safety-utcustom-terrain-b0-512sq

This model is a fine-tuned version of nvidia/mit-b0 on the sam1120/safety-utcustom-terrain-jackal-full-391 dataset. It achieves the following results on the evaluation set:

Loss: 0.0905
Mean Iou: 0.6547
Mean Accuracy: 0.6922
Overall Accuracy: 0.9785
Accuracy Unlabeled: nan
Accuracy Nat: 0.9937
Accuracy Concrete: 0.9505
Accuracy Grass: 0.8967
Accuracy Speedway bricks: 0.9886
Accuracy Steel: 0.9017
Accuracy Rough concrete: 0.0
Accuracy Dark bricks: 0.8836
Accuracy Road: 0.9814
Accuracy Rough red sidewalk: 0.4644
Accuracy Tiles: 0.0731
Accuracy Red bricks: 0.8837
Accuracy Concrete tiles: 0.9814
Accuracy Rest: 0.0
Iou Unlabeled: nan
Iou Nat: 0.9808
Iou Concrete: 0.8881
Iou Grass: 0.8358
Iou Speedway bricks: 0.9774
Iou Steel: 0.8498
Iou Rough concrete: 0.0
Iou Dark bricks: 0.8385
Iou Road: 0.9740
Iou Rough red sidewalk: 0.3068
Iou Tiles: 0.0731
Iou Red bricks: 0.8306
Iou Concrete tiles: 0.9563
Iou Rest: 0.0

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: 0.0001
train_batch_size: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.05
num_epochs: 500

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Nat	Accuracy Concrete	Accuracy Grass	Accuracy Speedway bricks	Accuracy Steel	Accuracy Rough concrete	Accuracy Dark bricks	Accuracy Road	Accuracy Rough red sidewalk	Accuracy Tiles	Accuracy Red bricks	Accuracy Concrete tiles	Iou Unlabeled	Iou Nat	Iou Concrete	Iou Grass	Iou Speedway bricks	Iou Steel	Iou Rough concrete	Iou Dark bricks	Iou Road	Iou Rough red sidewalk	Iou Tiles	Iou Red bricks	Iou Concrete tiles
2.5605	1.82	20	2.5923	0.0418	0.1042	0.2052	nan	0.0696	0.0122	0.2127	0.8829	0.0111	0.0142	0.0130	0.0030	0.0657	0.0145	0.0	0.0553	0.0	0.0694	0.0116	0.0456	0.4465	0.0028	0.0007	0.0008	0.0030	0.0012	0.0003	0.0	0.0026
2.2612	3.64	40	2.2846	0.1228	0.1971	0.5972	nan	0.6488	0.2267	0.3308	0.9638	0.0140	0.0422	0.0129	0.1058	0.1058	0.0	0.0	0.1114	0.0	0.6444	0.1866	0.1285	0.6288	0.0081	0.0032	0.0010	0.1044	0.0036	0.0	0.0	0.0103
1.9031	5.45	60	1.8314	0.1813	0.2456	0.8180	nan	0.9262	0.5041	0.1795	0.9734	0.0017	0.0	0.0156	0.5168	0.0455	0.0	0.0	0.0301	0.0	0.9160	0.2939	0.1365	0.6863	0.0016	0.0	0.0052	0.4787	0.0115	0.0	0.0	0.0092
1.5736	7.27	80	1.4966	0.2120	0.2770	0.8702	nan	0.9479	0.6932	0.1739	0.9742	0.0	0.0	0.0017	0.7967	0.0122	0.0	0.0	0.0017	0.0	0.9379	0.3900	0.1382	0.8110	0.0	0.0	0.0015	0.6779	0.0096	0.0	0.0	0.0013
1.4408	9.09	100	1.2881	0.2191	0.2891	0.8813	nan	0.9447	0.6590	0.2255	0.9794	0.0	0.0	0.0013	0.9482	0.0	0.0	0.0	0.0	0.0	0.9369	0.4418	0.1736	0.8288	0.0	0.0	0.0013	0.6856	0.0	0.0	0.0	0.0
1.1772	10.91	120	1.1057	0.2549	0.3271	0.9074	nan	0.9502	0.8398	0.5467	0.9768	0.0	0.0	0.0000	0.9391	0.0	0.0	0.0	0.0	0.0	0.9420	0.5934	0.3957	0.8504	0.0	0.0	0.0000	0.7875	0.0	0.0	0.0	0.0
1.0571	12.73	140	0.9586	0.2889	0.3418	0.9156	nan	0.9510	0.8589	0.7033	0.9788	0.0	0.0	0.0	0.9520	0.0	0.0	0.0	0.0	nan	0.9427	0.6459	0.5132	0.8582	0.0	0.0	0.0	0.7961	0.0	0.0	0.0	0.0
0.9963	14.55	160	0.8513	0.2884	0.3424	0.9136	nan	0.9495	0.8917	0.7291	0.9787	0.0	0.0	0.0	0.9017	0.0	0.0	0.0	0.0	nan	0.9420	0.6236	0.5275	0.8591	0.0	0.0	0.0	0.7965	0.0	0.0	0.0	0.0
0.8241	16.36	180	0.7475	0.2994	0.3535	0.9216	nan	0.9526	0.9040	0.8159	0.9651	0.0	0.0	0.0	0.9574	0.0	0.0	0.0	0.0	nan	0.9441	0.6678	0.5813	0.8691	0.0	0.0	0.0	0.8298	0.0	0.0	0.0	0.0
0.7479	18.18	200	0.6309	0.2999	0.3488	0.9228	nan	0.9550	0.8897	0.7557	0.9846	0.0	0.0	0.0	0.9496	0.0	0.0	0.0	0.0	nan	0.9456	0.6793	0.5699	0.8567	0.0	0.0	0.0	0.8474	0.0	0.0	0.0	0.0
0.605	20.0	220	0.5351	0.3058	0.3554	0.9277	nan	0.9591	0.8978	0.8226	0.9748	0.0	0.0	0.0	0.9665	0.0	0.0	0.0	0.0	nan	0.9481	0.7179	0.5936	0.8682	0.0	0.0	0.0	0.8474	0.0	0.0	0.0	0.0
0.5297	21.82	240	0.4703	0.3033	0.3525	0.9250	nan	0.9592	0.9271	0.7842	0.9591	0.0	0.0	0.0	0.9536	0.0	0.0	0.0	0.0	nan	0.9493	0.6572	0.6144	0.8750	0.0	0.0	0.0	0.8468	0.0	0.0	0.0	0.0
0.4684	23.64	260	0.4069	0.3091	0.3541	0.9290	nan	0.9631	0.9042	0.8167	0.9881	0.0	0.0	0.0	0.9228	0.0	0.0	0.0	0.0079	nan	0.9522	0.6840	0.6363	0.8642	0.0	0.0	0.0	0.8735	0.0	0.0	0.0	0.0079
0.3694	25.45	280	0.3385	0.3465	0.3830	0.9384	nan	0.9734	0.8940	0.7669	0.9846	0.0217	0.0	0.0	0.9760	0.0	0.0	0.0	0.3627	nan	0.9569	0.7483	0.6604	0.8802	0.0217	0.0	0.0	0.8744	0.0	0.0	0.0	0.3627
0.3173	27.27	300	0.3078	0.3538	0.3922	0.9415	nan	0.9728	0.9165	0.8294	0.9875	0.2440	0.0	0.0	0.9417	0.0	0.0	0.0	0.2065	nan	0.9596	0.7289	0.6603	0.8906	0.2414	0.0	0.0	0.9115	0.0	0.0	0.0	0.2065
0.2653	29.09	320	0.2574	0.4205	0.4560	0.9516	nan	0.9783	0.9122	0.8457	0.9819	0.5124	0.0	0.0	0.9681	0.0	0.0	0.0	0.7299	nan	0.9619	0.7819	0.6859	0.9210	0.4798	0.0	0.0	0.9111	0.0	0.0	0.0	0.7248
0.2918	30.91	340	0.2306	0.4342	0.4679	0.9534	nan	0.9799	0.9160	0.8320	0.9820	0.5856	0.0	0.0	0.9642	0.0028	0.0	0.0	0.8200	nan	0.9625	0.7914	0.6872	0.9293	0.5456	0.0	0.0	0.9103	0.0025	0.0	0.0	0.8159
0.2481	32.73	360	0.2078	0.4326	0.4626	0.9567	nan	0.9854	0.9113	0.8624	0.9831	0.5510	0.0	0.0	0.9639	0.0534	0.0	0.0	0.7037	nan	0.9656	0.8043	0.7168	0.9337	0.5321	0.0	0.0	0.9251	0.0449	0.0	0.0	0.7011
0.2312	34.55	380	0.2061	0.4492	0.4916	0.9526	nan	0.9799	0.9541	0.8706	0.9471	0.7317	0.0	0.0960	0.9508	0.1540	0.0	0.0	0.7071	nan	0.9653	0.7358	0.7194	0.9262	0.6443	0.0	0.0913	0.9343	0.1193	0.0	0.0	0.7038
0.1927	36.36	400	0.1879	0.4713	0.5096	0.9570	nan	0.9803	0.9387	0.8489	0.9857	0.6957	0.0	0.0159	0.9357	0.2860	0.0	0.0	0.9384	nan	0.9663	0.7742	0.7474	0.9402	0.6482	0.0	0.0146	0.9142	0.2025	0.0	0.0	0.9195
0.1704	38.18	420	0.1674	0.4773	0.5119	0.9605	nan	0.9881	0.9335	0.7950	0.9703	0.7309	0.0	0.0557	0.9701	0.2721	0.0	0.0	0.9390	nan	0.9675	0.8049	0.7364	0.9476	0.6658	0.0	0.0537	0.9229	0.1923	0.0	0.0	0.9134
0.1536	40.0	440	0.1518	0.4893	0.5307	0.9639	nan	0.9858	0.9143	0.8835	0.9842	0.7672	0.0	0.0150	0.9717	0.4264	0.0	0.0	0.9514	nan	0.9698	0.8369	0.7571	0.9460	0.6959	0.0	0.0145	0.9396	0.2775	0.0	0.0	0.9230
0.1496	41.82	460	0.1503	0.4859	0.5224	0.9623	nan	0.9853	0.9400	0.8286	0.9831	0.7661	0.0	0.0583	0.9593	0.3768	0.0	0.0	0.8938	nan	0.9690	0.8098	0.7616	0.9471	0.7028	0.0	0.0523	0.9361	0.2600	0.0	0.0	0.8776
0.1374	43.64	480	0.1393	0.5053	0.5413	0.9645	nan	0.9883	0.9244	0.8425	0.9857	0.7523	0.0	0.2899	0.9611	0.3584	0.0	0.0	0.9345	nan	0.9708	0.8305	0.7664	0.9480	0.6994	0.0	0.2654	0.9358	0.2508	0.0	0.0	0.9020
0.124	45.45	500	0.1328	0.5158	0.5550	0.9670	nan	0.9881	0.9320	0.8503	0.9809	0.7936	0.0	0.3073	0.9809	0.4357	0.0	0.0	0.9463	nan	0.9711	0.8432	0.7721	0.9541	0.7303	0.0	0.2799	0.9504	0.2928	0.0	0.0	0.9120
0.1208	47.27	520	0.1289	0.5342	0.5789	0.9659	nan	0.9868	0.9336	0.8527	0.9883	0.7217	0.0	0.7360	0.9587	0.3765	0.0	0.0	0.9715	nan	0.9716	0.8279	0.7602	0.9545	0.6899	0.0	0.6173	0.9466	0.2585	0.0	0.0	0.9182
0.1149	49.09	540	0.1277	0.5389	0.5930	0.9671	nan	0.9866	0.9491	0.8611	0.9734	0.8384	0.0	0.7090	0.9679	0.4303	0.0	0.0	0.9935	nan	0.9719	0.8246	0.7677	0.9590	0.7486	0.0	0.5948	0.9533	0.2950	0.0	0.0	0.8912
0.1311	50.91	560	0.1219	0.5443	0.5911	0.9683	nan	0.9902	0.9172	0.8452	0.9916	0.7374	0.0	0.7281	0.9649	0.5163	0.0	0.0020	0.9913	nan	0.9726	0.8471	0.7756	0.9530	0.7023	0.0	0.6140	0.9524	0.3576	0.0	0.0020	0.8997
0.106	52.73	580	0.1146	0.5863	0.6368	0.9707	nan	0.9891	0.9221	0.8715	0.9858	0.8293	0.0	0.7703	0.9760	0.6216	0.0	0.3242	0.9879	nan	0.9733	0.8595	0.7837	0.9614	0.7570	0.0	0.7053	0.9553	0.3929	0.0	0.3223	0.9111
0.096	54.55	600	0.1188	0.5968	0.6547	0.9693	nan	0.9909	0.9320	0.8542	0.9813	0.8542	0.0	0.7737	0.9499	0.5814	0.0	0.6014	0.9928	nan	0.9737	0.8434	0.7888	0.9626	0.7530	0.0	0.7130	0.9389	0.3792	0.0	0.5128	0.8933
0.0825	56.36	620	0.1115	0.6032	0.6578	0.9707	nan	0.9894	0.9354	0.8517	0.9825	0.8532	0.0	0.6762	0.9744	0.5866	0.0	0.7186	0.9830	nan	0.9734	0.8537	0.7873	0.9634	0.7669	0.0	0.6445	0.9534	0.3820	0.0	0.5954	0.9220
