README.md

metadata

license: other
tags:
  - generated_from_trainer
model-index:
  - name: safety-utcustom-terrain-b0
    results: []

safety-utcustom-terrain-b0

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

• Loss: 0.1068
• Mean Iou: 0.6684
• Mean Accuracy: 0.7082
• Overall Accuracy: 0.9747
• Accuracy Unlabeled: nan
• Accuracy Nat: 0.9932
• Accuracy Concrete: 0.9513
• Accuracy Grass: 0.9029
• Accuracy Speedway bricks: 0.9891
• Accuracy Steel: 0.9082
• Accuracy Rough concrete: 0.0
• Accuracy Dark bricks: 0.8767
• Accuracy Road: 0.9315
• Accuracy Rough red sidewalk: 0.5011
• Accuracy Tiles: 0.2352
• Accuracy Red bricks: 0.9299
• Accuracy Concrete tiles: 0.9872
• Accuracy Rest: 0.0
• Iou Unlabeled: nan
• Iou Nat: 0.9807
• Iou Concrete: 0.8923
• Iou Grass: 0.8376
• Iou Speedway bricks: 0.9775
• Iou Steel: 0.8554
• Iou Rough concrete: 0.0
• Iou Dark bricks: 0.8309
• Iou Road: 0.9241
• Iou Rough red sidewalk: 0.3386
• Iou Tiles: 0.2342
• Iou Red bricks: 0.8665
• Iou Concrete tiles: 0.9518
• 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	Accuracy Rest	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	Iou Rest
2.6108	1.82	20	2.6051	0.0159	0.1044	0.0773	nan	0.0951	0.0130	0.1687	0.0635	0.0140	0.0	0.6411	0.0058	0.1063	0.0	0.0	0.0	0.25	0.0	0.0936	0.0118	0.0202	0.0622	0.0065	0.0	0.0059	0.0058	0.0170	0.0	0.0	0.0	0.0000
2.3421	3.64	40	2.2776	0.1190	0.1997	0.5675	nan	0.6849	0.0547	0.1880	0.7466	0.0293	0.0	0.5917	0.1477	0.0279	0.0	0.0	0.0	0.125	0.0	0.6762	0.0473	0.0756	0.6971	0.0129	0.0	0.0096	0.1411	0.0059	0.0	0.0	0.0	0.0000
1.9173	5.45	60	1.6415	0.2069	0.2866	0.8386	nan	0.9258	0.5798	0.4195	0.9327	0.0002	0.0	0.1839	0.6829	0.0005	0.0	0.0	0.0	0.0	0.0	0.9159	0.3659	0.1946	0.7993	0.0002	0.0	0.0247	0.5963	0.0003	0.0	0.0	0.0	0.0
1.5459	7.27	80	1.2372	0.2280	0.2969	0.8869	nan	0.9541	0.7506	0.3301	0.9632	0.0	0.0	0.0003	0.8612	0.0	0.0	0.0	0.0	0.0	0.0	0.9414	0.4972	0.2048	0.8328	0.0	0.0	0.0002	0.7155	0.0	0.0	0.0	0.0	0.0
1.3972	9.09	100	1.1420	0.2549	0.3078	0.8928	nan	0.9442	0.7732	0.3751	0.9784	0.0	0.0	0.0	0.9303	0.0	0.0	0.0	0.0	0.0	nan	0.9364	0.5272	0.2267	0.8404	0.0	0.0	0.0	0.7832	0.0	0.0	0.0	0.0	0.0
1.1514	10.91	120	0.9919	0.2752	0.3282	0.9085	nan	0.9494	0.8587	0.5347	0.9744	0.0	0.0	0.0	0.9496	0.0	0.0	0.0	0.0	0.0	nan	0.9413	0.6159	0.3252	0.8578	0.0	0.0	0.0	0.8378	0.0	0.0	0.0	0.0	0.0
1.0387	12.73	140	0.8870	0.2886	0.3438	0.9166	nan	0.9525	0.8759	0.7264	0.9727	0.0	0.0	0.0	0.9417	0.0	0.0	0.0	0.0	0.0	nan	0.9437	0.6566	0.4501	0.8664	0.0	0.0	0.0	0.8346	0.0	0.0	0.0	0.0	0.0
0.9516	14.55	160	0.7789	0.2891	0.3436	0.9149	nan	0.9519	0.8994	0.7480	0.9754	0.0	0.0	0.0	0.8920	0.0	0.0	0.0	0.0	0.0	nan	0.9435	0.6126	0.4907	0.8661	0.0	0.0	0.0	0.8459	0.0	0.0	0.0	0.0	0.0
0.7909	16.36	180	0.6643	0.3019	0.3510	0.9260	nan	0.9619	0.8908	0.7824	0.9699	0.0	0.0	0.0	0.9575	0.0	0.0	0.0	0.0	0.0	nan	0.9487	0.6817	0.5505	0.8693	0.0	0.0	0.0	0.8747	0.0	0.0	0.0	0.0	0.0
0.7189	18.18	200	0.5797	0.3030	0.3495	0.9264	nan	0.9611	0.8973	0.7524	0.9796	0.0	0.0	0.0	0.9528	0.0	0.0	0.0	0.0	0.0	nan	0.9488	0.6701	0.5678	0.8697	0.0	0.0	0.0	0.8822	0.0	0.0	0.0	0.0	0.0
0.5829	20.0	220	0.4973	0.3041	0.3521	0.9272	nan	0.9617	0.9070	0.7870	0.9751	0.0	0.0	0.0	0.9461	0.0	0.0	0.0	0.0	0.0	nan	0.9499	0.6820	0.5802	0.8727	0.0	0.0	0.0	0.8684	0.0	0.0	0.0	0.0	0.0
0.5048	21.82	240	0.4336	0.3096	0.3555	0.9298	nan	0.9649	0.9156	0.7919	0.9689	0.0267	0.0	0.0	0.9534	0.0	0.0	0.0	0.0	0.0	nan	0.9519	0.6809	0.6172	0.8810	0.0267	0.0	0.0	0.8675	0.0	0.0	0.0	0.0	0.0
0.4344	23.64	260	0.3822	0.3176	0.3626	0.9310	nan	0.9642	0.9097	0.8164	0.9851	0.1145	0.0	0.0	0.9234	0.0	0.0	0.0	0.0	0.0	nan	0.9528	0.6748	0.6166	0.8783	0.1144	0.0	0.0	0.8913	0.0	0.0	0.0	0.0	0.0
