.8362	0.9976	0.8571	0.7322	nan	0.9271	0.9651	0.9859	0.8002	0.6262	0.9570	nan	0.7132	0.7093	0.9949	0.8116	0.6487	nan	0.7893	0.9236	0.9716	0.6741	0.5712	0.8220	0.0	0.0208	0.8619	0.7191	0.9917
0.0195	119.25	9540	0.7978	0.8306	0.9976	0.9028	0.7715	nan	0.8980	0.9571	0.9855	0.7878	0.7329	0.9619	nan	0.7143	0.7030	0.9949	0.8245	0.6610	0.0	0.7920	0.9284	0.9717	0.6705	0.6301	0.8140	0.0	0.0210	0.8749	0.6696	0.9917
0.0237	119.5	9560	0.8276	0.8255	0.9971	0.8966	0.7801	nan	0.9052	0.9776	0.9863	0.8244	0.7857	0.9732	nan	0.7151	0.7057	0.9949	0.8245	0.6635	0.0	0.7910	0.9284	0.9719	0.6646	0.6381	0.8102	0.0	0.0209	0.8890	0.6698	0.9917
0.1804	119.75	9580	0.8503	0.8607	0.9976	0.9160	0.8417	nan	0.9379	0.9854	0.9828	0.7975	0.7295	0.9694	nan	0.7090	0.7083	0.9949	0.8222	0.6687	0.0	0.7824	0.9184	0.9710	0.6614	0.6173	0.8168	0.0	0.0214	0.8972	0.6670	0.9915
0.0135	120.0	9600	0.8084	0.8618	0.9967	0.8527	0.7324	nan	0.8980	0.7527	0.9815	0.7363	0.6250	0.9464	nan	0.7151	0.6890	0.9947	0.8072	0.6585	0.0	0.7970	0.6985	0.9656	0.6696	0.5601	0.8298	0.0	0.0266	0.8356	0.6450	0.9894
0.031	120.25	9620	0.7842	0.8390	0.9971	0.9557	0.8152	nan	0.9467	0.7829	0.9798	0.8037	0.6944	0.9336	nan	0.7065	0.6913	0.9947	0.7751	0.6673	0.0	0.7741	0.7163	0.9665	0.6814	0.5940	0.8319	0.0	0.0263	0.8666	0.6461	0.9897
0.0187	120.5	9640	0.8889	0.8525	0.9979	0.8615	0.7477	nan	0.9077	0.6444	0.9831	0.7843	0.7844	0.8833	nan	0.6786	0.7023	0.9947	0.8130	0.6611	0.0	0.7950	0.6398	0.9683	0.6459	0.6171	0.8010	0.0	0.0258	0.8487	0.6398	0.9907
0.0397	120.75	9660	0.7794	0.7594	0.9983	0.8774	0.7230	nan	0.9166	0.7139	0.9848	0.8255	0.7557	0.9457	nan	0.7057	0.6876	0.9946	0.8171	0.6533	nan	0.7926	0.7038	0.9692	0.6484	0.6305	0.8177	0.0	0.0248	0.8436	0.7017	0.9910
0.0158	121.0	9680	0.8425	0.8082	0.9916	0.8976	0.7733	0.4929	0.8510	0.9622	0.9884	0.7078	0.8280	0.9356	nan	0.7686	0.7433	0.9894	0.8413	0.6708	0.4333	0.7497	0.9356	0.9700	0.6277	0.7085	0.8543	0.0	0.0444	0.8399	0.7148	0.9874
0.0153	121.25	9700	0.8867	0.9226	0.9930	0.9213	0.8323	0.5802	0.8484	0.9688	0.9813	0.7371	0.8542	0.9328	nan	0.7716	0.7453	0.9901	0.8440	0.6821	0.4764	0.7512	0.9394	0.9690	0.6324	0.7170	0.8553	0.0	0.0387	0.8716	0.7211	0.9875
0.024	121.5	9720	0.8965	0.9048	0.9933	0.8989	0.8021	0.7716	0.8987	0.9916	0.9796	0.7487	0.8464	0.9550	nan	0.7643	0.7368	0.9901	0.8417	0.6773	0.4878	0.7393	0.8975	0.9678	0.6249	0.7115	0.8467	0.0	0.0392	0.8906	0.7143	0.9872
0.0175	121.75	9740	0.8487	0.8491	0.9931	0.9100	0.6727	0.6934	0.8846	0.9581	0.9856	0.7027	0.7986	0.9223	nan	0.7704	0.7568	0.9903	0.8440	0.6193	0.4956	0.7497	0.9348	0.9699	0.6296	0.6953	0.8632	0.0	0.0355	0.8516	0.7168	0.9879
0.0054	122.0	9760	0.8149	0.8642	0.9928	0.9099	0.6546	0.5462	0.8590	0.9256	0.9849	0.6983	0.8038	0.9115	nan	0.7515	0.7586	0.9897	0.8460	0.6077	0.4638	0.7546	0.9164	0.9698	0.6080	0.6926	0.8607	0.0	0.0370	0.8305	0.7092	0.9875
0.0235	122.25	9780	0.8450	0.8398	0.9914	0.8802	0.7007	0.5675	0.8218	0.9650	0.9882	0.6882	0.7545	0.8803	nan	0.7660	0.7457	0.9893	0.8356	0.6338	0.4749	0.7437	0.9364	0.9695	0.6204	0.6716	0.8517	0.0	0.0403	0.8269	0.7107	0.9871
0.0411	122.5	9800	0.8834	0.8980	0.9923	0.9325	0.7864	0.6772	0.9008	0.9764	0.9813	0.7220	0.8953	0.9520	nan	0.7622	0.7525	0.9895	0.8424	0.6675	0.4981	0.7403	0.9335	0.9689	0.6313	0.6881	0.8560	0.0	0.0393	0.8831	0.7177	0.9870
0.0076	122.75	9820	0.8461	0.8838	0.9920	0.8881	0.7339	0.5934	0.8406	0.9838	0.9853	0.6917	0.8102	0.9160	nan	0.7667	0.7595	0.9894	0.8396	0.6472	0.4829	0.7507	0.9256	0.9701	0.6297	0.7013	0.8632	0.0	0.0399	0.8471	0.7174	0.9873