0.0824	58.18	640	0.1087	0.6086	0.6798	0.9714	nan	0.9877	0.9269	0.8897	0.9882	0.8186	0.0	0.8032	0.9757	0.6110	0.0	0.8406	0.9952	nan	0.9741	0.8564	0.7941	0.9628	0.7639	0.0	0.7397	0.9598	0.3921	0.0	0.5848	0.8840
0.0816	60.0	660	0.1060	0.6101	0.6772	0.9722	nan	0.9894	0.9402	0.8646	0.9842	0.8415	0.0	0.7738	0.9749	0.6312	0.0	0.8253	0.9785	nan	0.9745	0.8587	0.7972	0.9650	0.7713	0.0	0.7324	0.9650	0.4008	0.0	0.5478	0.9188
0.0829	61.82	680	0.1056	0.6183	0.6715	0.9720	nan	0.9886	0.9449	0.8732	0.9828	0.8584	0.0	0.7537	0.9741	0.5886	0.0	0.7807	0.9850	nan	0.9743	0.8583	0.7965	0.9657	0.7759	0.0	0.7155	0.9597	0.3843	0.0	0.6928	0.9148
0.1027	63.64	700	0.1031	0.6173	0.6786	0.9721	nan	0.9889	0.9300	0.8825	0.9875	0.8370	0.0	0.7903	0.9751	0.6066	0.0	0.8350	0.9885	nan	0.9745	0.8620	0.7973	0.9650	0.7728	0.0	0.7508	0.9571	0.3938	0.0	0.6309	0.9203
0.0998	65.45	720	0.1042	0.6240	0.6727	0.9718	nan	0.9883	0.9422	0.8827	0.9867	0.8207	0.0	0.7999	0.9719	0.5322	0.0	0.8391	0.9816	nan	0.9744	0.8559	0.7951	0.9655	0.7684	0.0	0.7510	0.9592	0.3525	0.0	0.7652	0.9242
0.072	67.27	740	0.1045	0.6144	0.6787	0.9722	nan	0.9896	0.9454	0.8734	0.9875	0.8123	0.0	0.7965	0.9637	0.5820	0.0	0.8853	0.9871	nan	0.9750	0.8559	0.8023	0.9658	0.7643	0.0	0.7467	0.9579	0.3895	0.0	0.6028	0.9265
0.0743	69.09	760	0.1043	0.6208	0.6830	0.9713	nan	0.9884	0.9355	0.8582	0.9893	0.8035	0.0	0.8218	0.9696	0.6572	0.0	0.8619	0.9942	nan	0.9742	0.8610	0.7941	0.9644	0.7632	0.0	0.7712	0.9500	0.4047	0.0	0.6851	0.9027
0.0707	70.91	780	0.1029	0.6113	0.6824	0.9718	nan	0.9917	0.9214	0.8504	0.9898	0.8348	0.0	0.8253	0.9667	0.5826	0.0	0.9146	0.9939	nan	0.9748	0.8554	0.7927	0.9637	0.7769	0.0	0.7698	0.9574	0.3879	0.0	0.5817	0.8870
0.0805	72.73	800	0.0973	0.6116	0.6743	0.9730	nan	0.9912	0.9373	0.8660	0.9858	0.8550	0.0	0.8333	0.9751	0.4338	0.0	0.8999	0.9889	nan	0.9763	0.8603	0.7998	0.9672	0.7886	0.0	0.7670	0.9630	0.2926	0.0	0.6338	0.9022
0.0752	74.55	820	0.0966	0.6230	0.6851	0.9728	nan	0.9911	0.9334	0.8708	0.9882	0.8492	0.0	0.8676	0.9678	0.4659	0.0624	0.9181	0.9914	nan	0.9755	0.8588	0.8023	0.9681	0.7916	0.0	0.7904	0.9603	0.3112	0.0606	0.6871	0.8931
0.0697	76.36	840	0.0983	0.6214	0.6727	0.9728	nan	0.9905	0.9452	0.8647	0.9858	0.8395	0.0	0.8154	0.9732	0.4675	0.0	0.8782	0.9852	nan	0.9755	0.8600	0.7985	0.9684	0.7829	0.0	0.7687	0.9604	0.3162	0.0	0.7128	0.9349
0.0697	78.18	860	0.0995	0.6156	0.6778	0.9722	nan	0.9884	0.9354	0.8923	0.9906	0.8281	0.0	0.8573	0.9698	0.4580	0.0	0.9006	0.9915	nan	0.9754	0.8556	0.7990	0.9657	0.7767	0.0	0.7927	0.9619	0.3007	0.0	0.6730	0.9017
0.0803	80.0	880	0.0992	0.6175	0.6703	0.9730	nan	0.9904	0.9426	0.8748	0.9883	0.8511	0.0	0.8218	0.9700	0.4223	0.0	0.8890	0.9637	nan	0.9762	0.8564	0.8017	0.9686	0.7954	0.0	0.7788	0.9618	0.2867	0.0	0.6713	0.9313
0.0823	81.82	900	0.0973	0.6168	0.6847	0.9731	nan	0.9905	0.9499	0.8543	0.9826	0.8727	0.0	0.8550	0.9735	0.5014	0.0	0.9352	0.9860	nan	0.9763	0.8580	0.7892	0.9698	0.8021	0.0	0.7834	0.9621	0.3350	0.0	0.6072	0.9350
0.0598	83.64	920	0.0954	0.6275	0.6801	0.9733	nan	0.9901	0.9489	0.8719	0.9825	0.8830	0.0	0.8481	0.9741	0.4549	0.0	0.8990	0.9890	nan	0.9760	0.8617	0.7922	0.9699	0.8058	0.0	0.7944	0.9631	0.3129	0.0	0.7540	0.9276
0.0735	85.45	940	0.0999	0.6226	0.6745	0.9723	nan	0.9897	0.9441	0.8749	0.9868	0.8551	0.0	0.8233	0.9650	0.4587	0.0	0.8929	0.9777	nan	0.9761	0.8553	0.7936	0.9692	0.7972	0.0	0.7699	0.9534	0.3065	0.0	0.7480	0.9251
0.0696	87.27	960	0.0999	0.6220	0.6722	0.9726	nan	0.9919	0.9462	0.8167	0.9874	0.8538	0.0	0.8171	0.9703	0.4605	0.0	0.9078	0.9873	nan	0.9755	0.8559	0.7776	0.9698	0.7974	0.0	0.7685	0.9602	0.3078	0.0	0.7414	0.9314
0.0644	89.09	980	0.0931	0.6398	0.6900	0.9750	nan	0.9925	0.9316	0.8678	0.9851	0.8972	0.0	0.8281	0.9818	0.5975	0.0	0.9047	0.9841	nan	0.9765	0.8748	0.8044	0.9701	0.8101	0.0	0.7795	0.9705	0.3899	0.0	0.7927	0.9489
0.0575	90.91	1000	0.0959	0.6301	0.6854	0.9740	nan	0.9896	0.9436	0.8986	0.9857	0.8906	0.0	0.8316	0.9720	0.5076	0.0	0.9078	0.9833	nan	0.9765	0.8658	0.8081	0.9701	0.8106	0.0	0.7807	0.9613	0.3361	0.0	0.7475	0.9349
0.066	92.73	1020	0.0913	0.6283	0.6837	0.9746	nan	0.9922	0.9347	0.8792	0.9844	0.8871	0.0	0.8579	0.9800	0.4638	0.0	0.9167	0.9916	nan	0.9768	0.8739	0.8051	0.9706	0.8100	0.0	0.8016	0.9651	0.3081	0.0	0.7405	0.9164
0.0546	94.55	1040	0.0911	0.6307	0.6824	0.9746	nan	0.9916	0.9393	0.8885	0.9854	0.8828	0.0	0.8570	0.9742	0.4796	0.0	0.8862	0.9864	nan	0.9770	0.8719	0.8072	0.9706	0.8101	0.0	0.7964	0.9639	0.3157	0.0	0.7487	0.9371
0.0716	96.36	1060	0.0937	0.6248	0.6821	0.9742	nan	0.9909	0.9465	0.8896	0.9820	0.8896	0.0	0.8510	0.9756	0.4418	0.0	0.9084	0.9916	nan	0.9770	0.8634	0.8156	0.9701	0.8097	0.0	0.7995	0.9667	0.2885	0.0	0.7244	0.9069
0.0576	98.18	1080	0.0904	0.6289	0.6941	0.9750	nan	0.9910	0.9405	0.8869	0.9852	0.8759	0.0	0.8518	0.9794	0.6394	0.0	0.9277	0.9452	nan	0.9772	0.8750	0.8138	0.9705	0.8051	0.0	0.7947	0.9637	0.4131	0.0	0.6436	0.9186
0.0606	100.0	1100	0.0928	0.6288	0.6792	0.9742	nan	0.9911	0.9493	0.8852	0.9831	0.8831	0.0	0.8521	0.9718	0.4600	0.0	0.8720	0.9826	nan	0.9771	0.8625	0.8163	0.9709	0.8052	0.0	0.8036	0.9638	0.2981	0.0	0.7430	0.9335
0.0597	101.82	1120	0.0897	0.6424	0.6936	0.9750	nan	0.9923	0.9405	0.8641	0.9870	0.8760	0.0	0.8517	0.9719	0.6602	0.0002	0.8922	0.9801	nan	0.9776	0.8727	0.8084	0.9705	0.8083	0.0	0.7879	0.9616	0.4128	0.0002	0.8048	0.9467
0.0621	103.64	1140	0.0879	0.6261	0.6895	0.9752	nan	0.9898	0.9435	0.9067	0.9845	0.8822	0.0	0.8721	0.9842	0.4954	0.0016	0.9125	0.9913	nan	0.9774	0.8761	0.8140	0.9713	0.8095	0.0	0.7999	0.9696	0.3199	0.0016	0.6830	0.9174
0.0602	105.45	1160	0.0881	0.6387	0.6951	0.9756	nan	0.9917	0.9458	0.8855	0.9809	0.8912	0.0	0.8578	0.9837	0.5855	0.0326	0.9078	0.9742	nan	0.9778	0.8781	0.8201	0.9705	0.8113	0.0	0.8106	0.9652	0.3802	0.0326	0.7079	0.9489
0.0541	107.27	1180	0.0904	0.6415	0.6833	0.9754	nan	0.9923	0.9486	0.8892	0.9828	0.8759	0.0	0.8422	0.9741	0.5535	0.0010	0.8414	0.9824	nan	0.9776	0.8737	0.8163	0.9714	0.8132	0.0	0.7996	0.9650	0.3684	0.0010	0.8082	0.9452
0.0547	109.09	1200	0.0888	0.6418	0.6943	0.9760	nan	0.9916	0.9432	0.8859	0.9874	0.8600	0.0	0.8476	0.9811	0.6323	0.0	0.9075	0.9895	nan	0.9778	0.8809	0.8207	0.9715	0.8118	0.0	0.8049	0.9664	0.4088	0.0	0.7697	0.9307
0.0596	110.91	1220	0.0900	0.6405	0.6968	0.9754	nan	0.9913	0.9408	0.8925	0.9856	0.8853	0.0	0.8634	0.9756	0.6322	0.0107	0.9013	0.9791	nan	0.9774	0.8754	0.8180	0.9720	0.8216	0.0	0.8127	0.9616	0.4064	0.0107	0.7352	0.9358
0.0507	112.73	1240	0.0908	0.6305	0.6847	0.9747	nan	0.9915	0.9484	0.8845	0.9830	0.8906	0.0	0.8583	0.9739	0.4710	0.0	0.9125	0.9869	nan	0.9772	0.8682	0.8151	0.9719	0.8173	0.0	0.8147	0.9648	0.3019	0.0	0.7352	0.9295
0.0455	114.55	1260	0.0938	0.6308	0.6784	0.9744	nan	0.9923	0.9503	0.8855	0.9816	0.9113	0.0	0.8149	0.9653	0.4230	0.0	0.9059	0.9889	nan	0.9778	0.8637	0.8202	0.9712	0.8135	0.0	0.7877	0.9583	0.2796	0.0	0.7950	0.9330
0.048	116.36	1280	0.0936	0.6220	0.6703	0.9747	nan	0.9918	0.9469	0.8865	0.9854	0.8863	0.0	0.8440	0.9757	0.3294	0.0	0.8793	0.9893	nan	0.9780	0.8647	0.8210	0.9720	0.8156	0.0	0.8005	0.9656	0.2192	0.0	0.7209	0.9289
0.0463	118.18	1300	0.0900	0.6242	0.6772	0.9753	nan	0.9914	0.9517	0.8897	0.9860	0.8762	0.0	0.8464	0.9755	0.3979	0.0	0.9025	0.9863	nan	0.9784	0.8670	0.8260	0.9718	0.8174	0.0	0.8059	0.9681	0.2628	0.0	0.6776	0.9393
0.0465	120.0	1320	0.0930	0.6341	0.6732	0.9750	nan	0.9917	0.9468	0.8817	0.9887	0.8689	0.0	0.8452	0.9734	0.3972	0.0	0.8773	0.9801	nan	0.9778	0.8669	0.8182	0.9714	0.8194	0.0	0.8089	0.9659	0.2646	0.0	0.8129	0.9374
0.0502	121.82	1340	0.0886	0.6253	0.6780	0.9756	nan	0.9912	0.9450	0.8926	0.9875	0.8638	0.0	0.8620	0.9832	0.4147	0.0	0.8908	0.9837	nan	0.9780	0.8724	0.8232	0.9719	0.8159	0.0	0.8176	0.9708	0.2733	0.0	0.6680	0.9373