0.3584	25.45	280	0.3193	0.3436	0.3813	0.9417	nan	0.9740	0.9091	0.7792	0.9795	0.3456	0.0	0.0	0.9691	0.0	0.0	0.0	0.0	0.0	nan	0.9581	0.7269	0.6364	0.9026	0.3397	0.0	0.0	0.9028	0.0	0.0	0.0	0.0	0.0
0.3006	27.27	300	0.2956	0.3565	0.4000	0.9420	nan	0.9688	0.9278	0.8511	0.9803	0.4487	0.0	0.0	0.9461	0.0	0.0	0.0	0.0770	0.0	nan	0.9583	0.7207	0.6336	0.9046	0.4241	0.0	0.0	0.9164	0.0	0.0	0.0	0.0770	0.0
0.2623	29.09	320	0.2804	0.4001	0.4338	0.9516	nan	0.9864	0.8830	0.8140	0.9768	0.5599	0.0	0.0	0.9644	0.0	0.0	0.0	0.4547	0.0	nan	0.9602	0.7984	0.6255	0.9274	0.5066	0.0	0.0	0.9280	0.0	0.0	0.0	0.4547	0.0
0.2954	30.91	340	0.2242	0.4176	0.4540	0.9533	nan	0.9780	0.9337	0.8581	0.9774	0.5902	0.0	0.0	0.9684	0.0003	0.0	0.0	0.5960	0.0	nan	0.9631	0.7737	0.6824	0.9314	0.5540	0.0	0.0	0.9282	0.0003	0.0	0.0	0.5960	0.0
0.23	32.73	360	0.2201	0.4474	0.4750	0.9579	nan	0.9899	0.9128	0.7867	0.9772	0.7017	0.0	0.0	0.9574	0.0514	0.0	0.0	0.7984	0.0	nan	0.9622	0.8177	0.6784	0.9358	0.6335	0.0	0.0	0.9405	0.0508	0.0	0.0	0.7977	0.0
0.2269	34.55	380	0.2007	0.4393	0.4770	0.9567	nan	0.9863	0.9324	0.8395	0.9595	0.8059	0.0	0.0080	0.9571	0.0643	0.0	0.0	0.6487	0.0	nan	0.9663	0.7832	0.7368	0.9318	0.6573	0.0	0.0080	0.9332	0.0486	0.0	0.0	0.6463	0.0
0.2013	36.36	400	0.1881	0.4695	0.5016	0.9589	nan	0.9866	0.9298	0.8124	0.9791	0.7739	0.0	0.0650	0.9425	0.1114	0.0	0.0	0.9207	0.0	nan	0.9663	0.7974	0.7394	0.9391	0.6864	0.0	0.0649	0.9249	0.0789	0.0	0.0	0.9057	0.0
0.1744	38.18	420	0.1692	0.5043	0.5397	0.9624	nan	0.9873	0.9266	0.8166	0.9732	0.7795	0.0	0.4470	0.9749	0.1529	0.0	0.0	0.9576	0.0	nan	0.9680	0.8151	0.7397	0.9481	0.6920	0.0	0.4439	0.9384	0.1039	0.0	0.0	0.9067	0.0
0.1487	40.0	440	0.1572	0.5243	0.5751	0.9645	nan	0.9855	0.9130	0.8884	0.9811	0.7724	0.0	0.4822	0.9664	0.5105	0.0	0.0	0.9765	0.0	nan	0.9683	0.8370	0.7608	0.9518	0.6969	0.0	0.4801	0.9353	0.3195	0.0	0.0	0.8659	0.0
0.1535	41.82	460	0.1495	0.5245	0.5653	0.9642	nan	0.9876	0.9293	0.7922	0.9860	0.7584	0.0	0.4997	0.9617	0.4520	0.0	0.0	0.9816	0.0	nan	0.9692	0.8188	0.7413	0.9504	0.7010	0.0	0.4966	0.9431	0.3008	0.0	0.0	0.8977	0.0
0.1375	43.64	480	0.1455	0.5208	0.5592	0.9647	nan	0.9903	0.9111	0.8097	0.9868	0.7366	0.0	0.5516	0.9644	0.3513	0.0	0.0	0.9679	0.0	nan	0.9695	0.8279	0.7512	0.9494	0.6913	0.0	0.5358	0.9440	0.2400	0.0	0.0	0.8613	0.0
0.1309	45.45	500	0.1380	0.5367	0.5770	0.9668	nan	0.9898	0.9317	0.8456	0.9773	0.8291	0.0	0.6698	0.9641	0.3113	0.0	0.0	0.9817	0.0	nan	0.9705	0.8298	0.7728	0.9568	0.7419	0.0	0.6454	0.9515	0.2103	0.0	0.0	0.8986	0.0
0.1186	47.27	520	0.1348	0.5351	0.5779	0.9669	nan	0.9897	0.9159	0.8389	0.9888	0.7943	0.0	0.7516	0.9627	0.2831	0.0	0.0	0.9877	0.0	nan	0.9707	0.8389	0.7715	0.9533	0.7310	0.0	0.7112	0.9499	0.1922	0.0	0.0	0.8376	0.0
0.1157	49.09	540	0.1341	0.5405	0.5876	0.9666	nan	0.9881	0.9353	0.8558	0.9765	0.8611	0.0	0.7315	0.9595	0.3413	0.0	0.0	0.9902	0.0	nan	0.9709	0.8279	0.7672	0.9589	0.7522	0.0	0.6999	0.9455	0.2193	0.0	0.0	0.8843	0.0
0.127	50.91	560	0.1232	0.5484	0.5833	0.9689	nan	0.9905	0.9207	0.8449	0.9881	0.7859	0.0	0.7773	0.9745	0.3135	0.0	0.0124	0.9757	0.0	nan	0.9722	0.8494	0.7821	0.9561	0.7330	0.0	0.7354	0.9569	0.2113	0.0	0.0124	0.9198	0.0
0.114	52.73	580	0.1195	0.5655	0.6096	0.9701	nan	0.9900	0.9228	0.8583	0.9841	0.8427	0.0	0.7965	0.9742	0.5022	0.0	0.0707	0.9834	0.0	nan	0.9720	0.8596	0.7848	0.9593	0.7577	0.0	0.7516	0.9558	0.3258	0.0	0.0707	0.9144	0.0
0.0963	54.55	600	0.1274	0.5707	0.6194	0.9666	nan	0.9902	0.9337	0.8520	0.9823	0.8614	0.0	0.7853	0.9296	0.3977	0.0	0.3295	0.9906	0.0	nan	0.9731	0.8200	0.7887	0.9618	0.7623	0.0	0.7394	0.9177	0.2601	0.0	0.3277	0.8686	0.0
0.0854	56.36	620	0.1151	0.5870	0.6264	0.9706	nan	0.9911	0.9281	0.8529	0.9829	0.8564	0.0	0.7772	0.9739	0.3820	0.0	0.4178	0.9814	0.0	nan	0.9731	0.8538	0.7872	0.9622	0.7664	0.0	0.7444	0.9591	0.2556	0.0	0.4145	0.9142	0.0