0.0287	123.0	9840	0.8866	0.8879	0.9923	0.9126	0.7419	0.6553	0.8876	0.9889	0.9833	0.7017	0.8500	0.9285	nan	0.7638	0.7572	0.9896	0.8452	0.6485	0.4914	0.7484	0.9243	0.9697	0.6416	0.7149	0.8624	0.0	0.0382	0.8680	0.7198	0.9874
0.0104	123.25	9860	0.8477	0.8541	0.9926	0.8868	0.7062	0.6147	0.8422	0.9795	0.9862	0.6816	0.7721	0.9102	nan	0.7666	0.7549	0.9898	0.8384	0.6336	0.4804	0.7514	0.9365	0.9702	0.6327	0.6855	0.8630	0.0	0.0372	0.8395	0.7156	0.9877
0.0271	123.5	9880	0.8710	0.8824	0.9925	0.8889	0.7360	0.7005	0.9077	0.9738	0.9837	0.7075	0.8094	0.9356	nan	0.7668	0.7560	0.9899	0.8383	0.6502	0.4922	0.7396	0.9370	0.9694	0.6375	0.6981	0.8575	0.0	0.0378	0.8658	0.7179	0.9875
0.0205	123.75	9900	0.8688	0.9078	0.9931	0.9108	0.8343	0.6970	0.8821	0.9726	0.9817	0.7199	0.8610	0.9569	nan	0.7662	0.7547	0.9902	0.8423	0.6786	0.4926	0.7517	0.9368	0.9694	0.6401	0.7092	0.8455	0.0	0.0366	0.8822	0.7213	0.9877
0.0378	124.0	9920	0.8860	0.8885	0.9931	0.9109	0.7959	0.6122	0.8161	0.9718	0.9841	0.7188	0.8121	0.9304	nan	0.7628	0.7498	0.9902	0.8448	0.6774	0.4891	0.7457	0.9379	0.9697	0.6371	0.7041	0.8620	0.0	0.0347	0.8600	0.7208	0.9878
0.0171	124.25	9940	0.8955	0.8772	0.9940	0.9446	0.8244	0.5894	0.8863	0.9855	0.9851	0.8507	0.8414	0.9429	nan	0.7673	0.7961	0.9912	0.8752	0.7000	0.4978	0.7312	0.9616	0.9746	0.7521	0.6518	0.8654	0.0	0.0304	0.8847	0.7357	0.9898
0.0169	124.5	9960	0.8479	0.8825	0.9932	0.9283	0.7853	0.5595	0.8814	0.9808	0.9877	0.8550	0.7973	0.9435	nan	0.7715	0.7936	0.9912	0.8728	0.6889	0.4888	0.7318	0.9609	0.9749	0.7486	0.6547	0.8649	0.0	0.0307	0.8702	0.7340	0.9898
0.0173	124.75	9980	0.8722	0.8855	0.9936	0.9318	0.7879	0.5928	0.7997	0.9855	0.9880	0.8717	0.7371	0.9314	nan	0.7734	0.7967	0.9913	0.8747	0.6906	0.5064	0.7300	0.9622	0.9752	0.7363	0.6405	0.8663	0.0	0.0303	0.8648	0.7341	0.9899
0.0289	125.0	10000	0.8640	0.8505	0.9938	0.8981	0.7861	0.6164	0.7699	0.9800	0.9890	0.8466	0.8061	0.9236	nan	0.7727	0.7897	0.9913	0.8655	0.6902	0.5022	0.7166	0.9609	0.9750	0.7481	0.6464	0.8680	0.0	0.0298	0.8604	0.7328	0.9899
0.0238	125.25	10020	0.8754	0.8864	0.9927	0.9371	0.7213	0.5942	0.8740	0.9871	0.9868	0.8440	0.7342	0.9418	nan	0.7741	0.7963	0.9904	0.8754	0.6536	0.5037	0.7326	0.9545	0.9747	0.7451	0.6321	0.8638	0.0	0.0348	0.8646	0.7305	0.9891
0.0319	125.5	10040	0.8644	0.8630	0.9919	0.9260	0.7050	0.6463	0.8536	0.9882	0.9888	0.8614	0.7726	0.9359	nan	0.7722	0.7924	0.9900	0.8749	0.6369	0.4987	0.7362	0.9546	0.9748	0.7475	0.6468	0.8640	0.0	0.0381	0.8664	0.7299	0.9888
0.0295	125.75	10060	0.8935	0.8686	0.9923	0.9350	0.6776	0.6236	0.8445	0.9839	0.9878	0.8661	0.7358	0.9192	nan	0.7686	0.7921	0.9900	0.8752	0.6256	0.5017	0.7396	0.9588	0.9750	0.7417	0.6372	0.8659	0.0	0.0389	0.8607	0.7286	0.9888
0.0173	126.0	10080	0.8684	0.8636	0.9927	0.9043	0.7728	0.5773	0.8546	0.9780	0.9892	0.8319	0.6587	0.9066	nan	0.7729	0.7927	0.9906	0.8673	0.6854	0.4983	0.7380	0.9620	0.9751	0.7506	0.6023	0.8626	0.0	0.0336	0.8498	0.7306	0.9894
0.0295	126.25	10100	0.8716	0.8688	0.9926	0.9359	0.7608	0.6005	0.8615	0.9833	0.9886	0.8572	0.6303	0.9413	nan	0.7733	0.7940	0.9906	0.8730	0.6759	0.5079	0.7394	0.9625	0.9750	0.7503	0.5828	0.8650	0.0	0.0345	0.8577	0.7300	0.9893
0.0294	126.5	10120	0.8520	0.8764	0.9926	0.9101	0.7042	0.6096	0.8243	0.9841	0.9884	0.8562	0.8237	0.9359	nan	0.7733	0.7959	0.9904	0.8698	0.6451	0.5068	0.7357	0.9619	0.9751	0.7492	0.6553	0.8647	0.0	0.0371	0.8631	0.7326	0.9892