0.0533	123.64	1360	0.0909	0.6364	0.6836	0.9758	nan	0.9911	0.9499	0.8999	0.9869	0.8726	0.0	0.8457	0.9777	0.4724	0.0	0.9038	0.9871	nan	0.9784	0.8724	0.8248	0.9727	0.8220	0.0	0.8066	0.9679	0.3108	0.0	0.7791	0.9390
0.0508	125.45	1380	0.0871	0.6395	0.6886	0.9757	nan	0.9905	0.9465	0.9123	0.9840	0.8927	0.0	0.8514	0.9799	0.5121	0.0053	0.8828	0.9942	nan	0.9782	0.8755	0.8192	0.9728	0.8222	0.0	0.8012	0.9685	0.3255	0.0053	0.8334	0.9121
0.0468	127.27	1400	0.0887	0.6415	0.6835	0.9760	nan	0.9919	0.9495	0.9074	0.9819	0.8983	0.0	0.8487	0.9790	0.4751	0.0	0.8791	0.9751	nan	0.9786	0.8770	0.8236	0.9720	0.8216	0.0	0.8101	0.9694	0.3103	0.0	0.8329	0.9439
0.056	129.09	1420	0.0924	0.6374	0.6770	0.9754	nan	0.9914	0.9495	0.8930	0.9881	0.8619	0.0	0.8171	0.9743	0.4818	0.0	0.8736	0.9704	nan	0.9783	0.8673	0.8232	0.9723	0.8198	0.0	0.7873	0.9673	0.3109	0.0	0.8204	0.9389
0.0497	130.91	1440	0.0899	0.6379	0.6754	0.9760	nan	0.9931	0.9436	0.8792	0.9878	0.8857	0.0	0.8438	0.9777	0.4134	0.0001	0.8691	0.9862	nan	0.9783	0.8737	0.8241	0.9724	0.8254	0.0	0.8048	0.9715	0.2750	0.0001	0.8249	0.9427
0.0519	132.73	1460	0.0912	0.6385	0.6810	0.9757	nan	0.9910	0.9447	0.9049	0.9896	0.8752	0.0	0.8507	0.9747	0.4465	0.0	0.8869	0.9895	nan	0.9787	0.8690	0.8292	0.9720	0.8223	0.0	0.7985	0.9669	0.2905	0.0	0.8346	0.9393
0.0529	134.55	1480	0.0868	0.6421	0.6851	0.9762	nan	0.9926	0.9446	0.8778	0.9869	0.8962	0.0	0.8482	0.9789	0.5179	0.0	0.8899	0.9740	nan	0.9788	0.8758	0.8223	0.9724	0.8253	0.0	0.8075	0.9702	0.3241	0.0	0.8268	0.9439
0.0443	136.36	1500	0.0892	0.6327	0.6773	0.9758	nan	0.9927	0.9482	0.8801	0.9851	0.8933	0.0	0.8489	0.9784	0.4032	0.0012	0.8899	0.9844	nan	0.9783	0.8728	0.8217	0.9729	0.8253	0.0	0.8145	0.9688	0.2697	0.0012	0.7518	0.9477
0.0467	138.18	1520	0.0875	0.6376	0.6821	0.9758	nan	0.9913	0.9418	0.9080	0.9879	0.8849	0.0	0.8577	0.9782	0.4535	0.0	0.8816	0.9831	nan	0.9788	0.8715	0.8266	0.9719	0.8240	0.0	0.8031	0.9683	0.2954	0.0	0.8051	0.9437
0.0456	140.0	1540	0.0920	0.6348	0.6757	0.9754	nan	0.9926	0.9431	0.8845	0.9883	0.8819	0.0	0.8550	0.9750	0.3713	0.0	0.9087	0.9833	nan	0.9786	0.8662	0.8251	0.9725	0.8248	0.0	0.8059	0.9663	0.2475	0.0	0.8224	0.9431
0.0464	141.82	1560	0.0928	0.6213	0.6727	0.9749	nan	0.9922	0.9426	0.8930	0.9891	0.8705	0.0	0.8534	0.9699	0.3501	0.0003	0.9004	0.9829	nan	0.9788	0.8664	0.8236	0.9718	0.8173	0.0	0.8144	0.9632	0.2344	0.0003	0.6645	0.9425
0.0515	143.64	1580	0.0870	0.6458	0.6873	0.9765	nan	0.9922	0.9450	0.8966	0.9871	0.8969	0.0	0.8351	0.9776	0.5370	0.0	0.8887	0.9790	nan	0.9789	0.8775	0.8220	0.9731	0.8302	0.0	0.8041	0.9698	0.3500	0.0	0.8378	0.9519
0.0523	145.45	1600	0.0863	0.6476	0.6915	0.9767	nan	0.9931	0.9472	0.8754	0.9882	0.8823	0.0	0.8597	0.9766	0.5686	0.0	0.9093	0.9887	nan	0.9789	0.8781	0.8255	0.9729	0.8275	0.0	0.8152	0.9697	0.3796	0.0	0.8277	0.9432
0.052	147.27	1620	0.0873	0.6420	0.6825	0.9764	nan	0.9922	0.9500	0.8870	0.9873	0.8899	0.0	0.8587	0.9777	0.4852	0.0	0.8690	0.9760	nan	0.9792	0.8712	0.8313	0.9731	0.8311	0.0	0.8184	0.9693	0.3199	0.0	0.8105	0.9414
0.0473	149.09	1640	0.0875	0.6421	0.6892	0.9764	nan	0.9922	0.9482	0.9111	0.9830	0.9171	0.0	0.8507	0.9768	0.4431	0.0	0.9482	0.9885	nan	0.9792	0.8750	0.8314	0.9729	0.8297	0.0	0.8091	0.9695	0.2972	0.0	0.8383	0.9450
0.0445	150.91	1660	0.0842	0.6527	0.6974	0.9774	nan	0.9928	0.9471	0.8885	0.9834	0.9026	0.0	0.8568	0.9864	0.6235	0.0	0.8997	0.9859	nan	0.9788	0.8870	0.8257	0.9733	0.8326	0.0	0.8127	0.9753	0.4015	0.0	0.8476	0.9501
0.0478	152.73	1680	0.0865	0.6443	0.6865	0.9765	nan	0.9930	0.9384	0.8960	0.9844	0.9068	0.0	0.8708	0.9842	0.4478	0.0	0.9144	0.9881	nan	0.9789	0.8757	0.8300	0.9734	0.8344	0.0	0.8121	0.9743	0.2946	0.0	0.8543	0.9486
0.0446	154.55	1700	0.0870	0.6366	0.6838	0.9762	nan	0.9926	0.9455	0.9027	0.9864	0.8989	0.0	0.8544	0.9744	0.4161	0.0038	0.9286	0.9860	nan	0.9794	0.8722	0.8321	0.9733	0.8241	0.0	0.8089	0.9675	0.2782	0.0038	0.7873	0.9485
0.0408	156.36	1720	0.0872	0.6391	0.6887	0.9769	nan	0.9929	0.9444	0.8817	0.9868	0.8889	0.0	0.8612	0.9841	0.5046	0.0020	0.9160	0.9900	nan	0.9789	0.8807	0.8256	0.9738	0.8312	0.0	0.8095	0.9733	0.3279	0.0020	0.7604	0.9456
0.0456	158.18	1740	0.0855	0.6520	0.6956	0.9774	nan	0.9929	0.9444	0.8943	0.9878	0.8884	0.0	0.8676	0.9796	0.6019	0.0005	0.9043	0.9808	nan	0.9795	0.8837	0.8329	0.9733	0.8323	0.0	0.8160	0.9717	0.3833	0.0005	0.8495	0.9534
0.0476	160.0	1760	0.0868	0.6477	0.6920	0.9766	nan	0.9917	0.9492	0.9086	0.9843	0.9041	0.0	0.8346	0.9772	0.5563	0.0008	0.9078	0.9816	nan	0.9795	0.8796	0.8315	0.9728	0.8183	0.0	0.7906	0.9661	0.3688	0.0008	0.8619	0.9496
0.0566	161.82	1780	0.0887	0.6417	0.6789	0.9761	nan	0.9934	0.9505	0.8682	0.9849	0.8958	0.0	0.8442	0.9778	0.4560	0.0006	0.8697	0.9849	nan	0.9785	0.8737	0.8161	0.9738	0.8317	0.0	0.8078	0.9707	0.3040	0.0006	0.8365	0.9482
0.0401	163.64	1800	0.0858	0.6481	0.6910	0.9767	nan	0.9939	0.9386	0.8660	0.9871	0.9003	0.0	0.8600	0.9816	0.5701	0.0029	0.8975	0.9849	nan	0.9786	0.8804	0.8180	0.9736	0.8312	0.0	0.8110	0.9707	0.3689	0.0029	0.8452	0.9450
0.0444	165.45	1820	0.0860	0.6523	0.6953	0.9773	nan	0.9927	0.9457	0.8903	0.9881	0.8894	0.0	0.8563	0.9806	0.5883	0.0	0.9254	0.9817	nan	0.9791	0.8831	0.8284	0.9736	0.8308	0.0	0.8148	0.9727	0.3862	0.0	0.8561	0.9544
0.046	167.27	1840	0.0843	0.6520	0.6935	0.9776	nan	0.9927	0.9457	0.8892	0.9872	0.8920	0.0	0.8584	0.9864	0.5872	0.0004	0.9052	0.9714	nan	0.9792	0.8877	0.8292	0.9740	0.8305	0.0	0.8158	0.9738	0.3900	0.0004	0.8492	0.9455
0.0447	169.09	1860	0.0845	0.6496	0.6915	0.9773	nan	0.9934	0.9468	0.8948	0.9842	0.9045	0.0	0.8463	0.9818	0.5438	0.0	0.9126	0.9818	nan	0.9794	0.8843	0.8311	0.9737	0.8292	0.0	0.8147	0.9719	0.3579	0.0	0.8540	0.9489
0.0448	170.91	1880	0.0850	0.6516	0.6959	0.9772	nan	0.9925	0.9460	0.9000	0.9882	0.8887	0.0	0.8586	0.9766	0.6172	0.0005	0.9082	0.9699	nan	0.9793	0.8827	0.8312	0.9737	0.8319	0.0	0.8139	0.9692	0.4030	0.0005	0.8391	0.9463
0.0432	172.73	1900	0.0846	0.6461	0.6916	0.9770	nan	0.9919	0.9509	0.9007	0.9859	0.9084	0.0	0.8633	0.9783	0.5265	0.0	0.8888	0.9957	nan	0.9794	0.8784	0.8339	0.9742	0.8369	0.0	0.8174	0.9719	0.3383	0.0	0.8343	0.9343
0.0403	174.55	1920	0.0891	0.6386	0.6791	0.9764	nan	0.9928	0.9528	0.8935	0.9832	0.9037	0.0	0.8613	0.9795	0.3732	0.0004	0.9052	0.9832	nan	0.9794	0.8730	0.8329	0.9736	0.8364	0.0	0.8171	0.9690	0.2479	0.0004	0.8240	0.9487
0.0405	176.36	1940	0.0860	0.6393	0.6853	0.9769	nan	0.9935	0.9449	0.8865	0.9864	0.8847	0.0	0.8523	0.9799	0.5182	0.0010	0.8945	0.9672	nan	0.9793	0.8807	0.8300	0.9738	0.8268	0.0	0.8157	0.9690	0.3349	0.0010	0.7527	0.9474
0.0402	178.18	1960	0.0847	0.6502	0.6921	0.9769	nan	0.9926	0.9465	0.8924	0.9892	0.8834	0.0	0.8686	0.9770	0.4591	0.0827	0.9181	0.9871	nan	0.9797	0.8758	0.8332	0.9737	0.8297	0.0	0.8206	0.9700	0.3011	0.0827	0.8403	0.9461
0.0436	180.0	1980	0.0815	0.6690	0.7161	0.9774	nan	0.9918	0.9493	0.8977	0.9876	0.8862	0.0	0.8811	0.9812	0.4751	0.3711	0.9036	0.9850	nan	0.9798	0.8820	0.8311	0.9742	0.8307	0.0	0.8124	0.9700	0.3094	0.3706	0.7918	0.9445
0.0421	181.82	2000	0.0854	0.6503	0.6950	0.9770	nan	0.9935	0.9442	0.8793	0.9873	0.9035	0.0	0.8674	0.9774	0.5263	0.0594	0.9222	0.9750	nan	0.9792	0.8809	0.8249	0.9746	0.8335	0.0	0.8129	0.9669	0.3519	0.0594	0.8241	0.9457
0.0371	183.64	2020	0.0849	0.6483	0.6947	0.9773	nan	0.9928	0.9426	0.8938	0.9890	0.8770	0.0	0.8678	0.9821	0.5535	0.0308	0.9119	0.9892	nan	0.9798	0.8829	0.8330	0.9739	0.8290	0.0	0.8214	0.9704	0.3514	0.0308	0.8132	0.9425
0.0443	185.45	2040	0.0843	0.6457	0.6853	0.9771	nan	0.9935	0.9458	0.8817	0.9882	0.8838	0.0	0.8539	0.9804	0.5030	0.0012	0.8981	0.9789	nan	0.9796	0.8809	0.8281	0.9742	0.8324	0.0	0.8179	0.9702	0.3281	0.0012	0.8325	0.9485