0.0803	58.18	640	0.1088	0.6041	0.6548	0.9708	nan	0.9885	0.9300	0.8814	0.9849	0.8553	0.0	0.7885	0.9720	0.4836	0.0	0.6344	0.9932	0.0	nan	0.9731	0.8548	0.7902	0.9633	0.7716	0.0	0.7500	0.9598	0.3174	0.0	0.6294	0.8437	0.0
0.0862	60.0	660	0.1186	0.5920	0.6297	0.9685	nan	0.9898	0.9405	0.7933	0.9828	0.8620	0.0	0.7965	0.9697	0.3429	0.0	0.5671	0.9420	0.0	nan	0.9733	0.8298	0.7456	0.9634	0.7728	0.0	0.7532	0.9526	0.2269	0.0	0.5623	0.9168	0.0
0.0869	61.82	680	0.1129	0.6074	0.6520	0.9696	nan	0.9893	0.9362	0.8739	0.9839	0.8544	0.0	0.8275	0.9579	0.3160	0.0	0.7447	0.9920	0.0	nan	0.9741	0.8338	0.7941	0.9649	0.7770	0.0	0.7754	0.9473	0.2110	0.0	0.7349	0.8835	0.0
0.1056	63.64	700	0.1100	0.6182	0.6585	0.9708	nan	0.9891	0.9337	0.8652	0.9873	0.8505	0.0	0.8278	0.9701	0.3640	0.0	0.8052	0.9671	0.0	nan	0.9741	0.8467	0.7933	0.9625	0.7814	0.0	0.7727	0.9599	0.2387	0.0	0.7949	0.9119	0.0
0.1043	65.45	720	0.1035	0.6218	0.6638	0.9712	nan	0.9892	0.9350	0.8516	0.9865	0.8404	0.0	0.8462	0.9771	0.4300	0.0	0.8018	0.9717	0.0	nan	0.9739	0.8530	0.7846	0.9637	0.7690	0.0	0.7931	0.9615	0.2844	0.0	0.7855	0.9140	0.0
0.0689	67.27	740	0.1138	0.6181	0.6609	0.9695	nan	0.9897	0.9396	0.8453	0.9850	0.8639	0.0	0.8107	0.9525	0.4244	0.0	0.8111	0.9696	0.0	nan	0.9741	0.8334	0.7742	0.9656	0.7824	0.0	0.7606	0.9434	0.2848	0.0	0.8006	0.9161	0.0
0.0783	69.09	760	0.1063	0.6229	0.6732	0.9710	nan	0.9893	0.9251	0.8575	0.9870	0.8592	0.0	0.8318	0.9740	0.4851	0.0	0.8546	0.9876	0.0	nan	0.9736	0.8536	0.7815	0.9640	0.7762	0.0	0.7815	0.9612	0.2937	0.0	0.8101	0.9021	0.0
0.0747	70.91	780	0.0987	0.6396	0.6860	0.9728	nan	0.9907	0.9231	0.8665	0.9885	0.8526	0.0	0.8435	0.9773	0.5318	0.0899	0.8635	0.9902	0.0	nan	0.9741	0.8681	0.7966	0.9643	0.7786	0.0	0.7924	0.9651	0.3517	0.0899	0.8366	0.8972	0.0
0.0832	72.73	800	0.0957	0.6392	0.6846	0.9733	nan	0.9908	0.9323	0.8780	0.9862	0.8581	0.0	0.8482	0.9774	0.4579	0.1035	0.8787	0.9888	0.0	nan	0.9750	0.8677	0.8050	0.9670	0.7853	0.0	0.7940	0.9662	0.2988	0.1035	0.8400	0.9074	0.0
0.0768	74.55	820	0.0994	0.6346	0.6812	0.9725	nan	0.9909	0.9388	0.8632	0.9871	0.8383	0.0	0.8645	0.9662	0.4957	0.0385	0.8894	0.9824	0.0	nan	0.9750	0.8590	0.8004	0.9666	0.7760	0.0	0.8055	0.9570	0.3298	0.0385	0.8262	0.9163	0.0
0.0738	76.36	840	0.1013	0.6243	0.6647	0.9724	nan	0.9917	0.9415	0.8527	0.9846	0.8556	0.0	0.8335	0.9683	0.4429	0.0	0.7978	0.9727	0.0	nan	0.9752	0.8557	0.7921	0.9686	0.7892	0.0	0.7866	0.9582	0.2944	0.0	0.7735	0.9231	0.0
0.073	78.18	860	0.0955	0.6448	0.6984	0.9725	nan	0.9887	0.9234	0.8929	0.9908	0.8370	0.0	0.8653	0.9728	0.5640	0.1644	0.8924	0.9878	0.0	nan	0.9744	0.8640	0.7960	0.9649	0.7718	0.0	0.8031	0.9629	0.3590	0.1644	0.8266	0.8955	0.0
0.0829	80.0	880	0.0980	0.6320	0.6724	0.9731	nan	0.9917	0.9318	0.8553	0.9885	0.8538	0.0	0.8547	0.9764	0.4251	0.0	0.8906	0.9725	0.0	nan	0.9751	0.8630	0.7927	0.9675	0.7918	0.0	0.8018	0.9667	0.2869	0.0	0.8399	0.9300	0.0
0.0874	81.82	900	0.1001	0.6299	0.6843	0.9712	nan	0.9916	0.9439	0.8556	0.9838	0.8674	0.0	0.8520	0.9486	0.4492	0.0979	0.9274	0.9781	0.0	nan	0.9764	0.8471	0.8000	0.9681	0.7920	0.0	0.7995	0.9386	0.2937	0.0979	0.7541	0.9211	0.0
0.0605	83.64	920	0.0964	0.6260	0.6758	0.9728	nan	0.9913	0.9397	0.8582	0.9840	0.8832	0.0	0.8554	0.9723	0.4102	0.0	0.8995	0.9916	0.0	nan	0.9758	0.8560	0.7972	0.9691	0.7995	0.0	0.8009	0.9616	0.2729	0.0	0.8104	0.8948	0.0
0.0756	85.45	940	0.1011	0.6253	0.6666	0.9717	nan	0.9911	0.9382	0.8403	0.9844	0.8815	0.0	0.8326	0.9703	0.4261	0.0	0.8475	0.9542	0.0	nan	0.9756	0.8483	0.7718	0.9703	0.8011	0.0	0.7831	0.9551	0.2846	0.0	0.8109	0.9277	0.0
0.0713	87.27	960	0.1032	0.6235	0.6630	0.9718	nan	0.9926	0.9410	0.8021	0.9865	0.8696	0.0	0.8435	0.9684	0.4094	0.0	0.8290	0.9769	0.0	nan	0.9754	0.8490	0.7615	0.9700	0.8027	0.0	0.7976	0.9560	0.2749	0.0	0.7923	0.9267	0.0