0.0085	126.75	10140	0.9076	0.8862	0.9928	0.9516	0.7240	0.5773	0.8492	0.9831	0.9867	0.8420	0.7201	0.9474	nan	0.7627	0.7961	0.9904	0.8704	0.6545	0.5002	0.7388	0.9619	0.9749	0.7504	0.6364	0.8647	0.0	0.0370	0.8640	0.7309	0.9892
0.0141	127.0	10160	0.8547	0.8467	0.9930	0.9085	0.7741	0.5793	0.8243	0.9860	0.9888	0.8565	0.7621	0.9413	nan	0.7713	0.7859	0.9906	0.8677	0.6882	0.5021	0.7364	0.9610	0.9750	0.7554	0.6467	0.8678	0.0	0.0345	0.8596	0.7345	0.9894
0.0156	127.25	10180	0.8885	0.8755	0.9932	0.9235	0.6894	0.5619	0.8341	0.9908	0.9880	0.8378	0.7635	0.8970	nan	0.7732	0.7924	0.9909	0.8703	0.6377	0.4868	0.7388	0.9610	0.9750	0.7582	0.6475	0.8626	0.0	0.0328	0.8536	0.7303	0.9896
0.0202	127.5	10200	0.8782	0.8573	0.9929	0.9338	0.6560	0.5624	0.8388	0.9842	0.9882	0.8929	0.7935	0.9496	nan	0.7743	0.7797	0.9907	0.8711	0.6198	0.4865	0.7394	0.9616	0.9745	0.7312	0.6532	0.8664	0.0	0.0344	0.8606	0.7268	0.9893
0.02	127.75	10220	0.8518	0.8739	0.9926	0.9106	0.7232	0.4410	0.8583	0.9825	0.9887	0.8383	0.6899	0.9282	nan	0.7726	0.7921	0.9905	0.8673	0.6655	0.4155	0.7368	0.9629	0.9748	0.7545	0.6186	0.8706	0.0	0.0358	0.8399	0.7248	0.9893
0.013	128.0	10240	0.8881	0.8708	0.9926	0.9276	0.8005	0.4728	0.8538	0.9830	0.9889	0.8431	0.7332	0.9344	nan	0.7724	0.7912	0.9907	0.8721	0.6926	0.4389	0.7378	0.9637	0.9747	0.7536	0.6293	0.8694	0.0	0.0336	0.8574	0.7297	0.9894
0.016	128.25	10260	0.8749	0.9204	0.9971	0.9263	0.9027	nan	0.8704	0.9843	0.9869	0.6621	0.8515	0.9441	nan	0.7505	0.8161	0.9951	0.8297	0.7906	nan	0.7907	0.9380	0.9744	0.5857	0.7007	0.8818	0.0	0.0179	0.9019	0.7545	0.9926
0.0099	128.5	10280	0.8814	0.8951	0.9977	0.8849	0.9020	nan	0.8910	0.9880	0.9846	0.6966	0.8415	0.9656	nan	0.7455	0.7775	0.9952	0.8310	0.7938	nan	0.7907	0.9279	0.9725	0.5994	0.6998	0.8726	0.0	0.0187	0.9026	0.7505	0.9922
0.022	128.75	10300	0.8843	0.9194	0.9972	0.9229	0.8910	nan	0.8851	0.9881	0.9865	0.6895	0.7689	0.9565	nan	0.7485	0.8034	0.9954	0.8306	0.7964	0.0	0.7876	0.9289	0.9735	0.5928	0.6824	0.8739	0.0	0.0182	0.8990	0.6933	0.9926
0.0121	129.0	10320	0.7601	0.8965	0.9981	0.8758	0.8585	nan	0.8697	0.9820	0.9864	0.6551	0.8368	0.9309	nan	0.7159	0.8088	0.9954	0.8280	0.7705	nan	0.7893	0.9363	0.9738	0.5857	0.6940	0.8839	0.0	0.0180	0.8772	0.7485	0.9927
0.0159	129.25	10340	0.8647	0.9131	0.9977	0.9111	0.9239	nan	0.8534	0.9803	0.9857	0.6624	0.8322	0.9386	nan	0.7510	0.8116	0.9953	0.8331	0.7700	nan	0.7862	0.9403	0.9735	0.5844	0.6932	0.8851	0.0	0.0182	0.8966	0.7520	0.9926
0.0089	129.5	10360	0.8690	0.9022	0.9977	0.9213	0.8189	nan	0.9038	0.9850	0.9861	0.7662	0.8406	0.9601	nan	0.7500	0.8133	0.9954	0.8284	0.7689	nan	0.7905	0.9354	0.9740	0.6003	0.6963	0.8787	0.0	0.0178	0.9046	0.7526	0.9927
0.0211	129.75	10380	0.8527	0.9041	0.9980	0.8725	0.8507	nan	0.8209	0.9857	0.9868	0.6599	0.7580	0.9388	nan	0.7533	0.7996	0.9954	0.8254	0.7870	nan	0.7749	0.9383	0.9736	0.5851	0.6859	0.8849	0.0	0.0181	0.8753	0.7503	0.9926
0.0218	130.0	10400	0.8563	0.9094	0.9975	0.8869	0.8325	nan	0.8709	0.9812	0.9876	0.6608	0.8163	0.9288	nan	0.7525	0.8157	0.9954	0.8300	0.7786	0.0	0.7912	0.9440	0.9746	0.5875	0.6989	0.8817	0.0	0.0175	0.8844	0.6962	0.9928
0.0265	130.25	10420	0.8776	0.8820	0.9974	0.8660	0.8465	nan	0.8525	0.9828	0.9894	0.6487	0.7819	0.9177	nan	0.7514	0.8116	0.9954	0.8224	0.7830	nan	0.7850	0.9417	0.9745	0.5831	0.6927	0.8796	0.0	0.0176	0.8766	0.7517	0.9928
0.0377	130.5	10440	0.8451	0.9033	0.9974	0.8817	0.6943	nan	0.8556	0.9853	0.9884	0.6806	0.8014	0.9477	nan	0.7535	0.8108	0.9953	0.8282	0.6823	nan	0.7848	0.9371	0.9738	0.5947	0.6983	0.8770	0.0	0.0180	0.8710	0.7447	0.9926