0.0385	187.27	2060	0.0845	0.6541	0.6969	0.9774	nan	0.9941	0.9462	0.8743	0.9878	0.8929	0.0	0.8566	0.9762	0.6349	0.0032	0.9201	0.9729	nan	0.9790	0.8862	0.8223	0.9741	0.8351	0.0	0.8207	0.9712	0.4177	0.0032	0.8426	0.9514
0.0399	189.09	2080	0.0837	0.6527	0.6989	0.9776	nan	0.9919	0.9501	0.9122	0.9855	0.9098	0.0	0.8795	0.9811	0.5548	0.0128	0.9242	0.9840	nan	0.9798	0.8845	0.8356	0.9743	0.8367	0.0	0.8283	0.9719	0.3656	0.0128	0.8463	0.9493
0.0431	190.91	2100	0.0839	0.6531	0.6996	0.9774	nan	0.9917	0.9453	0.9157	0.9890	0.8875	0.0	0.8777	0.9777	0.6127	0.0171	0.9132	0.9678	nan	0.9798	0.8899	0.8325	0.9738	0.8315	0.0	0.8317	0.9691	0.3959	0.0171	0.8222	0.9465
0.0391	192.73	2120	0.0858	0.6470	0.6854	0.9775	nan	0.9940	0.9423	0.8936	0.9881	0.8904	0.0	0.8589	0.9811	0.4732	0.0024	0.9091	0.9774	nan	0.9798	0.8832	0.8332	0.9747	0.8376	0.0	0.8227	0.9724	0.3105	0.0024	0.8475	0.9467
0.0456	194.55	2140	0.0837	0.6486	0.6902	0.9777	nan	0.9931	0.9509	0.8929	0.9847	0.9039	0.0	0.8655	0.9842	0.5249	0.0019	0.8949	0.9757	nan	0.9797	0.8867	0.8311	0.9748	0.8352	0.0	0.8232	0.9738	0.3440	0.0019	0.8342	0.9471
0.0402	196.36	2160	0.0845	0.6471	0.6883	0.9777	nan	0.9929	0.9508	0.8902	0.9869	0.8998	0.0	0.8581	0.9838	0.5185	0.0009	0.8828	0.9831	nan	0.9803	0.8831	0.8354	0.9742	0.8368	0.0	0.8180	0.9740	0.3370	0.0009	0.8272	0.9450
0.0401	198.18	2180	0.0845	0.6442	0.6850	0.9772	nan	0.9915	0.9541	0.9191	0.9855	0.8951	0.0	0.8530	0.9812	0.4627	0.0003	0.8910	0.9714	nan	0.9798	0.8795	0.8322	0.9747	0.8343	0.0	0.8161	0.9739	0.3073	0.0003	0.8313	0.9449
0.0412	200.0	2200	0.0851	0.6480	0.6892	0.9776	nan	0.9938	0.9482	0.8900	0.9864	0.8914	0.0	0.8598	0.9812	0.5108	0.0054	0.9217	0.9715	nan	0.9794	0.8861	0.8301	0.9745	0.8346	0.0	0.8271	0.9737	0.3424	0.0054	0.8244	0.9469
0.043	201.82	2220	0.0851	0.6426	0.6807	0.9773	nan	0.9925	0.9475	0.9046	0.9870	0.8995	0.0	0.8505	0.9851	0.3807	0.0039	0.9116	0.9861	nan	0.9800	0.8786	0.8335	0.9748	0.8384	0.0	0.8218	0.9753	0.2520	0.0039	0.8551	0.9409
0.0371	203.64	2240	0.0859	0.6406	0.6836	0.9774	nan	0.9929	0.9508	0.9022	0.9846	0.9086	0.0	0.8696	0.9831	0.3943	0.0071	0.9134	0.9806	nan	0.9801	0.8788	0.8377	0.9746	0.8404	0.0	0.8231	0.9748	0.2606	0.0071	0.8088	0.9425
0.0355	205.45	2260	0.0833	0.6460	0.6877	0.9777	nan	0.9931	0.9481	0.8961	0.9859	0.9084	0.0	0.8678	0.9856	0.4645	0.0090	0.8975	0.9840	nan	0.9801	0.8850	0.8338	0.9748	0.8389	0.0	0.8238	0.9745	0.3060	0.0090	0.8263	0.9454
0.0382	207.27	2280	0.0839	0.6471	0.6885	0.9777	nan	0.9936	0.9437	0.8971	0.9866	0.8981	0.0	0.8724	0.9851	0.4615	0.0353	0.9068	0.9699	nan	0.9798	0.8859	0.8297	0.9750	0.8406	0.0	0.8149	0.9750	0.3041	0.0353	0.8238	0.9481
0.0383	209.09	2300	0.0860	0.6433	0.6849	0.9771	nan	0.9921	0.9491	0.9125	0.9862	0.9107	0.0	0.8769	0.9794	0.4066	0.0111	0.9015	0.9776	nan	0.9796	0.8809	0.8274	0.9750	0.8402	0.0	0.8304	0.9723	0.2693	0.0111	0.8281	0.9489
0.0369	210.91	2320	0.0858	0.6451	0.6854	0.9774	nan	0.9938	0.9469	0.8873	0.9875	0.8980	0.0	0.8681	0.9792	0.4341	0.0301	0.8997	0.9849	nan	0.9799	0.8820	0.8302	0.9751	0.8392	0.0	0.8270	0.9709	0.2871	0.0300	0.8170	0.9482
0.0365	212.73	2340	0.0870	0.6424	0.6818	0.9774	nan	0.9932	0.9465	0.8934	0.9882	0.8889	0.0	0.8825	0.9840	0.4031	0.0084	0.8975	0.9776	nan	0.9802	0.8806	0.8351	0.9750	0.8359	0.0	0.8287	0.9722	0.2679	0.0084	0.8182	0.9497
0.0388	214.55	2360	0.0846	0.6463	0.6844	0.9777	nan	0.9933	0.9474	0.8950	0.9884	0.8972	0.0	0.8586	0.9814	0.4519	0.0087	0.8919	0.9837	nan	0.9804	0.8816	0.8358	0.9750	0.8385	0.0	0.8168	0.9725	0.2994	0.0087	0.8421	0.9517
0.0352	216.36	2380	0.0857	0.6476	0.6861	0.9776	nan	0.9937	0.9468	0.8907	0.9869	0.9014	0.0	0.8626	0.9822	0.4450	0.0199	0.9125	0.9782	nan	0.9798	0.8848	0.8314	0.9750	0.8406	0.0	0.8210	0.9735	0.2926	0.0199	0.8490	0.9517
0.0382	218.18	2400	0.0857	0.6466	0.6898	0.9774	nan	0.9924	0.9508	0.8959	0.9843	0.9031	0.0	0.8752	0.9884	0.4047	0.0570	0.9235	0.9926	nan	0.9800	0.8822	0.8340	0.9745	0.8345	0.0	0.8227	0.9741	0.2655	0.0570	0.8529	0.9289
0.0378	220.0	2420	0.0898	0.6441	0.6845	0.9767	nan	0.9916	0.9460	0.9194	0.9881	0.9021	0.0	0.8785	0.9782	0.3604	0.0384	0.9238	0.9718	nan	0.9798	0.8752	0.8329	0.9748	0.8383	0.0	0.8230	0.9694	0.2401	0.0384	0.8566	0.9444
0.0383	221.82	2440	0.0864	0.6444	0.6799	0.9773	nan	0.9942	0.9487	0.8780	0.9863	0.9040	0.0	0.8575	0.9817	0.4188	0.0098	0.8942	0.9651	nan	0.9796	0.8815	0.8291	0.9753	0.8390	0.0	0.8213	0.9732	0.2791	0.0098	0.8409	0.9483
0.0339	223.64	2460	0.0903	0.6451	0.6845	0.9771	nan	0.9932	0.9525	0.8919	0.9859	0.8993	0.0	0.8594	0.9775	0.4242	0.0173	0.9150	0.9822	nan	0.9799	0.8781	0.8304	0.9752	0.8406	0.0	0.8191	0.9687	0.2815	0.0173	0.8416	0.9533
0.0369	225.45	2480	0.0885	0.6394	0.6782	0.9771	nan	0.9930	0.9472	0.9029	0.9881	0.8882	0.0	0.8679	0.9787	0.3940	0.0029	0.8674	0.9865	nan	0.9800	0.8797	0.8314	0.9754	0.8349	0.0	0.8237	0.9698	0.2634	0.0029	0.8046	0.9465
0.0362	227.27	2500	0.0907	0.6431	0.6818	0.9771	nan	0.9938	0.9467	0.8888	0.9883	0.8969	0.0	0.8804	0.9772	0.3631	0.0375	0.9137	0.9774	nan	0.9798	0.8776	0.8317	0.9753	0.8415	0.0	0.8259	0.9703	0.2421	0.0375	0.8272	0.9513
0.0381	229.09	2520	0.0875	0.6538	0.6983	0.9775	nan	0.9940	0.9460	0.8795	0.9867	0.9127	0.0	0.8662	0.9761	0.5741	0.0397	0.9178	0.9854	nan	0.9796	0.8836	0.8292	0.9752	0.8412	0.0	0.8211	0.9681	0.3713	0.0397	0.8419	0.9482
0.0378	230.91	2540	0.0891	0.6451	0.6820	0.9772	nan	0.9941	0.9497	0.8782	0.9853	0.9044	0.0	0.8550	0.9823	0.4145	0.0431	0.8920	0.9675	nan	0.9801	0.8799	0.8293	0.9748	0.8341	0.0	0.8235	0.9715	0.2744	0.0431	0.8278	0.9482
0.0366	232.73	2560	0.0805	0.6596	0.7029	0.9781	nan	0.9927	0.9457	0.9038	0.9883	0.9021	0.0	0.8627	0.9820	0.5617	0.1157	0.9036	0.9792	nan	0.9804	0.8879	0.8347	0.9751	0.8363	0.0	0.8243	0.9713	0.3664	0.1157	0.8314	0.9517
0.0392	234.55	2580	0.0876	0.6457	0.6848	0.9775	nan	0.9932	0.9542	0.8871	0.9864	0.8981	0.0	0.8556	0.9812	0.4539	0.0049	0.9222	0.9662	nan	0.9801	0.8793	0.8331	0.9755	0.8402	0.0	0.8213	0.9730	0.2986	0.0049	0.8421	0.9459
0.0343	236.36	2600	0.0929	0.6426	0.6817	0.9767	nan	0.9939	0.9510	0.8821	0.9868	0.9002	0.0	0.8755	0.9732	0.3850	0.0175	0.9199	0.9769	nan	0.9797	0.8746	0.8311	0.9756	0.8401	0.0	0.8335	0.9670	0.2518	0.0175	0.8300	0.9533
0.0293	238.18	2620	0.0866	0.6505	0.6889	0.9774	nan	0.9936	0.9459	0.8962	0.9881	0.9018	0.0	0.8603	0.9749	0.5017	0.0444	0.8683	0.9809	nan	0.9796	0.8821	0.8319	0.9759	0.8400	0.0	0.8296	0.9691	0.3295	0.0444	0.8198	0.9541
0.0353	240.0	2640	0.0883	0.6480	0.6858	0.9776	nan	0.9932	0.9495	0.9035	0.9866	0.9131	0.0	0.8624	0.9788	0.4136	0.0268	0.9084	0.9792	nan	0.9802	0.8823	0.8352	0.9756	0.8412	0.0	0.8318	0.9712	0.2761	0.0268	0.8497	0.9534
0.0372	241.82	2660	0.0902	0.6433	0.6790	0.9775	nan	0.9937	0.9508	0.8846	0.9880	0.8968	0.0	0.8704	0.9824	0.3534	0.0062	0.9178	0.9832	nan	0.9803	0.8801	0.8332	0.9758	0.8412	0.0	0.8291	0.9733	0.2367	0.0062	0.8540	0.9533
0.0343	243.64	2680	0.0866	0.6496	0.6912	0.9766	nan	0.9932	0.9498	0.8967	0.9863	0.8808	0.0	0.8618	0.9714	0.4802	0.0480	0.9261	0.9906	nan	0.9801	0.8795	0.8317	0.9748	0.8345	0.0	0.8253	0.9611	0.3118	0.0454	0.8515	0.9493
0.0342	245.45	2700	0.0872	0.6468	0.6875	0.9774	nan	0.9930	0.9491	0.8958	0.9878	0.8840	0.0	0.8627	0.9795	0.4834	0.0200	0.8965	0.9851	nan	0.9803	0.8788	0.8315	0.9751	0.8329	0.0	0.8275	0.9709	0.3149	0.0200	0.8233	0.9530
0.0348	247.27	2720	0.0851	0.6531	0.6958	0.9781	nan	0.9932	0.9475	0.9046	0.9874	0.8862	0.0	0.8656	0.9824	0.5480	0.0275	0.9258	0.9776	nan	0.9805	0.8861	0.8377	0.9756	0.8310	0.0	0.8251	0.9717	0.3604	0.0275	0.8419	0.9532
0.0323	249.09	2740	0.0843	0.6518	0.6893	0.9780	nan	0.9934	0.9488	0.9029	0.9883	0.8835	0.0	0.8707	0.9807	0.4740	0.0491	0.8972	0.9720	nan	0.9802	0.8849	0.8369	0.9755	0.8337	0.0	0.8349	0.9736	0.3165	0.0491	0.8370	0.9511