0.0644	89.09	980	0.0966	0.6311	0.6747	0.9735	nan	0.9921	0.9329	0.8607	0.9845	0.8910	0.0	0.8584	0.9775	0.4111	0.0	0.8837	0.9787	0.0	nan	0.9757	0.8627	0.7931	0.9700	0.7982	0.0	0.8043	0.9671	0.2751	0.0	0.8277	0.9305	0.0
0.0585	90.91	1000	0.0986	0.6292	0.6737	0.9731	nan	0.9916	0.9357	0.8753	0.9859	0.8991	0.0	0.8332	0.9651	0.4522	0.0	0.8565	0.9637	0.0	nan	0.9764	0.8609	0.8055	0.9685	0.7975	0.0	0.7890	0.9567	0.2884	0.0	0.8142	0.9222	0.0
0.0686	92.73	1020	0.0954	0.6256	0.6720	0.9733	nan	0.9922	0.9391	0.8400	0.9828	0.8998	0.0	0.8325	0.9792	0.4168	0.0	0.8636	0.9906	0.0	nan	0.9762	0.8622	0.7879	0.9696	0.7963	0.0	0.7923	0.9668	0.2704	0.0	0.8132	0.8986	0.0
0.0553	94.55	1040	0.0971	0.6333	0.6778	0.9739	nan	0.9928	0.9317	0.8925	0.9839	0.8925	0.0	0.8706	0.9689	0.3992	0.0	0.9004	0.9790	0.0	nan	0.9764	0.8621	0.8160	0.9705	0.8045	0.0	0.8125	0.9615	0.2666	0.0	0.8325	0.9305	0.0
0.072	96.36	1060	0.0970	0.6286	0.6766	0.9725	nan	0.9920	0.9422	0.8644	0.9821	0.8992	0.0	0.8566	0.9614	0.4215	0.0	0.8988	0.9773	0.0	nan	0.9769	0.8639	0.8004	0.9700	0.7999	0.0	0.8077	0.9519	0.2747	0.0	0.8032	0.9231	0.0
0.0561	98.18	1080	0.0950	0.6295	0.6776	0.9737	nan	0.9915	0.9444	0.8585	0.9860	0.8814	0.0	0.8606	0.9737	0.4086	0.0	0.9299	0.9741	0.0	nan	0.9767	0.8620	0.7957	0.9707	0.8058	0.0	0.8081	0.9643	0.2692	0.0	0.7989	0.9325	0.0
0.0611	100.0	1100	0.0960	0.6294	0.6721	0.9736	nan	0.9911	0.9463	0.8699	0.9856	0.8766	0.0	0.8567	0.9717	0.3878	0.0	0.875	0.9766	0.0	nan	0.9770	0.8580	0.7921	0.9711	0.8052	0.0	0.8082	0.9652	0.2593	0.0	0.8141	0.9324	0.0
0.067	101.82	1120	0.0957	0.6464	0.6943	0.9722	nan	0.9918	0.9381	0.8776	0.9871	0.8781	0.0	0.8499	0.9425	0.5555	0.1116	0.9094	0.9846	0.0	nan	0.9771	0.8688	0.8164	0.9707	0.8054	0.0	0.8045	0.9332	0.3562	0.1116	0.8289	0.9298	0.0
0.0582	103.64	1140	0.0924	0.6352	0.6809	0.9741	nan	0.9906	0.9457	0.8864	0.9845	0.8884	0.0	0.8490	0.9731	0.4750	0.0	0.8885	0.9712	0.0	nan	0.9772	0.8707	0.8061	0.9712	0.8071	0.0	0.8044	0.9607	0.3140	0.0	0.8093	0.9371	0.0
0.0593	105.45	1160	0.0886	0.6406	0.6893	0.9753	nan	0.9922	0.9405	0.8798	0.9832	0.8871	0.0	0.8589	0.9819	0.5258	0.0	0.9325	0.9787	0.0	nan	0.9772	0.8717	0.8177	0.9715	0.8127	0.0	0.8109	0.9683	0.3418	0.0	0.8159	0.9407	0.0
0.0548	107.27	1180	0.1100	0.6298	0.6722	0.9701	nan	0.9918	0.9455	0.8889	0.9854	0.8736	0.0	0.8647	0.9207	0.4293	0.0	0.8596	0.9790	0.0	nan	0.9778	0.8703	0.8140	0.9716	0.8126	0.0	0.8105	0.9119	0.2856	0.0	0.7992	0.9343	0.0
0.0593	109.09	1200	0.0992	0.6380	0.6825	0.9726	nan	0.9918	0.9376	0.8880	0.9891	0.8636	0.0	0.8465	0.9463	0.5118	0.0	0.9139	0.9839	0.0	nan	0.9775	0.8707	0.8239	0.9714	0.8117	0.0	0.8062	0.9372	0.3340	0.0	0.8298	0.9319	0.0
0.0622	110.91	1220	0.1069	0.6264	0.6789	0.9701	nan	0.9912	0.9374	0.8492	0.9884	0.8766	0.0	0.8838	0.9360	0.4517	0.0	0.9219	0.9893	0.0	nan	0.9770	0.8579	0.7776	0.9715	0.8147	0.0	0.8237	0.9284	0.2904	0.0	0.7852	0.9170	0.0
0.0491	112.73	1240	0.1163	0.6280	0.6759	0.9675	nan	0.9914	0.9446	0.8614	0.9853	0.8876	0.0	0.8585	0.9001	0.4679	0.0	0.9050	0.9849	0.0	nan	0.9774	0.8608	0.7882	0.9723	0.8141	0.0	0.8161	0.8928	0.3068	0.0	0.8105	0.9248	0.0
0.0468	114.55	1260	0.1143	0.6328	0.6804	0.9687	nan	0.9916	0.9414	0.8875	0.9840	0.9030	0.0	0.8520	0.9044	0.5029	0.0	0.8908	0.9876	0.0	nan	0.9773	0.8657	0.8087	0.9719	0.8102	0.0	0.8114	0.8969	0.3365	0.0	0.8308	0.9176	0.0
0.0488	116.36	1280	0.1216	0.6249	0.6712	0.9674	nan	0.9918	0.9369	0.8593	0.9869	0.8932	0.0	0.8738	0.9018	0.4061	0.0	0.8888	0.9873	0.0	nan	0.9777	0.8509	0.7931	0.9714	0.8078	0.0	0.8184	0.8920	0.2700	0.0	0.8181	0.9246	0.0
0.0502	118.18	1300	0.1638	0.6172	0.6661	0.9596	nan	0.9920	0.9447	0.8527	0.9860	0.8831	0.0	0.8622	0.8101	0.4110	0.0	0.9242	0.9933	0.0	nan	0.9775	0.8604	0.7949	0.9726	0.8083	0.0	0.8153	0.8038	0.2725	0.0	0.8271	0.8911	0.0