0.0239	130.75	10460	0.8665	0.9253	0.9979	0.8957	0.8615	nan	0.8916	0.9881	0.9844	0.7068	0.8566	0.9504	nan	0.7512	0.8088	0.9953	0.8309	0.7845	nan	0.7926	0.9290	0.9736	0.5999	0.6940	0.8788	0.0	0.0182	0.9022	0.7532	0.9926
0.0179	131.0	10480	0.8804	0.9162	0.9974	0.9156	0.9551	nan	0.8945	0.9872	0.9853	0.7447	0.8073	0.9502	nan	0.7491	0.8120	0.9953	0.8306	0.7503	nan	0.7884	0.9282	0.9733	0.6037	0.6971	0.8803	0.0	0.0183	0.9122	0.7507	0.9925
0.0142	131.25	10500	0.8522	0.8854	0.9981	0.9629	0.8885	0.2296	0.8841	0.9848	0.9879	0.9034	0.8150	0.9458	nan	0.7523	0.7394	0.9964	0.9336	0.8091	0.2232	0.7777	0.9225	0.9772	0.7797	0.6809	0.8840	0.0	0.0144	0.8615	0.7289	0.9940
0.0184	131.5	10520	0.8335	0.8087	0.9982	0.9573	0.8156	0.2163	0.8661	0.9782	0.9900	0.8592	0.7173	0.9324	nan	0.7510	0.7333	0.9964	0.9321	0.7767	0.2144	0.7748	0.9237	0.9773	0.7739	0.6550	0.8816	0.0	0.0144	0.8311	0.7223	0.9940
0.0186	131.75	10540	0.8672	0.8139	0.9979	0.9686	0.8783	0.1678	0.8901	0.9839	0.9892	0.9056	0.8329	0.9612	nan	0.7492	0.7345	0.9963	0.9323	0.8090	0.1614	0.7733	0.9203	0.9770	0.7771	0.6706	0.8744	0.0	0.0146	0.8547	0.7212	0.9940
0.0238	132.0	10560	0.8784	0.8352	0.9981	0.9554	0.9252	0.2362	0.8353	0.9863	0.9893	0.8797	0.7842	0.9561	nan	0.7492	0.7432	0.9963	0.9314	0.8040	0.2253	0.7695	0.9163	0.9772	0.7826	0.6753	0.8786	0.0	0.0145	0.8550	0.7268	0.9940
0.0334	132.25	10580	0.8344	0.8538	0.9979	0.9688	0.9124	0.1523	0.8979	0.9829	0.9886	0.9068	0.8001	0.9530	nan	0.7503	0.7448	0.9964	0.9307	0.8090	0.1497	0.7708	0.9209	0.9772	0.7754	0.6798	0.8811	0.0	0.0145	0.8541	0.7220	0.9940
0.0125	132.5	10600	0.8382	0.8241	0.9978	0.9620	0.8755	0.1280	0.8107	0.9803	0.9908	0.8982	0.7671	0.9459	nan	0.7483	0.7370	0.9963	0.9302	0.8042	0.125	0.7515	0.9254	0.9771	0.7761	0.6695	0.8813	0.0	0.0146	0.8349	0.7171	0.9940
0.0263	132.75	10620	0.7942	0.7022	0.9978	0.9548	0.8496	0.0795	0.8498	0.9851	0.9921	0.904	0.7764	0.9444	nan	0.7351	0.6727	0.9963	0.9305	0.7908	0.0771	0.7696	0.9162	0.9761	0.7732	0.6688	0.8807	0.0	0.0152	0.8192	0.7067	0.9937
0.0172	133.0	10640	0.8098	0.8743	0.9980	0.9583	0.8776	0.2428	0.9096	0.9893	0.9880	0.8878	0.7203	0.9384	nan	0.7436	0.7395	0.9964	0.9320	0.7976	0.2371	0.7645	0.9070	0.9766	0.7776	0.6538	0.8838	0.0	0.0148	0.8495	0.7238	0.9939
0.0206	133.25	10660	0.8049	0.8225	0.9962	0.9586	0.8639	0.1788	0.8407	0.9894	0.9904	0.8654	0.7664	0.9273	nan	0.7407	0.7364	0.9946	0.9295	0.8005	0.1784	0.7689	0.9143	0.9772	0.7854	0.6728	0.8824	0.0	0.0169	0.8337	0.7216	0.9927
0.0145	133.5	10680	0.8065	0.7403	0.9984	0.9499	0.8389	0.3113	0.8507	0.9903	0.9893	0.8968	0.7685	0.9370	nan	0.7426	0.6792	0.9963	0.9272	0.7792	0.2872	0.7606	0.9067	0.9758	0.7742	0.6712	0.8790	0.0	0.0154	0.8398	0.7215	0.9936
0.0138	133.75	10700	0.8136	0.8555	0.9979	0.9569	0.8479	0.3245	0.8447	0.9864	0.9890	0.8921	0.6672	0.9320	nan	0.7436	0.7199	0.9963	0.9289	0.7853	0.3	0.7629	0.9175	0.9760	0.7810	0.6181	0.8822	0.0	0.0153	0.8423	0.7240	0.9937
0.0282	134.0	10720	0.8911	0.8741	0.9981	0.9720	0.9198	0.4260	0.8864	0.9853	0.9861	0.9355	0.8543	0.9592	nan	0.7396	0.7326	0.9964	0.9297	0.7985	0.3748	0.7715	0.9141	0.9761	0.7430	0.6652	0.8743	0.0	0.0151	0.8907	0.7320	0.9937
0.0128	134.25	10740	0.8407	0.9008	0.9984	0.9615	0.8633	0.3687	0.8754	0.9885	0.9849	0.9254	0.8480	0.9606	nan	0.7469	0.7212	0.9963	0.9293	0.7954	0.3193	0.7709	0.9065	0.9756	0.7422	0.6682	0.8691	0.0	0.0154	0.8764	0.7262	0.9936
0.0187	134.5	10760	0.8613	0.8340	0.9983	0.9620	0.8887	0.4106	0.8844	0.9898	0.9877	0.9133	0.7665	0.9482	nan	0.7523	0.7269	0.9963	0.9299	0.8064	0.3647	0.7714	0.9004	0.9765	0.7586	0.6694	0.8814	0.0	0.0148	0.8704	0.7334	0.9938