0.0355	250.91	2760	0.0860	0.6511	0.6904	0.9780	nan	0.9931	0.9499	0.9036	0.9877	0.8926	0.0	0.8690	0.9808	0.5094	0.0171	0.9016	0.9699	nan	0.9805	0.8852	0.8370	0.9756	0.8348	0.0	0.8307	0.9720	0.3331	0.0171	0.8485	0.9504
0.0366	252.73	2780	0.0867	0.6514	0.6900	0.9778	nan	0.9937	0.9446	0.9035	0.9886	0.8815	0.0	0.8649	0.9794	0.5150	0.0229	0.9016	0.9744	nan	0.9803	0.8844	0.8358	0.9755	0.8337	0.0	0.8274	0.9709	0.3393	0.0229	0.8452	0.9524
0.0368	254.55	2800	0.0879	0.6451	0.6828	0.9777	nan	0.9937	0.9434	0.9032	0.9882	0.8870	0.0	0.8569	0.9826	0.4230	0.0183	0.8910	0.9890	nan	0.9804	0.8819	0.8383	0.9753	0.8337	0.0	0.8215	0.9726	0.2783	0.0183	0.8376	0.9488
0.0388	256.36	2820	0.0883	0.6422	0.6776	0.9776	nan	0.9937	0.9464	0.9016	0.9883	0.8907	0.0	0.8708	0.9827	0.3579	0.0076	0.8931	0.9764	nan	0.9804	0.8827	0.8374	0.9754	0.8333	0.0	0.8287	0.9729	0.2403	0.0076	0.8395	0.9509
0.0386	258.18	2840	0.0893	0.6434	0.6809	0.9772	nan	0.9938	0.9477	0.8840	0.9885	0.8922	0.0	0.8622	0.9794	0.3777	0.0420	0.9091	0.9745	nan	0.9801	0.8804	0.8298	0.9754	0.8342	0.0	0.8269	0.9703	0.2490	0.0420	0.8242	0.9520
0.0386	260.0	2860	0.0903	0.6473	0.6870	0.9776	nan	0.9940	0.9485	0.8889	0.9860	0.9029	0.0	0.8773	0.9816	0.3984	0.0531	0.9192	0.9808	nan	0.9803	0.8815	0.8334	0.9756	0.8383	0.0	0.8326	0.9719	0.2637	0.0531	0.8304	0.9544
0.0383	261.82	2880	0.0882	0.6451	0.6817	0.9771	nan	0.9923	0.9516	0.9188	0.9872	0.8969	0.0	0.8459	0.9748	0.4169	0.0588	0.8576	0.9614	nan	0.9805	0.8734	0.8412	0.9756	0.8391	0.0	0.8114	0.9671	0.2781	0.0588	0.8156	0.9450
0.0453	263.64	2900	0.0936	0.6425	0.6776	0.9770	nan	0.9938	0.9515	0.8913	0.9875	0.8942	0.0	0.8662	0.9750	0.3374	0.0279	0.9025	0.9808	nan	0.9799	0.8763	0.8322	0.9759	0.8413	0.0	0.8315	0.9685	0.2306	0.0279	0.8327	0.9552
0.0337	265.45	2920	0.0940	0.6379	0.6778	0.9761	nan	0.9937	0.9492	0.9001	0.9869	0.8973	0.0	0.8594	0.9643	0.3736	0.0228	0.8864	0.9772	nan	0.9799	0.8747	0.8347	0.9754	0.8359	0.0	0.8280	0.9589	0.2507	0.0228	0.7784	0.9534
0.037	267.27	2940	0.0926	0.6435	0.6818	0.9771	nan	0.9938	0.9521	0.8916	0.9878	0.8858	0.0	0.8528	0.9722	0.4428	0.0264	0.8817	0.9758	nan	0.9803	0.8757	0.8370	0.9758	0.8372	0.0	0.8186	0.9658	0.2930	0.0264	0.8019	0.9537
0.0357	269.09	2960	0.0887	0.6467	0.6829	0.9776	nan	0.9937	0.9502	0.9018	0.9873	0.9034	0.0	0.8470	0.9759	0.4431	0.0296	0.8739	0.9719	nan	0.9804	0.8799	0.8387	0.9760	0.8437	0.0	0.8183	0.9696	0.2943	0.0296	0.8247	0.9519
0.033	270.91	2980	0.0910	0.6453	0.6824	0.9773	nan	0.9934	0.9515	0.8987	0.9864	0.9136	0.0	0.8525	0.9744	0.4236	0.0323	0.8571	0.9880	nan	0.9804	0.8760	0.8387	0.9759	0.8437	0.0	0.8255	0.9671	0.2827	0.0323	0.8169	0.9492
0.0333	272.73	3000	0.0910	0.6481	0.6856	0.9774	nan	0.9943	0.9491	0.8809	0.9854	0.9146	0.0	0.8704	0.9788	0.4187	0.0534	0.8887	0.9782	nan	0.9799	0.8802	0.8306	0.9758	0.8404	0.0	0.8322	0.9703	0.2804	0.0534	0.8296	0.9522
0.037	274.55	3020	0.0907	0.6453	0.6841	0.9771	nan	0.9934	0.9531	0.8984	0.9865	0.9030	0.0	0.8419	0.9721	0.4512	0.0357	0.8848	0.9729	nan	0.9806	0.8740	0.8384	0.9757	0.8420	0.0	0.8096	0.9646	0.2979	0.0357	0.8184	0.9520
0.0365	276.36	3040	0.0909	0.6466	0.6848	0.9773	nan	0.9939	0.9522	0.8941	0.9849	0.9098	0.0	0.8605	0.9761	0.4040	0.0574	0.8935	0.9757	nan	0.9804	0.8766	0.8367	0.9756	0.8423	0.0	0.8269	0.9696	0.2695	0.0574	0.8201	0.9513
0.0354	278.18	3060	0.0905	0.6487	0.6945	0.9772	nan	0.9928	0.9459	0.9125	0.9880	0.9037	0.0	0.8835	0.9734	0.4337	0.0627	0.9426	0.9893	nan	0.9802	0.8777	0.8358	0.9757	0.8375	0.0	0.8297	0.9668	0.2863	0.0626	0.8329	0.9478
0.0378	280.0	3080	0.0879	0.6535	0.6946	0.9778	nan	0.9931	0.9468	0.9035	0.9891	0.8882	0.0	0.8652	0.9781	0.5137	0.0597	0.9041	0.9878	nan	0.9805	0.8828	0.8358	0.9758	0.8385	0.0	0.8281	0.9697	0.3350	0.0597	0.8412	0.9488
0.0371	281.82	3100	0.0858	0.6545	0.6945	0.9783	nan	0.9933	0.9467	0.9019	0.9886	0.8911	0.0	0.8670	0.9826	0.5208	0.0628	0.8881	0.9858	nan	0.9805	0.8874	0.8387	0.9759	0.8411	0.0	0.8301	0.9727	0.3412	0.0628	0.8308	0.9466
0.035	283.64	3120	0.0876	0.6526	0.6928	0.9780	nan	0.9934	0.9498	0.9050	0.9873	0.9034	0.0	0.8836	0.9783	0.4618	0.0547	0.9038	0.9846	nan	0.9807	0.8836	0.8402	0.9763	0.8446	0.0	0.8362	0.9713	0.3050	0.0546	0.8429	0.9480
0.0349	285.45	3140	0.0877	0.6500	0.6906	0.9780	nan	0.9930	0.9504	0.9105	0.9869	0.9051	0.0	0.8656	0.9809	0.4285	0.0499	0.9171	0.9901	nan	0.9804	0.8853	0.8374	0.9763	0.8424	0.0	0.8308	0.9728	0.2869	0.0499	0.8404	0.9471
0.0423	287.27	3160	0.0875	0.6496	0.6888	0.9781	nan	0.9929	0.9553	0.9057	0.9863	0.9057	0.0	0.8749	0.9822	0.4253	0.0542	0.8963	0.9755	nan	0.9807	0.8844	0.8394	0.9760	0.8420	0.0	0.8338	0.9748	0.2834	0.0542	0.8248	0.9516
0.0326	289.09	3180	0.0897	0.6492	0.6881	0.9780	nan	0.9936	0.9527	0.8975	0.9870	0.9142	0.0	0.8698	0.9788	0.4126	0.0584	0.9041	0.9763	nan	0.9808	0.8823	0.8411	0.9761	0.8421	0.0	0.8305	0.9724	0.2746	0.0583	0.8292	0.9520
0.0323	290.91	3200	0.0899	0.6487	0.6875	0.9782	nan	0.9934	0.9504	0.8956	0.9878	0.8963	0.0	0.8841	0.9845	0.4247	0.0323	0.8995	0.9888	nan	0.9807	0.8849	0.8356	0.9762	0.8384	0.0	0.8347	0.9761	0.2822	0.0323	0.8397	0.9517
0.0407	292.73	3220	0.0844	0.6536	0.6982	0.9782	nan	0.9930	0.9509	0.9032	0.9872	0.9049	0.0	0.8784	0.9808	0.4992	0.0769	0.9125	0.9902	nan	0.9809	0.8850	0.8388	0.9761	0.8392	0.0	0.8307	0.9729	0.3249	0.0768	0.8274	0.9438
0.0365	294.55	3240	0.0892	0.6506	0.6887	0.9779	nan	0.9943	0.9506	0.8839	0.9878	0.9002	0.0	0.8785	0.9772	0.4731	0.0510	0.8823	0.9736	nan	0.9806	0.8820	0.8361	0.9761	0.8421	0.0	0.8275	0.9705	0.3144	0.0509	0.8260	0.9512
0.0315	296.36	3260	0.0882	0.6528	0.6949	0.9781	nan	0.9935	0.9462	0.9003	0.9884	0.9042	0.0	0.8880	0.9805	0.4850	0.0606	0.9047	0.9822	nan	0.9808	0.8822	0.8440	0.9760	0.8444	0.0	0.8331	0.9712	0.3161	0.0606	0.8248	0.9529
0.0379	298.18	3280	0.0894	0.6517	0.6921	0.9781	nan	0.9935	0.9504	0.8988	0.9868	0.9107	0.0	0.8828	0.9815	0.4648	0.0525	0.9134	0.9626	nan	0.9806	0.8837	0.8398	0.9761	0.8460	0.0	0.8284	0.9726	0.3106	0.0524	0.8347	0.9477
0.034	300.0	3300	0.0889	0.6531	0.6950	0.9779	nan	0.9939	0.9525	0.8816	0.9866	0.9054	0.0	0.8788	0.9787	0.5118	0.0680	0.9114	0.9664	nan	0.9802	0.8843	0.8316	0.9761	0.8440	0.0	0.8317	0.9709	0.3396	0.0679	0.8153	0.9490
0.0387	301.82	3320	0.0877	0.6542	0.6954	0.9781	nan	0.9937	0.9516	0.8935	0.9870	0.9100	0.0	0.8756	0.9778	0.5035	0.0720	0.8871	0.9884	nan	0.9810	0.8816	0.8420	0.9761	0.8463	0.0	0.8325	0.9710	0.3264	0.0719	0.8233	0.9521
0.0349	303.64	3340	0.0875	0.6509	0.6923	0.9781	nan	0.9933	0.9499	0.8976	0.9874	0.9067	0.0	0.8839	0.9811	0.4834	0.0564	0.8771	0.9830	nan	0.9805	0.8849	0.8363	0.9764	0.8444	0.0	0.8349	0.9724	0.3192	0.0558	0.8106	0.9461
0.0313	305.45	3360	0.0894	0.6503	0.6889	0.9779	nan	0.9938	0.9537	0.8934	0.9858	0.9085	0.0	0.8752	0.9786	0.4658	0.0540	0.8803	0.9669	nan	0.9806	0.8827	0.8379	0.9762	0.8451	0.0	0.8352	0.9710	0.3082	0.0533	0.8173	0.9470
0.0358	307.27	3380	0.0894	0.6465	0.6883	0.9778	nan	0.9923	0.9520	0.9138	0.9893	0.8962	0.0	0.8796	0.9780	0.4009	0.0639	0.9009	0.9806	nan	0.9808	0.8814	0.8397	0.9761	0.8424	0.0	0.8330	0.9708	0.2664	0.0637	0.8022	0.9475
0.0323	309.09	3400	0.0890	0.6486	0.6912	0.9781	nan	0.9936	0.9510	0.8914	0.9870	0.9048	0.0	0.8768	0.9829	0.4675	0.0636	0.8936	0.9735	nan	0.9804	0.8869	0.8342	0.9763	0.8419	0.0	0.8339	0.9741	0.3078	0.0623	0.7855	0.9485
0.0299	310.91	3420	0.0898	0.6479	0.6913	0.9779	nan	0.9930	0.9546	0.9055	0.9855	0.9118	0.0	0.8758	0.9793	0.4479	0.0659	0.9043	0.9628	nan	0.9806	0.8839	0.8373	0.9760	0.8412	0.0	0.8331	0.9720	0.2964	0.0655	0.7905	0.9466
0.0316	312.73	3440	0.0902	0.6532	0.6945	0.9777	nan	0.9939	0.9459	0.8925	0.9879	0.9053	0.0	0.8680	0.9766	0.5033	0.0824	0.8993	0.9729	nan	0.9802	0.8857	0.8357	0.9762	0.8419	0.0	0.8163	0.9677	0.3293	0.0823	0.8255	0.9513