0.0471	120.0	1320	0.1424	0.6293	0.6739	0.9653	nan	0.9917	0.9445	0.8728	0.9886	0.8708	0.0	0.8460	0.8645	0.4731	0.0	0.9242	0.9839	0.0	nan	0.9774	0.8691	0.8054	0.9720	0.8065	0.0	0.8094	0.8590	0.3194	0.0	0.8309	0.9319	0.0
0.0518	121.82	1340	0.1363	0.6243	0.6735	0.9653	nan	0.9917	0.9401	0.8560	0.9891	0.8778	0.0	0.8785	0.8730	0.4372	0.0	0.9201	0.9917	0.0	nan	0.9779	0.8643	0.7942	0.9722	0.8123	0.0	0.8157	0.8661	0.2896	0.0	0.8186	0.9046	0.0
0.054	123.64	1360	0.1198	0.6297	0.6849	0.9673	nan	0.9911	0.9396	0.8900	0.9876	0.8889	0.0	0.8761	0.8863	0.5217	0.0	0.9284	0.9936	0.0	nan	0.9781	0.8691	0.8123	0.9728	0.8192	0.0	0.8135	0.8788	0.3432	0.0	0.8097	0.8890	0.0
0.0519	125.45	1380	0.1309	0.6294	0.6836	0.9656	nan	0.9897	0.9451	0.8967	0.9857	0.8936	0.0	0.8679	0.8728	0.5175	0.0029	0.9231	0.9916	0.0	nan	0.9779	0.8707	0.8042	0.9726	0.8207	0.0	0.8079	0.8637	0.3420	0.0029	0.8063	0.9128	0.0
0.0485	127.27	1400	0.1189	0.6372	0.6865	0.9681	nan	0.9914	0.9485	0.8947	0.9838	0.8993	0.0	0.8539	0.8885	0.5688	0.0	0.9094	0.9870	0.0	nan	0.9782	0.8774	0.8081	0.9730	0.8220	0.0	0.8123	0.8812	0.3755	0.0	0.8236	0.9327	0.0
0.0573	129.09	1420	0.1260	0.6308	0.6758	0.9664	nan	0.9920	0.9443	0.8626	0.9893	0.8762	0.0	0.8538	0.8755	0.5081	0.0	0.9038	0.9802	0.0	nan	0.9784	0.8688	0.7995	0.9725	0.8194	0.0	0.8114	0.8695	0.3320	0.0	0.8036	0.9450	0.0
0.055	130.91	1440	0.0953	0.6321	0.6751	0.9741	nan	0.9930	0.9417	0.8574	0.9885	0.8704	0.0	0.8546	0.9676	0.3929	0.0	0.9254	0.9846	0.0	nan	0.9778	0.8698	0.7990	0.9725	0.8170	0.0	0.8141	0.9595	0.2659	0.0	0.8194	0.9226	0.0
0.0516	132.73	1460	0.1438	0.6295	0.6778	0.9655	nan	0.9910	0.9403	0.8820	0.9891	0.8782	0.0	0.8693	0.8681	0.4979	0.0	0.9075	0.9884	0.0	nan	0.9785	0.8640	0.8050	0.9728	0.8218	0.0	0.8159	0.8580	0.3304	0.0	0.8166	0.9212	0.0
0.054	134.55	1480	0.1301	0.6283	0.6715	0.9657	nan	0.9927	0.9424	0.8534	0.9878	0.8903	0.0	0.8533	0.8705	0.4538	0.0	0.9084	0.9772	0.0	nan	0.9782	0.8684	0.7977	0.9726	0.8226	0.0	0.8102	0.8611	0.3035	0.0	0.8130	0.9410	0.0
0.0456	136.36	1500	0.1230	0.6256	0.6719	0.9661	nan	0.9931	0.9476	0.8517	0.9852	0.8958	0.0	0.8568	0.8740	0.4267	0.0	0.9197	0.9847	0.0	nan	0.9778	0.8704	0.8045	0.9734	0.8265	0.0	0.8162	0.8658	0.2888	0.0	0.7812	0.9286	0.0
0.0466	138.18	1520	0.1097	0.6245	0.6715	0.9690	nan	0.9923	0.9381	0.8776	0.9887	0.8817	0.0	0.8708	0.9091	0.3661	0.0	0.9224	0.9833	0.0	nan	0.9784	0.8675	0.8071	0.9723	0.8200	0.0	0.8111	0.9005	0.2467	0.0	0.7825	0.9318	0.0
0.0485	140.0	1540	0.1299	0.6245	0.6674	0.9650	nan	0.9926	0.9384	0.8472	0.9894	0.8740	0.0	0.8533	0.8692	0.4291	0.0	0.8936	0.9894	0.0	nan	0.9781	0.8598	0.7874	0.9730	0.8191	0.0	0.8104	0.8611	0.2891	0.0	0.8259	0.9146	0.0
0.0461	141.82	1560	0.1423	0.6234	0.6720	0.9650	nan	0.9915	0.9411	0.8722	0.9901	0.8678	0.0	0.8721	0.8645	0.4308	0.0	0.9137	0.9919	0.0	nan	0.9786	0.8598	0.7986	0.9723	0.8163	0.0	0.8170	0.8566	0.2894	0.0	0.8113	0.9040	0.0
0.0531	143.64	1580	0.1312	0.6359	0.6837	0.9670	nan	0.9913	0.9444	0.9011	0.9885	0.8899	0.0	0.8505	0.8707	0.5601	0.0	0.9137	0.9780	0.0	nan	0.9788	0.8787	0.8177	0.9736	0.8223	0.0	0.8184	0.8642	0.3641	0.0	0.8046	0.9437	0.0
0.0518	145.45	1600	0.1391	0.6422	0.6897	0.9668	nan	0.9927	0.9450	0.8721	0.9885	0.8684	0.0	0.8748	0.8686	0.5539	0.1030	0.9142	0.9849	0.0	nan	0.9777	0.8809	0.8168	0.9731	0.8154	0.0	0.8197	0.8621	0.3757	0.1030	0.7990	0.9252	0.0
0.0528	147.27	1620	0.1476	0.6304	0.6752	0.9659	nan	0.9917	0.9486	0.8675	0.9869	0.8872	0.0	0.8604	0.8695	0.4855	0.0	0.8935	0.9867	0.0	nan	0.9789	0.8640	0.8085	0.9736	0.8266	0.0	0.8233	0.8612	0.3207	0.0	0.8082	0.9304	0.0
0.0474	149.09	1640	0.1277	0.6245	0.6769	0.9663	nan	0.9927	0.9449	0.8744	0.9850	0.9086	0.0	0.8567	0.8710	0.4388	0.0	0.9414	0.9866	0.0	nan	0.9788	0.8704	0.8091	0.9740	0.8237	0.0	0.8186	0.8633	0.2956	0.0	0.7524	0.9320	0.0