0.0141	134.75	10780	0.7772	0.8738	0.9981	0.9530	0.8616	0.2848	0.8684	0.9884	0.9881	0.8721	0.7617	0.9486	nan	0.7278	0.7338	0.9963	0.9291	0.7986	0.2654	0.7730	0.9060	0.9765	0.7779	0.6658	0.8795	0.0	0.0148	0.8480	0.7254	0.9939
0.0132	135.0	10800	0.8458	0.8489	0.9981	0.9651	0.8989	0.3223	0.8724	0.9855	0.9885	0.8873	0.7494	0.9579	nan	0.7496	0.7320	0.9964	0.9293	0.8066	0.3048	0.7726	0.9157	0.9768	0.7799	0.6685	0.8758	0.0	0.0146	0.8600	0.7314	0.9939
0.0222	135.25	10820	0.8773	0.8482	0.9984	0.9678	0.9021	0.3091	0.8803	0.9839	0.9875	0.8832	0.7629	0.9351	nan	0.7475	0.7366	0.9964	0.9319	0.8090	0.2941	0.7726	0.9182	0.9769	0.7833	0.6716	0.8815	0.0	0.0146	0.8613	0.7323	0.9940
0.0119	135.5	10840	0.8103	0.8741	0.9981	0.9605	0.8788	0.2715	0.8384	0.9858	0.9888	0.9091	0.7660	0.9402	nan	0.7418	0.7398	0.9964	0.9313	0.8055	0.2584	0.7693	0.9167	0.9770	0.7710	0.6732	0.8828	0.0	0.0146	0.8518	0.7279	0.9940
0.0144	135.75	10860	0.8311	0.8829	0.9983	0.9638	0.8824	0.2494	0.9002	0.9879	0.9866	0.8966	0.7727	0.9536	nan	0.7494	0.7374	0.9964	0.9311	0.8015	0.2404	0.7680	0.9106	0.9765	0.7791	0.6752	0.8762	0.0	0.0148	0.8588	0.7263	0.9939
0.0103	136.0	10880	0.8531	0.9196	0.9982	0.9631	0.9172	0.2583	0.8727	0.9895	0.9853	0.8876	0.8007	0.9634	nan	0.7500	0.7101	0.9964	0.9306	0.8048	0.2463	0.7714	0.9092	0.9755	0.7847	0.6802	0.8674	0.0	0.0154	0.8674	0.7251	0.9936
0.0125	136.25	10900	0.8537	0.8902	0.9980	0.9666	0.8958	0.2340	0.8740	0.9891	0.9871	0.9069	0.7999	0.9537	nan	0.7499	0.7260	0.9964	0.9293	0.8079	0.2246	0.7725	0.9142	0.9763	0.7762	0.6783	0.8804	0.0	0.0149	0.8624	0.7255	0.9938
0.0077	136.5	10920	0.8335	0.8617	0.9981	0.9535	0.9100	0.2936	0.8688	0.9866	0.9883	0.8972	0.7644	0.9355	nan	0.7483	0.7265	0.9964	0.9301	0.8065	0.2725	0.7698	0.9184	0.9766	0.7780	0.6714	0.8841	0.0	0.0148	0.8576	0.7291	0.9939
0.0261	136.75	10940	0.8575	0.8577	0.9981	0.9585	0.8860	0.3664	0.8600	0.9869	0.9886	0.8939	0.7443	0.9437	nan	0.7508	0.7310	0.9964	0.9287	0.8060	0.3374	0.7706	0.9190	0.9768	0.7813	0.6665	0.8817	0.0	0.0147	0.8618	0.7343	0.9939
0.0265	137.0	10960	0.8437	0.8357	0.9982	0.9534	0.8549	0.4283	0.8147	0.9838	0.9891	0.8784	0.8022	0.9522	nan	0.7516	0.7272	0.9963	0.9294	0.7941	0.3849	0.7583	0.9186	0.9767	0.7804	0.6817	0.8802	0.0	0.0148	0.8612	0.7369	0.9939
0.02	137.25	10980	0.7824	0.8250	0.9990	0.9520	0.8937	0.3179	0.8712	0.9875	0.9851	0.8676	0.7393	0.9471	nan	0.7301	0.7303	0.9958	0.9281	0.8007	0.2951	0.7713	0.9143	0.9752	0.7782	0.6641	0.8804	0.0	0.0157	0.8473	0.7280	0.9935
0.0147	137.5	11000	0.8623	0.8734	0.9986	0.9608	0.8925	0.1854	0.8826	0.9914	0.9858	0.8510	0.7519	0.9434	nan	0.7480	0.7338	0.9962	0.9321	0.7999	0.1834	0.7737	0.8910	0.9760	0.7746	0.6664	0.8816	0.0	0.0151	0.8482	0.7198	0.9937
0.0293	137.75	11020	0.8378	0.8605	0.9984	0.9681	0.9106	0.1987	0.8767	0.9915	0.9862	0.9381	0.8045	0.9747	nan	0.7481	0.7345	0.9963	0.9281	0.8007	0.1903	0.7735	0.9028	0.9764	0.7363	0.6751	0.8568	0.0	0.0150	0.8621	0.7168	0.9938
0.0134	138.0	11040	0.8212	0.9079	0.9977	0.9618	0.9208	0.2561	0.9058	0.9934	0.9865	0.9135	0.7406	0.9467	nan	0.7441	0.7197	0.9962	0.9279	0.7853	0.2432	0.7656	0.8900	0.9752	0.7597	0.6608	0.8817	0.0	0.0157	0.8626	0.7192	0.9935
0.0222	138.25	11060	0.8893	0.9077	0.9980	0.9765	0.9030	0.2627	0.8711	0.9915	0.9854	0.9081	0.8540	0.9373	nan	0.7423	0.7229	0.9963	0.9228	0.8017	0.25	0.7725	0.9049	0.9756	0.7697	0.6709	0.8841	0.0	0.0154	0.8737	0.7241	0.9936