0.0346	314.55	3460	0.0891	0.6538	0.6971	0.9781	nan	0.9926	0.9511	0.9086	0.9887	0.8953	0.0	0.8813	0.9794	0.4861	0.0727	0.9263	0.9805	nan	0.9805	0.8868	0.8357	0.9764	0.8416	0.0	0.8351	0.9717	0.3176	0.0726	0.8282	0.9531
0.0341	316.36	3480	0.0861	0.6524	0.6911	0.9781	nan	0.9941	0.9474	0.8925	0.9879	0.8937	0.0	0.8771	0.9825	0.4475	0.0827	0.9002	0.9791	nan	0.9804	0.8871	0.8373	0.9764	0.8403	0.0	0.8350	0.9732	0.2970	0.0781	0.8236	0.9529
0.0349	318.18	3500	0.0907	0.6487	0.6856	0.9778	nan	0.9939	0.9498	0.8943	0.9877	0.8943	0.0	0.8742	0.9781	0.4577	0.0311	0.8775	0.9736	nan	0.9803	0.8829	0.8362	0.9764	0.8421	0.0	0.8306	0.9712	0.3032	0.0302	0.8271	0.9529
0.0343	320.0	3520	0.0910	0.6485	0.6858	0.9778	nan	0.9938	0.9497	0.8968	0.9874	0.9044	0.0	0.8807	0.9778	0.4278	0.0422	0.8817	0.9733	nan	0.9802	0.8844	0.8364	0.9764	0.8443	0.0	0.8339	0.9714	0.2865	0.0421	0.8223	0.9530
0.0372	321.82	3540	0.0894	0.6507	0.6899	0.9781	nan	0.9935	0.9504	0.9042	0.9855	0.9141	0.0	0.8811	0.9809	0.4533	0.0524	0.8755	0.9779	nan	0.9805	0.8851	0.8382	0.9762	0.8449	0.0	0.8309	0.9731	0.2998	0.0519	0.8239	0.9540
0.0338	323.64	3560	0.0882	0.6524	0.6930	0.9780	nan	0.9934	0.9521	0.9021	0.9858	0.9186	0.0	0.8738	0.9792	0.4563	0.0612	0.9087	0.9770	nan	0.9808	0.8832	0.8395	0.9763	0.8462	0.0	0.8298	0.9717	0.3012	0.0603	0.8389	0.9531
0.0332	325.45	3580	0.0876	0.6522	0.6888	0.9784	nan	0.9939	0.9498	0.8982	0.9873	0.9035	0.0	0.8680	0.9826	0.4739	0.0619	0.8603	0.9754	nan	0.9805	0.8875	0.8382	0.9764	0.8477	0.0	0.8294	0.9747	0.3179	0.0614	0.8103	0.9541
0.031	327.27	3600	0.0880	0.6533	0.6911	0.9783	nan	0.9941	0.9461	0.8996	0.9874	0.9056	0.0	0.8708	0.9827	0.4609	0.0705	0.8919	0.9753	nan	0.9804	0.8876	0.8355	0.9765	0.8409	0.0	0.8321	0.9755	0.3079	0.0705	0.8331	0.9523
0.0314	329.09	3620	0.0911	0.6518	0.6915	0.9779	nan	0.9924	0.9532	0.9187	0.9871	0.9050	0.0	0.8749	0.9783	0.4372	0.0759	0.8888	0.9781	nan	0.9807	0.8819	0.8395	0.9765	0.8451	0.0	0.8347	0.9719	0.2873	0.0758	0.8273	0.9531
0.0315	330.91	3640	0.0890	0.6539	0.6924	0.9782	nan	0.9935	0.9475	0.9014	0.9877	0.8994	0.0	0.8782	0.9816	0.4982	0.0765	0.8597	0.9769	nan	0.9803	0.8874	0.8335	0.9764	0.8441	0.0	0.8334	0.9738	0.3267	0.0764	0.8142	0.9541
0.0333	332.73	3660	0.0897	0.6530	0.6913	0.9782	nan	0.9939	0.9478	0.8982	0.9875	0.9056	0.0	0.8833	0.9814	0.4382	0.0825	0.8878	0.9813	nan	0.9806	0.8848	0.8371	0.9766	0.8444	0.0	0.8387	0.9737	0.2914	0.0824	0.8248	0.9542
0.0341	334.55	3680	0.0886	0.6545	0.6923	0.9783	nan	0.9934	0.9476	0.9030	0.9889	0.8997	0.0	0.8764	0.9822	0.4599	0.0920	0.8837	0.9728	nan	0.9808	0.8856	0.8393	0.9765	0.8458	0.0	0.8357	0.9744	0.3017	0.0915	0.8247	0.9523
0.0301	336.36	3700	0.0899	0.6516	0.6892	0.9781	nan	0.9934	0.9521	0.9029	0.9862	0.9045	0.0	0.8795	0.9812	0.4375	0.0754	0.8707	0.9762	nan	0.9808	0.8836	0.8377	0.9765	0.8453	0.0	0.8357	0.9728	0.2916	0.0754	0.8184	0.9524
0.0295	338.18	3720	0.0874	0.6559	0.6972	0.9785	nan	0.9936	0.9509	0.8985	0.9880	0.8961	0.0	0.8824	0.9819	0.4822	0.0693	0.9396	0.9813	nan	0.9810	0.8869	0.8385	0.9764	0.8440	0.0	0.8374	0.9737	0.3193	0.0693	0.8475	0.9531
0.0306	340.0	3740	0.0870	0.6592	0.7002	0.9786	nan	0.9935	0.9516	0.8970	0.9866	0.9053	0.0	0.8728	0.9828	0.5435	0.0707	0.9238	0.9748	nan	0.9806	0.8901	0.8339	0.9766	0.8449	0.0	0.8341	0.9741	0.3597	0.0707	0.8507	0.9537
0.0283	341.82	3760	0.0878	0.6583	0.6993	0.9783	nan	0.9938	0.9480	0.8967	0.9869	0.9106	0.0	0.8838	0.9801	0.5249	0.0868	0.9036	0.9756	nan	0.9805	0.8869	0.8363	0.9765	0.8463	0.0	0.8350	0.9717	0.3444	0.0867	0.8407	0.9535
0.0376	343.64	3780	0.0906	0.6561	0.6963	0.9781	nan	0.9935	0.9483	0.9037	0.9879	0.9036	0.0	0.8749	0.9780	0.4881	0.0760	0.9123	0.9858	nan	0.9803	0.8866	0.8349	0.9766	0.8474	0.0	0.8351	0.9709	0.3256	0.0760	0.8412	0.9552
0.0316	345.45	3800	0.0876	0.6581	0.7000	0.9785	nan	0.9935	0.9492	0.9003	0.9876	0.9055	0.0	0.8766	0.9809	0.5509	0.0718	0.9013	0.9826	nan	0.9808	0.8886	0.8361	0.9765	0.8447	0.0	0.8351	0.9734	0.3618	0.0718	0.8336	0.9532
0.03	347.27	3820	0.0881	0.6560	0.6944	0.9784	nan	0.9941	0.9491	0.8922	0.9879	0.8951	0.0	0.8800	0.9802	0.5194	0.0688	0.8873	0.9729	nan	0.9807	0.8888	0.8349	0.9766	0.8437	0.0	0.8362	0.9721	0.3422	0.0687	0.8330	0.9512
0.0336	349.09	3840	0.0898	0.6534	0.6917	0.9782	nan	0.9937	0.9532	0.8942	0.9873	0.8994	0.0	0.8761	0.9799	0.4736	0.0707	0.8835	0.9808	nan	0.9809	0.8845	0.8358	0.9766	0.8441	0.0	0.8348	0.9726	0.3129	0.0706	0.8264	0.9552
0.0314	350.91	3860	0.0869	0.6565	0.6970	0.9786	nan	0.9935	0.9510	0.8995	0.9878	0.8977	0.0	0.8845	0.9827	0.5176	0.0739	0.8986	0.9735	nan	0.9808	0.8904	0.8348	0.9768	0.8437	0.0	0.8344	0.9746	0.3410	0.0739	0.8310	0.9527
0.0309	352.73	3880	0.0892	0.6533	0.6939	0.9781	nan	0.9921	0.9510	0.9161	0.9882	0.9016	0.0	0.8884	0.9823	0.4434	0.0799	0.8945	0.9834	nan	0.9804	0.8875	0.8316	0.9767	0.8442	0.0	0.8387	0.9742	0.2952	0.0798	0.8278	0.9571
0.0342	354.55	3900	0.0888	0.6530	0.6897	0.9782	nan	0.9938	0.9530	0.8968	0.9864	0.9063	0.0	0.8723	0.9802	0.4558	0.0685	0.8786	0.9742	nan	0.9805	0.8871	0.8362	0.9767	0.8457	0.0	0.8345	0.9728	0.3029	0.0685	0.8289	0.9546
0.0365	356.36	3920	0.0869	0.6567	0.6982	0.9785	nan	0.9932	0.9526	0.9029	0.9878	0.9015	0.0	0.8879	0.9803	0.5220	0.0699	0.8917	0.9872	nan	0.9808	0.8883	0.8396	0.9767	0.8428	0.0	0.8347	0.9724	0.3456	0.0698	0.8348	0.9522
0.0333	358.18	3940	0.0868	0.6535	0.6926	0.9783	nan	0.9934	0.9503	0.9020	0.9883	0.8989	0.0	0.8703	0.9806	0.4826	0.0743	0.8771	0.9863	nan	0.9807	0.8866	0.8383	0.9765	0.8419	0.0	0.8326	0.9736	0.3193	0.0742	0.8191	0.9521
0.036	360.0	3960	0.0882	0.6540	0.6929	0.9786	nan	0.9936	0.9513	0.8979	0.9877	0.9024	0.0	0.8887	0.9827	0.4783	0.0736	0.8688	0.9822	nan	0.9806	0.8897	0.8360	0.9768	0.8460	0.0	0.8367	0.9753	0.3176	0.0736	0.8162	0.9530
0.0312	361.82	3980	0.0862	0.6613	0.7035	0.9788	nan	0.9938	0.9513	0.8954	0.9879	0.9096	0.0	0.8779	0.9791	0.5993	0.0829	0.8876	0.9805	nan	0.9806	0.8918	0.8369	0.9768	0.8470	0.0	0.8330	0.9736	0.3931	0.0828	0.8256	0.9557
0.039	363.64	4000	0.0917	0.6504	0.6875	0.9780	nan	0.9937	0.9536	0.8970	0.9869	0.9043	0.0	0.8786	0.9781	0.4372	0.0616	0.8686	0.9777	nan	0.9806	0.8880	0.8365	0.9767	0.8463	0.0	0.8375	0.9711	0.2909	0.0616	0.8126	0.9527
0.0333	365.45	4020	0.0867	0.6568	0.6974	0.9787	nan	0.9936	0.9497	0.9033	0.9880	0.9013	0.0	0.8829	0.9815	0.5210	0.0750	0.8924	0.9778	nan	0.9808	0.8915	0.8355	0.9768	0.8459	0.0	0.8346	0.9743	0.3429	0.0750	0.8258	0.9560
0.0317	367.27	4040	0.0899	0.6532	0.6921	0.9781	nan	0.9937	0.9519	0.8979	0.9880	0.8961	0.0	0.8784	0.9775	0.4633	0.0753	0.8974	0.9780	nan	0.9805	0.8868	0.8346	0.9766	0.8437	0.0	0.8348	0.9710	0.3082	0.0752	0.8253	0.9553
0.0293	369.09	4060	0.0875	0.6556	0.6944	0.9785	nan	0.9935	0.9523	0.8980	0.9872	0.8980	0.0	0.8787	0.9830	0.5020	0.0679	0.8871	0.9799	nan	0.9807	0.8889	0.8363	0.9767	0.8463	0.0	0.8363	0.9750	0.3301	0.0678	0.8285	0.9559
0.0332	370.91	4080	0.0881	0.6568	0.6958	0.9787	nan	0.9939	0.9515	0.8929	0.9873	0.9054	0.0	0.8822	0.9830	0.5162	0.0663	0.8869	0.9793	nan	0.9808	0.8897	0.8364	0.9767	0.8467	0.0	0.8369	0.9751	0.3395	0.0663	0.8335	0.9562
0.0306	372.73	4100	0.0878	0.6567	0.6967	0.9786	nan	0.9937	0.9509	0.8963	0.9873	0.9101	0.0	0.8838	0.9827	0.4861	0.0826	0.8999	0.9835	nan	0.9809	0.8888	0.8376	0.9767	0.8476	0.0	0.8383	0.9743	0.3225	0.0825	0.8314	0.9567
0.0317	374.55	4120	0.0913	0.6552	0.6942	0.9781	nan	0.9937	0.9506	0.8978	0.9876	0.9046	0.0	0.8750	0.9771	0.5074	0.0674	0.8819	0.9820	nan	0.9806	0.8853	0.8359	0.9769	0.8474	0.0	0.8339	0.9697	0.3348	0.0674	0.8287	0.9567