0.0451	150.91	1660	0.0888	0.6545	0.7022	0.9746	nan	0.9927	0.9469	0.8896	0.9863	0.8971	0.0	0.8766	0.9487	0.6198	0.0727	0.9187	0.9792	0.0	nan	0.9783	0.8878	0.8243	0.9745	0.8276	0.0	0.8248	0.9420	0.4160	0.0727	0.8227	0.9373	0.0
0.0453	152.73	1680	0.1081	0.6326	0.6743	0.9713	nan	0.9930	0.9434	0.8839	0.9867	0.8978	0.0	0.8580	0.9243	0.3913	0.0	0.9006	0.9865	0.0	nan	0.9784	0.8748	0.8193	0.9739	0.8247	0.0	0.8226	0.9177	0.2647	0.0	0.8158	0.9314	0.0
0.0443	154.55	1700	0.1257	0.6273	0.6698	0.9668	nan	0.9924	0.9455	0.8873	0.9871	0.8989	0.0	0.8664	0.8743	0.3528	0.0053	0.9135	0.9844	0.0	nan	0.9789	0.8723	0.8205	0.9738	0.8237	0.0	0.8221	0.8679	0.2405	0.0053	0.8197	0.9310	0.0
0.0417	156.36	1720	0.1372	0.6280	0.6709	0.9662	nan	0.9929	0.9490	0.8584	0.9864	0.8963	0.0	0.8795	0.8707	0.4016	0.0	0.9004	0.9862	0.0	nan	0.9790	0.8683	0.8056	0.9744	0.8308	0.0	0.8122	0.8637	0.2695	0.0	0.8282	0.9321	0.0
0.0475	158.18	1740	0.1191	0.6321	0.6768	0.9682	nan	0.9930	0.9459	0.8680	0.9889	0.8898	0.0	0.8884	0.8861	0.4469	0.0	0.9162	0.9753	0.0	nan	0.9792	0.8702	0.8095	0.9740	0.8291	0.0	0.8180	0.8800	0.2983	0.0	0.8168	0.9426	0.0
0.0468	160.0	1760	0.1353	0.6509	0.7001	0.9673	nan	0.9920	0.9455	0.8941	0.9859	0.9074	0.0	0.8583	0.8715	0.4859	0.2384	0.9371	0.9857	0.0	nan	0.9788	0.8815	0.8221	0.9744	0.8224	0.0	0.8043	0.8638	0.3264	0.2384	0.8353	0.9147	0.0
0.0569	161.82	1780	0.1207	0.6354	0.6746	0.9679	nan	0.9930	0.9493	0.8787	0.9856	0.9042	0.0	0.8538	0.8813	0.4475	0.0	0.8967	0.9793	0.0	nan	0.9787	0.8746	0.8278	0.9744	0.8304	0.0	0.8138	0.8728	0.3010	0.0	0.8456	0.9404	0.0
0.0414	163.64	1800	0.1460	0.6455	0.6913	0.9669	nan	0.9933	0.9372	0.8813	0.9873	0.9058	0.0	0.8720	0.8683	0.4885	0.1494	0.9128	0.9911	0.0	nan	0.9779	0.8812	0.8257	0.9744	0.8261	0.0	0.8178	0.8607	0.3223	0.1493	0.8482	0.9084	0.0
0.0447	165.45	1820	0.1044	0.6388	0.6894	0.9708	nan	0.9923	0.9439	0.8828	0.9876	0.8871	0.0	0.8512	0.9150	0.5713	0.0	0.9451	0.9856	0.0	nan	0.9784	0.8774	0.8215	0.9743	0.8290	0.0	0.8095	0.9050	0.3752	0.0	0.8043	0.9301	0.0
0.0485	167.27	1840	0.1204	0.6388	0.6841	0.9686	nan	0.9924	0.9449	0.8884	0.9871	0.8977	0.0	0.8716	0.8881	0.5143	0.0	0.9263	0.9824	0.0	nan	0.9788	0.8792	0.8206	0.9747	0.8304	0.0	0.8055	0.8793	0.3445	0.0	0.8460	0.9454	0.0
0.0461	169.09	1860	0.1313	0.6422	0.6901	0.9675	nan	0.9925	0.9475	0.8937	0.9850	0.9035	0.0	0.8448	0.8708	0.6013	0.0115	0.9366	0.9846	0.0	nan	0.9783	0.8858	0.8222	0.9745	0.8296	0.0	0.8058	0.8639	0.3987	0.0115	0.8451	0.9331	0.0
0.0443	170.91	1880	0.1051	0.6355	0.6830	0.9719	nan	0.9920	0.9431	0.8904	0.9887	0.8924	0.0	0.8725	0.9294	0.4618	0.0	0.9210	0.9880	0.0	nan	0.9785	0.8747	0.8183	0.9741	0.8253	0.0	0.8115	0.9231	0.3032	0.0	0.8130	0.9394	0.0
0.0435	172.73	1900	0.1098	0.6357	0.6870	0.9703	nan	0.9922	0.9460	0.9039	0.9866	0.8965	0.0	0.8758	0.9051	0.4786	0.0008	0.9556	0.9903	0.0	nan	0.9787	0.8757	0.8331	0.9746	0.8308	0.0	0.7989	0.8990	0.3124	0.0008	0.8368	0.9230	0.0
0.0406	174.55	1920	0.1402	0.6283	0.6813	0.9663	nan	0.9926	0.9485	0.8834	0.9835	0.9023	0.0	0.8798	0.8675	0.4361	0.0158	0.9554	0.9920	0.0	nan	0.9787	0.8694	0.8222	0.9739	0.8313	0.0	0.8015	0.8603	0.2922	0.0158	0.8206	0.9024	0.0
0.0405	176.36	1940	0.1101	0.6409	0.6866	0.9705	nan	0.9920	0.9462	0.9041	0.9873	0.8948	0.0	0.8779	0.9058	0.5158	0.0017	0.9210	0.9792	0.0	nan	0.9790	0.8803	0.8317	0.9749	0.8309	0.0	0.8015	0.8978	0.3388	0.0017	0.8453	0.9496	0.0
0.0406	178.18	1960	0.0978	0.6439	0.6944	0.9735	nan	0.9918	0.9414	0.9071	0.9902	0.8802	0.0	0.8832	0.9390	0.5456	0.0194	0.9396	0.9897	0.0	nan	0.9788	0.8794	0.8314	0.9742	0.8269	0.0	0.8102	0.9326	0.3544	0.0194	0.8350	0.9280	0.0