0.0194	138.5	11080	0.8071	0.8606	0.9979	0.9604	0.9447	0.3068	0.9077	0.9930	0.9875	0.8277	0.8193	0.9397	nan	0.7420	0.7335	0.9963	0.9286	0.7834	0.2896	0.7570	0.8883	0.9760	0.7721	0.6751	0.8833	0.0	0.0152	0.8627	0.7250	0.9937
0.0068	138.75	11100	0.8292	0.8796	0.9978	0.9549	0.8909	0.2980	0.8394	0.9900	0.9891	0.8636	0.7780	0.9409	nan	0.7468	0.7341	0.9963	0.9291	0.7960	0.2812	0.7641	0.9168	0.9765	0.7765	0.6704	0.8847	0.0	0.0149	0.8543	0.7287	0.9938
0.0237	139.0	11120	0.8370	0.8226	0.9981	0.9638	0.8221	0.3267	0.8360	0.9775	0.9896	0.8864	0.7668	0.9548	nan	0.7485	0.7306	0.9964	0.9317	0.7685	0.3020	0.7641	0.9376	0.9770	0.7754	0.6642	0.8778	0.0	0.0147	0.8485	0.7287	0.9940
0.0342	139.25	11140	0.7838	0.8482	0.9982	0.9565	0.8965	0.2274	0.8736	0.9780	0.9889	0.8471	0.7693	0.9380	nan	0.7299	0.7384	0.9964	0.9305	0.7997	0.2182	0.7712	0.9370	0.9771	0.7752	0.6689	0.8848	0.0	0.0146	0.8421	0.7252	0.9940
0.0139	139.5	11160	0.8615	0.8675	0.9978	0.9703	0.8738	0.2384	0.9026	0.9845	0.9881	0.8795	0.7156	0.9415	nan	0.7477	0.7355	0.9963	0.9291	0.7890	0.2283	0.7659	0.9257	0.9764	0.7732	0.6460	0.8853	0.0	0.0149	0.8518	0.7230	0.9938
0.0159	139.75	11180	0.8073	0.8546	0.9981	0.9561	0.6869	0.2362	0.8281	0.9800	0.9891	0.9031	0.7622	0.9470	nan	0.7386	0.7297	0.9963	0.9308	0.6726	0.2253	0.7621	0.9284	0.9764	0.7710	0.6652	0.8850	0.0	0.0150	0.8291	0.7139	0.9938
0.0103	140.0	11200	0.8098	0.8325	0.9979	0.9557	0.7553	0.2561	0.8233	0.9858	0.9903	0.8913	0.7214	0.9496	nan	0.7409	0.7336	0.9963	0.9286	0.7277	0.2447	0.7583	0.9209	0.9767	0.7809	0.6536	0.8829	0.0	0.0149	0.8308	0.7189	0.9939
0.0079	140.25	11220	0.8260	0.8632	0.9975	0.9542	0.9003	0.2340	0.8470	0.9829	0.9901	0.8768	0.7344	0.9433	nan	0.7460	0.7321	0.9962	0.9298	0.8025	0.2246	0.7655	0.9242	0.9764	0.7848	0.6562	0.8852	0.0	0.0151	0.8458	0.7249	0.9938
0.0235	140.5	11240	0.8340	0.8590	0.9982	0.9572	0.8626	0.1214	0.8449	0.9793	0.9886	0.8775	0.7663	0.9377	nan	0.7460	0.7285	0.9964	0.9311	0.7947	0.1206	0.7667	0.9314	0.9767	0.7842	0.6679	0.8874	0.0	0.0148	0.8355	0.7178	0.9939
0.0098	140.75	11260	0.8168	0.9448	0.9974	0.9098	0.8258	nan	0.9127	0.9892	0.9888	0.8121	0.8151	0.9548	nan	0.7269	0.8510	0.9961	0.8527	0.7569	nan	0.8114	0.9753	0.9771	0.7406	0.7154	0.8921	0.0	0.0155	0.9061	0.7746	0.9935
0.0162	141.0	11280	0.8467	0.9396	0.9982	0.9195	0.8741	nan	0.9040	0.9917	0.9875	0.8270	0.8223	0.9635	nan	0.7294	0.8543	0.9962	0.8526	0.7638	nan	0.8139	0.9739	0.9775	0.7395	0.7147	0.8872	0.0	0.0151	0.9158	0.7753	0.9937
0.0117	141.25	11300	0.8235	0.9412	0.9982	0.9280	0.7628	nan	0.9337	0.9927	0.9872	0.8204	0.7914	0.9578	nan	0.7298	0.8615	0.9963	0.8520	0.7221	nan	0.8077	0.9723	0.9775	0.7411	0.7101	0.8902	0.0	0.0151	0.9034	0.7717	0.9937
0.0083	141.5	11320	0.8237	0.9369	0.9979	0.9269	0.8769	nan	0.9232	0.9922	0.9883	0.8210	0.8101	0.9573	nan	0.7288	0.8649	0.9963	0.8524	0.7574	nan	0.8122	0.9732	0.9778	0.7411	0.7118	0.8898	0.0	0.0149	0.9140	0.7755	0.9938
0.0067	141.75	11340	0.8357	0.9381	0.9982	0.9126	0.8447	nan	0.9140	0.9887	0.9881	0.8114	0.8115	0.9579	nan	0.7298	0.8653	0.9963	0.8532	0.7560	nan	0.8139	0.9757	0.9780	0.7420	0.7128	0.8870	0.0	0.0148	0.9092	0.7758	0.9939
0.0218	142.0	11360	0.8265	0.9376	0.9981	0.9129	0.8585	nan	0.9077	0.9897	0.9887	0.8144	0.8040	0.9679	nan	0.7269	0.8641	0.9963	0.8531	0.7590	nan	0.8155	0.9752	0.9781	0.7395	0.7120	0.8791	0.0	0.0147	0.9096	0.7749	0.9939
0.015	142.25	11380	0.8652	0.9359	0.9981	0.9179	0.8391	nan	0.9186	0.9904	0.9880	0.8542	0.8127	0.9729	nan	0.7207	0.8636	0.9963	0.8526	0.7589	nan	0.8135	0.9745	0.9779	0.7270	0.7147	0.8749	0.0	0.0149	0.9176	0.7729	0.9938