0.0335	376.36	4140	0.0892	0.6531	0.6911	0.9784	nan	0.9931	0.9536	0.9012	0.9886	0.8983	0.0	0.8784	0.9816	0.4736	0.0670	0.875	0.9738	nan	0.9812	0.8850	0.8372	0.9771	0.8461	0.0	0.8359	0.9741	0.3110	0.0670	0.8223	0.9534
0.0338	378.18	4160	0.0899	0.6529	0.6907	0.9784	nan	0.9934	0.9485	0.9079	0.9888	0.8969	0.0	0.8861	0.9820	0.4447	0.0649	0.8862	0.9798	nan	0.9810	0.8858	0.8371	0.9770	0.8447	0.0	0.8382	0.9741	0.2970	0.0648	0.8329	0.9549
0.0323	380.0	4180	0.0900	0.6547	0.6924	0.9783	nan	0.9942	0.9491	0.8930	0.9880	0.9082	0.0	0.8716	0.9787	0.4915	0.0729	0.8794	0.9747	nan	0.9807	0.8866	0.8367	0.9769	0.8465	0.0	0.8359	0.9719	0.3229	0.0728	0.8265	0.9543
0.0327	381.82	4200	0.0899	0.6566	0.6959	0.9786	nan	0.9934	0.9514	0.8969	0.9882	0.8983	0.0	0.8866	0.9831	0.5002	0.0736	0.8919	0.9833	nan	0.9807	0.8893	0.8349	0.9770	0.8461	0.0	0.8380	0.9744	0.3308	0.0736	0.8340	0.9566
0.0285	383.64	4220	0.0892	0.6563	0.6957	0.9785	nan	0.9935	0.9501	0.9040	0.9881	0.8995	0.0	0.8862	0.9811	0.4852	0.0773	0.8977	0.9808	nan	0.9809	0.8873	0.8391	0.9772	0.8460	0.0	0.8392	0.9732	0.3195	0.0773	0.8375	0.9549
0.0314	385.45	4240	0.0886	0.6580	0.6989	0.9786	nan	0.9933	0.9515	0.9045	0.9869	0.9091	0.0	0.8815	0.9816	0.5215	0.0820	0.8899	0.9844	nan	0.9809	0.8891	0.8376	0.9770	0.8460	0.0	0.8372	0.9734	0.3410	0.0820	0.8349	0.9553
0.0292	387.27	4260	0.0879	0.6573	0.6973	0.9785	nan	0.9933	0.9524	0.9039	0.9871	0.9027	0.0	0.8883	0.9805	0.5176	0.0783	0.8817	0.9790	nan	0.9808	0.8876	0.8356	0.9771	0.8463	0.0	0.8337	0.9730	0.3426	0.0783	0.8335	0.9565
0.0263	389.09	4280	0.0900	0.6558	0.6943	0.9784	nan	0.9930	0.9508	0.9095	0.9886	0.9007	0.0	0.8757	0.9790	0.5073	0.0704	0.8782	0.9732	nan	0.9807	0.8873	0.8358	0.9771	0.8462	0.0	0.8364	0.9721	0.3355	0.0704	0.8301	0.9540
0.0335	390.91	4300	0.0896	0.6550	0.6922	0.9782	nan	0.9934	0.9506	0.9049	0.9882	0.9042	0.0	0.8791	0.9779	0.4725	0.0670	0.8873	0.9742	nan	0.9807	0.8853	0.8355	0.9771	0.8457	0.0	0.8370	0.9712	0.3148	0.0670	0.8454	0.9547
0.0314	392.73	4320	0.0894	0.6561	0.6949	0.9784	nan	0.9934	0.9523	0.9054	0.9874	0.9041	0.0	0.8804	0.9789	0.4871	0.0738	0.8963	0.9752	nan	0.9809	0.8877	0.8381	0.9772	0.8456	0.0	0.8378	0.9716	0.3196	0.0737	0.8418	0.9550
0.0293	394.55	4340	0.0911	0.6543	0.6930	0.9779	nan	0.9928	0.9519	0.9088	0.9885	0.8981	0.0	0.8891	0.9770	0.4580	0.0701	0.8956	0.9785	nan	0.9808	0.8876	0.8346	0.9772	0.8457	0.0	0.8398	0.9696	0.3017	0.0700	0.8432	0.9556
0.0314	396.36	4360	0.0906	0.6577	0.6981	0.9784	nan	0.9933	0.9486	0.9033	0.9886	0.8972	0.0	0.8909	0.9810	0.5145	0.0712	0.9100	0.9762	nan	0.9806	0.8900	0.8343	0.9770	0.8468	0.0	0.8404	0.9727	0.3350	0.0711	0.8471	0.9555
0.0276	398.18	4380	0.0885	0.6560	0.6956	0.9784	nan	0.9934	0.9532	0.9007	0.9879	0.9029	0.0	0.8802	0.9795	0.4981	0.0738	0.9038	0.9688	nan	0.9807	0.8886	0.8346	0.9771	0.8465	0.0	0.8377	0.9732	0.3308	0.0738	0.8337	0.9507
0.0433	400.0	4400	0.0883	0.6569	0.6967	0.9787	nan	0.9937	0.9519	0.8931	0.9879	0.8994	0.0	0.8881	0.9838	0.5089	0.0679	0.9059	0.9762	nan	0.9810	0.8898	0.8358	0.9771	0.8463	0.0	0.8402	0.9746	0.3333	0.0679	0.8400	0.9544
0.026	401.82	4420	0.0883	0.6586	0.6991	0.9786	nan	0.9934	0.9498	0.8983	0.9893	0.8958	0.0	0.8897	0.9807	0.5383	0.0728	0.9022	0.9779	nan	0.9809	0.8894	0.8358	0.9769	0.8438	0.0	0.8400	0.9732	0.3489	0.0728	0.8446	0.9553
0.0253	403.64	4440	0.0891	0.6568	0.6952	0.9787	nan	0.9934	0.9536	0.8991	0.9880	0.9018	0.0	0.8729	0.9824	0.5137	0.0669	0.8936	0.9717	nan	0.9811	0.8880	0.8380	0.9772	0.8499	0.0	0.8359	0.9742	0.3392	0.0669	0.8348	0.9534
0.0316	405.45	4460	0.0884	0.6583	0.6978	0.9786	nan	0.9935	0.9504	0.8962	0.9885	0.9038	0.0	0.8849	0.9820	0.5136	0.0744	0.9034	0.9813	nan	0.9809	0.8885	0.8367	0.9771	0.8492	0.0	0.8377	0.9741	0.3381	0.0744	0.8445	0.9567
0.0289	407.27	4480	0.0873	0.6626	0.7040	0.9789	nan	0.9936	0.9521	0.8951	0.9882	0.9000	0.0	0.8821	0.9815	0.5965	0.0688	0.9146	0.9791	nan	0.9807	0.8934	0.8348	0.9773	0.8493	0.0	0.8326	0.9736	0.3945	0.0687	0.8525	0.9568
0.0279	409.09	4500	0.0897	0.6571	0.6958	0.9784	nan	0.9937	0.9514	0.9000	0.9882	0.9030	0.0	0.8854	0.9780	0.4876	0.0783	0.8988	0.9809	nan	0.9808	0.8870	0.8384	0.9772	0.8485	0.0	0.8357	0.9713	0.3224	0.0783	0.8466	0.9565
0.0334	410.91	4520	0.0883	0.6567	0.6956	0.9785	nan	0.9938	0.9516	0.8941	0.9877	0.9049	0.0	0.8795	0.9807	0.4953	0.0769	0.8940	0.9850	nan	0.9808	0.8889	0.8353	0.9773	0.8494	0.0	0.8382	0.9730	0.3265	0.0769	0.8401	0.9509
0.0332	412.73	4540	0.0897	0.6563	0.6943	0.9783	nan	0.9940	0.9489	0.8932	0.9887	0.9030	0.0	0.8786	0.9776	0.5089	0.0657	0.8888	0.9784	nan	0.9806	0.8895	0.8348	0.9772	0.8490	0.0	0.8359	0.9704	0.3372	0.0657	0.8377	0.9541
0.0295	414.55	4560	0.0883	0.6579	0.6977	0.9787	nan	0.9938	0.9488	0.8977	0.9877	0.9076	0.0	0.8925	0.9830	0.5121	0.0737	0.9036	0.9695	nan	0.9808	0.8899	0.8360	0.9773	0.8507	0.0	0.8381	0.9740	0.3350	0.0737	0.8462	0.9510
0.0323	416.36	4580	0.0896	0.6547	0.6906	0.9785	nan	0.9938	0.9527	0.8956	0.9880	0.9009	0.0	0.8724	0.9819	0.4765	0.0660	0.8832	0.9675	nan	0.9809	0.8872	0.8367	0.9773	0.8502	0.0	0.8352	0.9743	0.3156	0.0660	0.8368	0.9506
0.0294	418.18	4600	0.0907	0.6562	0.6945	0.9784	nan	0.9931	0.9537	0.9024	0.9884	0.8972	0.0	0.8885	0.9795	0.4780	0.0734	0.8981	0.9765	nan	0.9808	0.8870	0.8362	0.9772	0.8491	0.0	0.8390	0.9726	0.3134	0.0734	0.8472	0.9546
0.0308	420.0	4620	0.0938	0.6517	0.6881	0.9776	nan	0.9936	0.9538	0.8984	0.9879	0.9010	0.0	0.8842	0.9723	0.4149	0.0759	0.8869	0.9761	nan	0.9809	0.8799	0.8374	0.9772	0.8485	0.0	0.8390	0.9661	0.2758	0.0759	0.8388	0.9531
0.0263	421.82	4640	0.0901	0.6557	0.6935	0.9783	nan	0.9938	0.9481	0.8999	0.9887	0.8988	0.0	0.8851	0.9793	0.4946	0.0745	0.8793	0.9738	nan	0.9807	0.8876	0.8363	0.9771	0.8469	0.0	0.8378	0.9713	0.3242	0.0745	0.8347	0.9528
0.0317	423.64	4660	0.0907	0.6552	0.6932	0.9784	nan	0.9937	0.9518	0.8998	0.9879	0.9042	0.0	0.8838	0.9788	0.4782	0.0701	0.8853	0.9776	nan	0.9807	0.8878	0.8377	0.9772	0.8500	0.0	0.8388	0.9716	0.3154	0.0701	0.8339	0.9541
0.0289	425.45	4680	0.0905	0.6554	0.6933	0.9785	nan	0.9935	0.9507	0.9022	0.9882	0.9056	0.0	0.8812	0.9816	0.4694	0.0709	0.8920	0.9774	nan	0.9808	0.8880	0.8374	0.9773	0.8506	0.0	0.8378	0.9740	0.3089	0.0709	0.8399	0.9542
0.0301	427.27	4700	0.0906	0.6565	0.6944	0.9787	nan	0.9939	0.9513	0.8972	0.9879	0.9032	0.0	0.8832	0.9821	0.4820	0.0691	0.8972	0.9804	nan	0.9809	0.8883	0.8383	0.9773	0.8508	0.0	0.8386	0.9741	0.3170	0.0691	0.8447	0.9557
0.03	429.09	4720	0.0891	0.6572	0.6956	0.9786	nan	0.9936	0.9468	0.9020	0.9897	0.9002	0.0	0.8815	0.9820	0.4854	0.0778	0.8999	0.9842	nan	0.9810	0.8883	0.8382	0.9770	0.8490	0.0	0.8388	0.9739	0.3198	0.0778	0.8449	0.9552
0.0247	430.91	4740	0.0883	0.6576	0.6967	0.9786	nan	0.9938	0.9486	0.9006	0.9883	0.9055	0.0	0.8734	0.9803	0.5065	0.0790	0.9007	0.9801	nan	0.9808	0.8887	0.8367	0.9773	0.8494	0.0	0.8329	0.9734	0.3325	0.0790	0.8434	0.9549
0.0281	432.73	4760	0.0887	0.6556	0.6937	0.9785	nan	0.9937	0.9500	0.9008	0.9878	0.9069	0.0	0.8808	0.9817	0.4871	0.0760	0.8839	0.9689	nan	0.9808	0.8887	0.8368	0.9772	0.8488	0.0	0.8339	0.9741	0.3214	0.0760	0.8345	0.9507
0.0321	434.55	4780	0.0883	0.6568	0.6955	0.9786	nan	0.9936	0.9500	0.8971	0.9889	0.9018	0.0	0.8830	0.9820	0.4973	0.0833	0.8857	0.9788	nan	0.9810	0.8882	0.8374	0.9773	0.8494	0.0	0.8353	0.9742	0.3253	0.0833	0.8320	0.9548
0.034	436.36	4800	0.0914	0.6505	0.6863	0.9783	nan	0.9940	0.9510	0.8954	0.9877	0.9105	0.0	0.8828	0.9813	0.3914	0.0720	0.8777	0.9788	nan	0.9809	0.8842	0.8375	0.9772	0.8524	0.0	0.8356	0.9741	0.2622	0.0720	0.8259	0.9546
0.0327	438.18	4820	0.0898	0.6535	0.6914	0.9784	nan	0.9935	0.9500	0.8986	0.9884	0.9061	0.0	0.8879	0.9820	0.4382	0.0775	0.8825	0.9839	nan	0.9808	0.8863	0.8372	0.9773	0.8508	0.0	0.8362	0.9740	0.2890	0.0774	0.8304	0.9559