0.0456	180.0	1980	0.1044	0.6467	0.6936	0.9716	nan	0.9922	0.9444	0.8799	0.9875	0.8953	0.0	0.8744	0.9262	0.4691	0.1335	0.9274	0.9868	0.0	nan	0.9791	0.8722	0.8122	0.9747	0.8297	0.0	0.8042	0.9185	0.3132	0.1335	0.8411	0.9293	0.0
0.042	181.82	2000	0.0967	0.6447	0.6927	0.9733	nan	0.9928	0.9445	0.8680	0.9886	0.9002	0.0	0.8684	0.9425	0.4960	0.0803	0.9386	0.9852	0.0	nan	0.9787	0.8760	0.8115	0.9750	0.8353	0.0	0.8030	0.9342	0.3328	0.0803	0.8076	0.9470	0.0
0.0374	183.64	2020	0.1129	0.6375	0.6835	0.9706	nan	0.9924	0.9455	0.8588	0.9892	0.8894	0.0	0.8842	0.9191	0.4598	0.0367	0.9190	0.9918	0.0	nan	0.9790	0.8655	0.7978	0.9745	0.8342	0.0	0.8206	0.9114	0.3061	0.0367	0.8331	0.9283	0.0
0.0442	185.45	2040	0.1124	0.6460	0.6941	0.9706	nan	0.9926	0.9448	0.8853	0.9888	0.8950	0.0	0.8626	0.9060	0.5086	0.0894	0.9625	0.9875	0.0	nan	0.9792	0.8786	0.8236	0.9750	0.8357	0.0	0.8144	0.8990	0.3366	0.0894	0.8274	0.9386	0.0
0.039	187.27	2060	0.1035	0.6498	0.6960	0.9731	nan	0.9939	0.9453	0.8743	0.9877	0.8961	0.0	0.8663	0.9283	0.5815	0.0531	0.9382	0.9837	0.0	nan	0.9789	0.8854	0.8230	0.9749	0.8369	0.0	0.8153	0.9222	0.3904	0.0531	0.8315	0.9353	0.0
0.0399	189.09	2080	0.1065	0.6524	0.7053	0.9719	nan	0.9914	0.9487	0.9079	0.9860	0.9134	0.0	0.8916	0.9178	0.5399	0.1436	0.9398	0.9882	0.0	nan	0.9795	0.8828	0.8276	0.9751	0.8305	0.0	0.8146	0.9102	0.3570	0.1436	0.8248	0.9359	0.0
0.0453	190.91	2100	0.1085	0.6539	0.7008	0.9715	nan	0.9908	0.9478	0.8996	0.9894	0.8936	0.0	0.8861	0.9166	0.5587	0.1298	0.9151	0.9828	0.0	nan	0.9793	0.8822	0.8145	0.9747	0.8314	0.0	0.8284	0.9090	0.3664	0.1298	0.8376	0.9473	0.0
0.0424	192.73	2120	0.1242	0.6399	0.6789	0.9685	nan	0.9935	0.9428	0.8621	0.9885	0.8940	0.0	0.8553	0.8895	0.4576	0.0785	0.8791	0.9849	0.0	nan	0.9792	0.8688	0.8021	0.9752	0.8347	0.0	0.8214	0.8821	0.3031	0.0785	0.8396	0.9333	0.0
0.0447	194.55	2140	0.0969	0.6571	0.7036	0.9741	nan	0.9928	0.9496	0.8869	0.9861	0.9057	0.0	0.8605	0.9397	0.5943	0.1185	0.9292	0.9839	0.0	nan	0.9796	0.8869	0.8219	0.9755	0.8337	0.0	0.8229	0.9314	0.3983	0.1185	0.8297	0.9446	0.0
0.041	196.36	2160	0.1037	0.6440	0.6925	0.9728	nan	0.9911	0.9520	0.8945	0.9877	0.9020	0.0	0.8730	0.9330	0.5270	0.0333	0.9222	0.9871	0.0	nan	0.9801	0.8794	0.8242	0.9751	0.8313	0.0	0.8158	0.9229	0.3409	0.0333	0.8325	0.9361	0.0
0.0407	198.18	2180	0.0970	0.6534	0.6982	0.9741	nan	0.9922	0.9549	0.8958	0.9864	0.9019	0.0	0.8594	0.9377	0.5668	0.0813	0.9150	0.9854	0.0	nan	0.9795	0.8872	0.8284	0.9755	0.8361	0.0	0.8159	0.9311	0.3776	0.0813	0.8390	0.9427	0.0
0.0423	200.0	2200	0.1142	0.6458	0.6857	0.9713	nan	0.9931	0.9536	0.8819	0.9867	0.8953	0.0	0.8528	0.9101	0.4995	0.0458	0.9151	0.9800	0.0	nan	0.9792	0.8851	0.8256	0.9757	0.8350	0.0	0.8187	0.9030	0.3364	0.0458	0.8417	0.9489	0.0
0.0473	201.82	2220	0.1097	0.6449	0.6868	0.9721	nan	0.9925	0.9470	0.9050	0.9876	0.9043	0.0	0.8599	0.9182	0.4843	0.0331	0.9084	0.9885	0.0	nan	0.9799	0.8820	0.8344	0.9753	0.8367	0.0	0.8230	0.9102	0.3255	0.0331	0.8494	0.9341	0.0
0.0381	203.64	2240	0.0959	0.6528	0.6953	0.9744	nan	0.9927	0.9464	0.9132	0.9868	0.9039	0.0	0.8731	0.9425	0.4724	0.0949	0.9332	0.9801	0.0	nan	0.9797	0.8859	0.8375	0.9758	0.8376	0.0	0.8194	0.9351	0.3156	0.0949	0.8611	0.9445	0.0
0.0362	205.45	2260	0.0900	0.6588	0.7062	0.9750	nan	0.9920	0.9460	0.9109	0.9875	0.9014	0.0	0.8806	0.9502	0.5285	0.1579	0.9389	0.9869	0.0	nan	0.9798	0.8868	0.8348	0.9752	0.8325	0.0	0.8100	0.9409	0.3510	0.1579	0.8579	0.9369	0.0
0.039	207.27	2280	0.0881	0.6658	0.7105	0.9754	nan	0.9929	0.9455	0.9029	0.9875	0.8980	0.0	0.8771	0.9511	0.5019	0.2533	0.9458	0.9809	0.0	nan	0.9796	0.8885	0.8338	0.9755	0.8355	0.0	0.8113	0.9430	0.3352	0.2532	0.8491	0.9508	0.0
0.0398	209.09	2300	0.0998	0.6528	0.6944	0.9728	nan	0.9919	0.9449	0.9178	0.9875	0.9061	0.0	0.8733	0.9274	0.4699	0.1329	0.8958	0.9801	0.0	nan	0.9794	0.8844	0.8302	0.9755	0.8326	0.0	0.8198	0.9202	0.3128	0.1329	0.8480	0.9504	0.0