0.0211	142.5	11400	0.7642	0.9122	0.9984	0.9101	0.8612	nan	0.8928	0.9895	0.9889	0.7841	0.7827	0.9525	nan	0.7088	0.8604	0.9962	0.8514	0.7608	nan	0.8138	0.9759	0.9778	0.7315	0.7091	0.8911	0.0	0.0150	0.8942	0.7731	0.9938
0.0158	142.75	11420	0.8369	0.9294	0.9980	0.8795	0.7557	nan	0.8577	0.9932	0.9904	0.8238	0.7819	0.9533	nan	0.7283	0.8632	0.9963	0.8417	0.7177	nan	0.8046	0.9705	0.9777	0.7415	0.7063	0.8924	0.0	0.0150	0.8909	0.7700	0.9938
0.0238	143.0	11440	0.7800	0.9139	0.9982	0.8953	0.8089	nan	0.8780	0.9911	0.9899	0.8107	0.8295	0.9456	nan	0.7147	0.8608	0.9963	0.8483	0.7424	nan	0.8095	0.9734	0.9778	0.7386	0.7108	0.8946	0.0	0.0149	0.8947	0.7723	0.9938
0.0138	143.25	11460	0.8302	0.9384	0.9980	0.9036	0.7835	nan	0.8745	0.9895	0.9893	0.7882	0.8059	0.9646	nan	0.7251	0.8610	0.9963	0.8510	0.7338	nan	0.8089	0.9748	0.9778	0.7355	0.7120	0.8869	0.0	0.0150	0.8969	0.7719	0.9938
0.0183	143.5	11480	0.7460	0.9421	0.9979	0.8542	0.8072	nan	0.9238	0.9902	0.9884	0.7934	0.7892	0.9514	nan	0.6996	0.8611	0.9962	0.8249	0.7457	nan	0.8081	0.9743	0.9773	0.7369	0.7086	0.8940	0.0	0.0152	0.8894	0.7689	0.9937
0.0177	143.75	11500	0.7949	0.9415	0.9979	0.9295	0.8987	nan	0.8940	0.9889	0.9883	0.8266	0.7521	0.9661	nan	0.7207	0.8582	0.9962	0.8476	0.7495	nan	0.8115	0.9735	0.9774	0.7420	0.6926	0.8834	0.0	0.0152	0.9071	0.7710	0.9937
0.0145	144.0	11520	0.7692	0.9374	0.9984	0.8895	0.8249	nan	0.9128	0.9882	0.9875	0.8102	0.7214	0.9644	nan	0.7117	0.8632	0.9962	0.8449	0.7500	nan	0.8123	0.9755	0.9774	0.7400	0.6767	0.8855	0.0	0.0152	0.8913	0.7694	0.9937
0.0215	144.25	11540	0.8244	0.9068	0.9978	0.9047	0.7365	nan	0.8836	0.9914	0.9911	0.7822	0.7930	0.9309	nan	0.7260	0.8606	0.9961	0.8486	0.7085	nan	0.8117	0.9740	0.9774	0.7290	0.6999	0.8913	0.0	0.0152	0.8857	0.7686	0.9937
0.0155	144.5	11560	0.7976	0.9355	0.9982	0.8867	0.7705	nan	0.9034	0.9899	0.9885	0.8339	0.8003	0.9683	nan	0.7226	0.8620	0.9962	0.8424	0.7284	nan	0.8120	0.9752	0.9776	0.7359	0.7057	0.8827	0.0	0.0151	0.8975	0.7701	0.9937
0.0188	144.75	11580	0.8239	0.9453	0.9983	0.9353	0.7864	nan	0.9174	0.9902	0.9865	0.8101	0.8182	0.9637	nan	0.7288	0.8553	0.9962	0.8468	0.7293	nan	0.8125	0.9753	0.9771	0.7368	0.7099	0.8879	0.0	0.0153	0.9068	0.7713	0.9936
0.0143	145.0	11600	0.8583	0.9353	0.9979	0.9194	0.8631	nan	0.8919	0.9857	0.9887	0.8002	0.8183	0.9503	nan	0.7214	0.8583	0.9962	0.8510	0.7560	nan	0.8131	0.9753	0.9774	0.7355	0.7119	0.8934	0.0	0.0151	0.9099	0.7741	0.9937
0.011	145.25	11620	0.8183	0.9251	0.9979	0.9094	0.7755	nan	0.9088	0.9885	0.9894	0.8144	0.8182	0.9563	nan	0.7251	0.8589	0.9962	0.8484	0.7267	nan	0.8158	0.9746	0.9775	0.7363	0.7085	0.8891	0.0	0.0151	0.9002	0.7714	0.9937
0.029	145.5	11640	0.8041	0.9279	0.9980	0.9044	0.8169	nan	0.8885	0.9866	0.9898	0.7901	0.7523	0.9441	nan	0.7228	0.8626	0.9962	0.8471	0.7452	nan	0.8134	0.9762	0.9778	0.7346	0.6925	0.8932	0.0	0.0150	0.8911	0.7718	0.9938
0.0097	145.75	11660	0.7556	0.9433	0.9982	0.8840	0.7444	nan	0.8916	0.9872	0.9887	0.7755	0.7507	0.9248	nan	0.7013	0.8603	0.9962	0.8423	0.7100	nan	0.8129	0.9753	0.9774	0.7296	0.6915	0.8898	0.0	0.0151	0.8767	0.7656	0.9937
0.0135	146.0	11680	0.9300	0.9176	0.9983	0.9741	0.8140	0.7285	0.8819	0.9770	0.9901	0.8900	0.8610	0.9665	nan	0.8101	0.8542	0.9965	0.9513	0.7260	0.4825	0.8061	0.9399	0.9802	0.7729	0.7444	0.8867	0.0	0.0134	0.9107	0.7655	0.9944
0.0065	146.25	11700	0.8786	0.9218	0.9984	0.9661	0.8238	0.6336	0.8789	0.9498	0.9904	0.8288	0.8104	0.9550	nan	0.8128	0.8558	0.9965	0.9468	0.7302	0.4983	0.8066	0.9343	0.9803	0.7723	0.7426	0.8887	0.0	0.0134	0.8863	0.7665	0.9944