0.0291	440.0	4840	0.0909	0.6526	0.6899	0.9783	nan	0.9935	0.9529	0.8975	0.9880	0.9070	0.0	0.8857	0.9804	0.4281	0.0777	0.875	0.9829	nan	0.9809	0.8852	0.8374	0.9773	0.8519	0.0	0.8362	0.9735	0.2839	0.0777	0.8233	0.9563
0.03	441.82	4860	0.0887	0.6592	0.7009	0.9787	nan	0.9931	0.9523	0.9036	0.9872	0.9102	0.0	0.8857	0.9810	0.5448	0.0776	0.8926	0.9833	nan	0.9810	0.8889	0.8376	0.9772	0.8518	0.0	0.8352	0.9728	0.3540	0.0776	0.8370	0.9564
0.035	443.64	4880	0.0897	0.6553	0.6940	0.9784	nan	0.9934	0.9509	0.9012	0.9883	0.9057	0.0	0.8870	0.9801	0.4675	0.0794	0.8832	0.9853	nan	0.9811	0.8854	0.8386	0.9772	0.8514	0.0	0.8379	0.9724	0.3075	0.0794	0.8330	0.9551
0.0277	445.45	4900	0.0897	0.6548	0.6933	0.9784	nan	0.9935	0.9494	0.9042	0.9880	0.9065	0.0	0.8859	0.9804	0.4598	0.0798	0.8777	0.9871	nan	0.9809	0.8866	0.8381	0.9772	0.8503	0.0	0.8393	0.9724	0.3038	0.0798	0.8299	0.9545
0.0266	447.27	4920	0.0904	0.6548	0.6928	0.9786	nan	0.9937	0.9500	0.8990	0.9888	0.8999	0.0	0.8858	0.9809	0.4745	0.0686	0.8777	0.9874	nan	0.9811	0.8875	0.8384	0.9773	0.8491	0.0	0.8383	0.9735	0.3128	0.0686	0.8303	0.9559
0.0302	449.09	4940	0.0897	0.6555	0.6948	0.9785	nan	0.9933	0.9517	0.9024	0.9884	0.9039	0.0	0.8883	0.9801	0.4777	0.0767	0.8849	0.9850	nan	0.9810	0.8870	0.8369	0.9773	0.8492	0.0	0.8379	0.9732	0.3130	0.0767	0.8339	0.9560
0.0291	450.91	4960	0.0899	0.6559	0.6942	0.9786	nan	0.9937	0.9520	0.8954	0.9876	0.9050	0.0	0.8856	0.9824	0.4838	0.0790	0.8759	0.9839	nan	0.9810	0.8881	0.8366	0.9773	0.8499	0.0	0.8390	0.9744	0.3168	0.0790	0.8278	0.9562
0.0311	452.73	4980	0.0897	0.6567	0.6952	0.9786	nan	0.9936	0.9498	0.9016	0.9881	0.9043	0.0	0.8843	0.9821	0.4884	0.0792	0.8832	0.9824	nan	0.9809	0.8890	0.8366	0.9774	0.8498	0.0	0.8408	0.9745	0.3201	0.0792	0.8319	0.9570
0.032	454.55	5000	0.0898	0.6560	0.6950	0.9785	nan	0.9933	0.9510	0.9048	0.9883	0.9044	0.0	0.8827	0.9811	0.4748	0.0791	0.8908	0.9847	nan	0.9810	0.8868	0.8371	0.9774	0.8490	0.0	0.8395	0.9741	0.3113	0.0791	0.8357	0.9564
0.0301	456.36	5020	0.0897	0.6568	0.6964	0.9786	nan	0.9933	0.9510	0.9016	0.9885	0.9036	0.0	0.8851	0.9815	0.5002	0.0745	0.8906	0.9835	nan	0.9809	0.8880	0.8364	0.9774	0.8498	0.0	0.8397	0.9739	0.3268	0.0745	0.8345	0.9563
0.0302	458.18	5040	0.0909	0.6558	0.6944	0.9785	nan	0.9936	0.9531	0.8982	0.9878	0.9012	0.0	0.8810	0.9801	0.4919	0.0759	0.8871	0.9771	nan	0.9809	0.8872	0.8362	0.9774	0.8497	0.0	0.8370	0.9729	0.3229	0.0759	0.8295	0.9555
0.0268	460.0	5060	0.0902	0.6552	0.6937	0.9785	nan	0.9937	0.9522	0.8971	0.9874	0.9076	0.0	0.8854	0.9810	0.4867	0.0720	0.8828	0.9728	nan	0.9809	0.8879	0.8362	0.9774	0.8506	0.0	0.8383	0.9734	0.3195	0.0720	0.8281	0.9538
0.0261	461.82	5080	0.0907	0.6558	0.6941	0.9785	nan	0.9938	0.9507	0.8961	0.9880	0.9024	0.0	0.8868	0.9812	0.4819	0.0775	0.8873	0.9777	nan	0.9808	0.8879	0.8360	0.9773	0.8503	0.0	0.8393	0.9737	0.3158	0.0775	0.8309	0.9558
0.0347	463.64	5100	0.0905	0.6559	0.6941	0.9785	nan	0.9936	0.9510	0.9008	0.9879	0.9042	0.0	0.8840	0.9812	0.4818	0.0767	0.8848	0.9770	nan	0.9809	0.8878	0.8367	0.9774	0.8497	0.0	0.8397	0.9735	0.3165	0.0767	0.8320	0.9557
0.0281	465.45	5120	0.0903	0.6553	0.6931	0.9785	nan	0.9936	0.9515	0.8990	0.9882	0.9007	0.0	0.8862	0.9810	0.4698	0.0761	0.8832	0.9812	nan	0.9809	0.8879	0.8367	0.9774	0.8489	0.0	0.8395	0.9734	0.3102	0.0761	0.8309	0.9569
0.0281	467.27	5140	0.0912	0.6530	0.6905	0.9784	nan	0.9938	0.9524	0.8953	0.9874	0.9043	0.0	0.8888	0.9821	0.4326	0.0740	0.8855	0.9808	nan	0.9810	0.8860	0.8371	0.9773	0.8491	0.0	0.8402	0.9737	0.2860	0.0739	0.8284	0.9562
0.0266	469.09	5160	0.0904	0.6536	0.6918	0.9784	nan	0.9934	0.9504	0.9047	0.9886	0.9023	0.0	0.8893	0.9813	0.4366	0.0790	0.8853	0.9821	nan	0.9810	0.8862	0.8385	0.9774	0.8486	0.0	0.8401	0.9736	0.2880	0.0790	0.8285	0.9556
0.0291	470.91	5180	0.0901	0.6544	0.6928	0.9785	nan	0.9937	0.9506	0.8956	0.9885	0.9016	0.0	0.8885	0.9822	0.4679	0.0729	0.8839	0.9817	nan	0.9808	0.8884	0.8352	0.9774	0.8488	0.0	0.8374	0.9743	0.3087	0.0729	0.8272	0.9557
0.0286	472.73	5200	0.0908	0.6546	0.6933	0.9785	nan	0.9937	0.9516	0.8975	0.9880	0.9028	0.0	0.8882	0.9813	0.4694	0.0747	0.8841	0.9821	nan	0.9808	0.8879	0.8358	0.9774	0.8495	0.0	0.8368	0.9739	0.3096	0.0747	0.8276	0.9559
0.027	474.55	5220	0.0911	0.6541	0.6919	0.9784	nan	0.9937	0.9518	0.8979	0.9881	0.9016	0.0	0.8845	0.9794	0.4600	0.0758	0.8791	0.9832	nan	0.9808	0.8872	0.8363	0.9774	0.8485	0.0	0.8377	0.9723	0.3046	0.0758	0.8267	0.9561
0.0266	476.36	5240	0.0914	0.6539	0.6919	0.9782	nan	0.9935	0.9516	0.8994	0.9886	0.9007	0.0	0.8842	0.9782	0.4591	0.0769	0.8798	0.9830	nan	0.9809	0.8872	0.8362	0.9773	0.8478	0.0	0.8380	0.9711	0.3038	0.0769	0.8260	0.9558
0.0304	478.18	5260	0.0911	0.6547	0.6934	0.9783	nan	0.9935	0.9504	0.9022	0.9887	0.9016	0.0	0.8819	0.9791	0.4703	0.0748	0.8878	0.9836	nan	0.9809	0.8878	0.8367	0.9773	0.8483	0.0	0.8381	0.9719	0.3096	0.0748	0.8297	0.9559
0.025	480.0	5280	0.0909	0.6549	0.6934	0.9784	nan	0.9936	0.9502	0.8995	0.9887	0.9008	0.0	0.8883	0.9801	0.4674	0.0775	0.8901	0.9786	nan	0.9809	0.8878	0.8359	0.9773	0.8486	0.0	0.8363	0.9725	0.3080	0.0775	0.8334	0.9556
0.0353	481.82	5300	0.0905	0.6550	0.6933	0.9785	nan	0.9936	0.9504	0.9002	0.9882	0.9028	0.0	0.8831	0.9811	0.4723	0.0766	0.8857	0.9787	nan	0.9808	0.8884	0.8358	0.9773	0.8495	0.0	0.8363	0.9732	0.3109	0.0765	0.8305	0.9560
0.0249	483.64	5320	0.0911	0.6549	0.6932	0.9785	nan	0.9938	0.9509	0.8972	0.9879	0.9033	0.0	0.8855	0.9805	0.4706	0.0773	0.8855	0.9790	nan	0.9808	0.8881	0.8359	0.9774	0.8493	0.0	0.8362	0.9730	0.3098	0.0773	0.8308	0.9556
0.0281	485.45	5340	0.0908	0.6557	0.6943	0.9785	nan	0.9935	0.9506	0.9025	0.9881	0.9042	0.0	0.8838	0.9810	0.4763	0.0768	0.8897	0.9796	nan	0.9809	0.8886	0.8361	0.9774	0.8497	0.0	0.8384	0.9735	0.3130	0.0767	0.8341	0.9559
0.0299	487.27	5360	0.0904	0.6553	0.6936	0.9785	nan	0.9937	0.9511	0.8977	0.9882	0.9044	0.0	0.8839	0.9808	0.4698	0.0783	0.8865	0.9817	nan	0.9809	0.8881	0.8364	0.9774	0.8495	0.0	0.8387	0.9735	0.3096	0.0783	0.8304	0.9560
0.0259	489.09	5380	0.0909	0.6556	0.6937	0.9786	nan	0.9936	0.9517	0.8974	0.9880	0.9028	0.0	0.8853	0.9819	0.4740	0.0788	0.8830	0.9821	nan	0.9809	0.8883	0.8365	0.9774	0.8502	0.0	0.8386	0.9740	0.3115	0.0788	0.8302	0.9562
0.0295	490.91	5400	0.0907	0.6559	0.6947	0.9786	nan	0.9936	0.9511	0.8984	0.9876	0.9044	0.0	0.8862	0.9827	0.4753	0.0797	0.8885	0.9832	nan	0.9809	0.8886	0.8364	0.9774	0.8509	0.0	0.8381	0.9741	0.3122	0.0797	0.8321	0.9563
0.0279	492.73	5420	0.0906	0.6556	0.6938	0.9786	nan	0.9937	0.9499	0.8987	0.9881	0.9055	0.0	0.8843	0.9825	0.4716	0.0797	0.8842	0.9816	nan	0.9809	0.8886	0.8362	0.9773	0.8508	0.0	0.8381	0.9741	0.3102	0.0797	0.8314	0.9560
0.0302	494.55	5440	0.0907	0.6553	0.6936	0.9786	nan	0.9937	0.9494	0.8983	0.9886	0.9011	0.0	0.8876	0.9827	0.4655	0.0779	0.8912	0.9807	nan	0.9809	0.8885	0.8360	0.9773	0.8502	0.0	0.8378	0.9742	0.3067	0.0778	0.8337	0.9560
0.0295	496.36	5460	0.0911	0.6555	0.6941	0.9785	nan	0.9936	0.9507	0.8991	0.9883	0.9043	0.0	0.8856	0.9810	0.4712	0.0776	0.8913	0.9802	nan	0.9809	0.8882	0.8363	0.9773	0.8500	0.0	0.8383	0.9737	0.3099	0.0776	0.8335	0.9565
0.0281	498.18	5480	0.0905	0.6552	0.6930	0.9785	nan	0.9937	0.9511	0.8973	0.9879	0.9058	0.0	0.8833	0.9819	0.4603	0.0788	0.8887	0.9799	nan	0.9808	0.8883	0.8360	0.9773	0.8506	0.0	0.8378	0.9741	0.3048	0.0788	0.8325	0.9564
0.0327	500.0	5500	0.0905	0.6547	0.6922	0.9785	nan	0.9937	0.9505	0.8967	0.9886	0.9017	0.0	0.8836	0.9814	0.4644	0.0731	0.8837	0.9814	nan	0.9808	0.8881	0.8358	0.9774	0.8498	0.0	0.8385	0.9740	0.3068	0.0731	0.8306	0.9563

Framework versions

Transformers 4.30.2
Pytorch 2.0.1+cu117
Datasets 2.13.1
Tokenizers 0.13.3

sam1120
/

safety-utcustom-terrain-b0-512sq

safety-utcustom-terrain-b0-512sq

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Evaluation results