0.0113	146.5	11720	0.8630	0.9103	0.9980	0.9560	0.8434	0.6887	0.8111	0.9413	0.9923	0.8158	0.8276	0.9535	nan	0.8050	0.8501	0.9965	0.9462	0.7345	0.4921	0.7720	0.9287	0.9796	0.7632	0.7473	0.8895	0.0	0.0139	0.8834	0.7619	0.9942
0.0189	146.75	11740	0.8902	0.9375	0.9980	0.9744	0.7966	0.6424	0.8968	0.9675	0.9904	0.8662	0.8419	0.9633	nan	0.8132	0.8599	0.9965	0.9492	0.7231	0.5009	0.8024	0.9402	0.9803	0.7775	0.7496	0.8841	0.0	0.0135	0.8971	0.7674	0.9944
0.0136	147.0	11760	0.9225	0.9221	0.9986	0.9724	0.7916	0.6181	0.8956	0.9719	0.9891	0.8635	0.8414	0.9609	nan	0.8131	0.8562	0.9965	0.9486	0.7240	0.5119	0.8070	0.9400	0.9801	0.7786	0.7513	0.8874	0.0	0.0135	0.8956	0.7688	0.9944
0.0064	147.25	11780	0.8900	0.9434	0.9983	0.9725	0.8274	0.6424	0.8824	0.9693	0.9897	0.8701	0.8343	0.9672	nan	0.8148	0.8563	0.9965	0.9484	0.7376	0.5017	0.8062	0.9419	0.9803	0.7754	0.7488	0.8810	0.0	0.0134	0.8989	0.7684	0.9944
0.0166	147.5	11800	0.9233	0.9296	0.9976	0.9698	0.8716	0.6115	0.9222	0.9728	0.9900	0.8848	0.8722	0.9635	nan	0.8134	0.8528	0.9964	0.9452	0.7343	0.4946	0.8005	0.9432	0.9797	0.7732	0.7494	0.8852	0.0	0.0139	0.9091	0.7668	0.9942
0.0185	147.75	11820	0.9254	0.9361	0.9982	0.9717	0.7792	0.6358	0.8897	0.9804	0.9897	0.8793	0.8473	0.9450	nan	0.8129	0.8571	0.9965	0.9458	0.7073	0.5026	0.8052	0.9404	0.9801	0.7769	0.7510	0.8901	0.0	0.0136	0.8982	0.7666	0.9943
0.0183	148.0	11840	0.8998	0.9409	0.9981	0.9737	0.8428	0.5938	0.9109	0.9846	0.9894	0.8936	0.8227	0.9703	nan	0.8159	0.8547	0.9965	0.9503	0.7331	0.4838	0.8050	0.9345	0.9800	0.7711	0.7472	0.8804	0.0	0.0136	0.9017	0.7656	0.9943
0.0094	148.25	11860	0.9132	0.9226	0.9981	0.9700	0.8188	0.6402	0.8711	0.9776	0.9907	0.8741	0.8586	0.9594	nan	0.8162	0.8567	0.9965	0.9481	0.7299	0.5088	0.7999	0.9396	0.9802	0.7765	0.7501	0.8900	0.0	0.0135	0.8995	0.7686	0.9944
0.0147	148.5	11880	0.9093	0.9135	0.9982	0.9704	0.7726	0.6225	0.8853	0.9791	0.9907	0.8620	0.8338	0.9513	nan	0.8130	0.8558	0.9965	0.9490	0.7101	0.4947	0.8030	0.9394	0.9801	0.7786	0.7488	0.8916	0.0	0.0135	0.8907	0.7662	0.9944
0.0219	148.75	11900	0.8832	0.9197	0.9983	0.9622	0.8365	0.6313	0.8734	0.9571	0.9907	0.8331	0.7486	0.9302	nan	0.8121	0.8518	0.9965	0.9460	0.7344	0.5071	0.8000	0.9365	0.9799	0.7693	0.7092	0.8897	0.0	0.0137	0.8804	0.7640	0.9943
0.0153	149.0	11920	0.8649	0.9205	0.9986	0.9737	0.7979	0.5475	0.8852	0.9511	0.9897	0.8540	0.8453	0.9453	nan	0.8089	0.8564	0.9965	0.9513	0.7253	0.4724	0.8025	0.9347	0.9801	0.7780	0.7441	0.8933	0.0	0.0136	0.8811	0.7649	0.9944
0.0148	149.25	11940	0.9368	0.9358	0.9980	0.9728	0.7793	0.5563	0.8896	0.9649	0.9902	0.8836	0.8798	0.9564	nan	0.8088	0.8583	0.9965	0.9516	0.7162	0.4615	0.8035	0.9373	0.9800	0.7734	0.7464	0.8892	0.0	0.0136	0.8953	0.7633	0.9943
0.0128	149.5	11960	0.8888	0.9452	0.9981	0.9738	0.8817	0.5717	0.9093	0.9656	0.9890	0.8650	0.8395	0.9616	nan	0.8167	0.8547	0.9965	0.9502	0.7375	0.4915	0.8010	0.9393	0.9798	0.7774	0.7528	0.8878	0.0	0.0137	0.8991	0.7681	0.9943
0.0161	149.75	11980	0.9176	0.9179	0.9982	0.9745	0.8316	0.5740	0.9259	0.9752	0.9892	0.8538	0.8445	0.9556	nan	0.8159	0.8505	0.9965	0.9445	0.7369	0.4924	0.7990	0.9390	0.9798	0.7789	0.7483	0.8902	0.0	0.0137	0.8965	0.7671	0.9942
0.0111	150.0	12000	0.9252	0.9609	0.9980	0.9340	0.9316	0.7574	0.9220	0.9630	0.9872	0.7874	0.8842	0.9581	nan	0.8446	0.8793	0.9961	0.8927	0.8246	0.5431	0.7938	0.9334	0.9784	0.7293	0.7851	0.9068	0.0	0.0151	0.9174	0.7775	0.9937

Framework versions

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