0.0365	210.91	2320	0.0984	0.6675	0.7098	0.9733	nan	0.9933	0.9445	0.8949	0.9888	0.8964	0.0	0.8677	0.9261	0.4936	0.3113	0.9244	0.9861	0.0	nan	0.9795	0.8890	0.8324	0.9753	0.8317	0.0	0.8176	0.9192	0.3306	0.3111	0.8537	0.9368	0.0
0.0367	212.73	2340	0.1067	0.6602	0.7011	0.9719	nan	0.9934	0.9422	0.8750	0.9884	0.8982	0.0	0.8791	0.9204	0.4682	0.2506	0.9141	0.9843	0.0	nan	0.9796	0.8816	0.8147	0.9756	0.8385	0.0	0.8254	0.9096	0.3141	0.2504	0.8512	0.9418	0.0
0.0391	214.55	2360	0.0870	0.6662	0.7085	0.9755	nan	0.9930	0.9450	0.8901	0.9888	0.9011	0.0	0.8814	0.9554	0.4655	0.2839	0.9226	0.9832	0.0	nan	0.9797	0.8893	0.8246	0.9753	0.8332	0.0	0.8310	0.9479	0.3120	0.2835	0.8428	0.9417	0.0
0.0346	216.36	2380	0.0950	0.6591	0.7038	0.9736	nan	0.9927	0.9460	0.8845	0.9879	0.9088	0.0	0.8671	0.9383	0.4853	0.2373	0.9169	0.9842	0.0	nan	0.9796	0.8822	0.8151	0.9757	0.8361	0.0	0.8191	0.9313	0.3232	0.2372	0.8276	0.9414	0.0
0.0383	218.18	2400	0.1076	0.6613	0.7094	0.9711	nan	0.9921	0.9488	0.8887	0.9844	0.9121	0.0	0.8751	0.9158	0.4338	0.3525	0.9274	0.9919	0.0	nan	0.9797	0.8779	0.8134	0.9750	0.8368	0.0	0.8200	0.9074	0.2902	0.3522	0.8398	0.9046	0.0
0.0377	220.0	2420	0.1122	0.6518	0.6957	0.9709	nan	0.9917	0.9429	0.9016	0.9898	0.8987	0.0	0.8883	0.9111	0.3966	0.2131	0.9212	0.9887	0.0	nan	0.9798	0.8757	0.8202	0.9753	0.8400	0.0	0.8250	0.9030	0.2656	0.2130	0.8447	0.9306	0.0
0.0379	221.82	2440	0.0987	0.6640	0.7004	0.9738	nan	0.9941	0.9488	0.8726	0.9868	0.9009	0.0	0.8637	0.9365	0.4319	0.2848	0.9094	0.9752	0.0	nan	0.9791	0.8878	0.8249	0.9759	0.8389	0.0	0.8238	0.9275	0.2918	0.2845	0.8525	0.9457	0.0
0.0343	223.64	2460	0.1061	0.6487	0.6894	0.9725	nan	0.9926	0.9501	0.8866	0.9875	0.8991	0.0	0.8693	0.9286	0.4146	0.1344	0.9150	0.9846	0.0	nan	0.9796	0.8692	0.8190	0.9760	0.8445	0.0	0.8169	0.9197	0.2795	0.1344	0.8453	0.9488	0.0
0.0383	225.45	2480	0.1005	0.6618	0.7027	0.9733	nan	0.9928	0.9465	0.8944	0.9887	0.9054	0.0	0.8781	0.9289	0.4708	0.2467	0.8929	0.9900	0.0	nan	0.9795	0.8830	0.8284	0.9761	0.8437	0.0	0.8206	0.9213	0.3143	0.2464	0.8506	0.9397	0.0
0.0363	227.27	2500	0.1074	0.6551	0.6951	0.9718	nan	0.9929	0.9474	0.8825	0.9881	0.9054	0.0	0.8826	0.9187	0.3993	0.2288	0.9078	0.9831	0.0	nan	0.9792	0.8771	0.8129	0.9762	0.8419	0.0	0.8189	0.9124	0.2724	0.2287	0.8479	0.9482	0.0
0.0385	229.09	2520	0.1043	0.6731	0.7193	0.9721	nan	0.9933	0.9460	0.8837	0.9870	0.9116	0.0	0.8674	0.9127	0.5260	0.4081	0.9276	0.9879	0.0	nan	0.9793	0.8821	0.8220	0.9759	0.8386	0.0	0.8192	0.9056	0.3289	0.4075	0.8638	0.9278	0.0
0.0373	230.91	2540	0.0916	0.6496	0.6911	0.9752	nan	0.9927	0.9497	0.8680	0.9870	0.9075	0.0	0.8735	0.9633	0.4731	0.0747	0.9151	0.9797	0.0	nan	0.9794	0.8766	0.8046	0.9757	0.8373	0.0	0.8183	0.9545	0.3179	0.0747	0.8549	0.9508	0.0
0.0366	232.73	2560	0.0847	0.6691	0.7167	0.9772	nan	0.9923	0.9459	0.9042	0.9887	0.9046	0.0	0.8739	0.9677	0.6272	0.1859	0.9395	0.9880	0.0	nan	0.9798	0.8933	0.8331	0.9759	0.8407	0.0	0.8193	0.9571	0.4178	0.1859	0.8634	0.9317	0.0
0.0414	234.55	2580	0.0939	0.6490	0.6894	0.9752	nan	0.9925	0.9569	0.8856	0.9870	0.8921	0.0	0.8494	0.9563	0.4653	0.0709	0.9268	0.9795	0.0	nan	0.9798	0.8794	0.8275	0.9756	0.8384	0.0	0.8147	0.9476	0.3099	0.0709	0.8441	0.9494	0.0
0.0346	236.36	2600	0.0996	0.6545	0.6965	0.9742	nan	0.9932	0.9517	0.8859	0.9872	0.9077	0.0	0.8768	0.9402	0.4570	0.1435	0.9322	0.9790	0.0	nan	0.9796	0.8829	0.8273	0.9762	0.8420	0.0	0.8076	0.9333	0.3059	0.1435	0.8563	0.9538	0.0
0.029	238.18	2620	0.0890	0.6611	0.6995	0.9757	nan	0.9934	0.9481	0.8936	0.9881	0.9021	0.0	0.8593	0.9552	0.4595	0.2004	0.9164	0.9776	0.0	nan	0.9792	0.8856	0.8319	0.9764	0.8420	0.0	0.8096	0.9484	0.3101	0.2003	0.8606	0.9506	0.0
0.0364	240.0	2640	0.0909	0.6572	0.7009	0.9757	nan	0.9918	0.9496	0.9183	0.9874	0.9126	0.0	0.8707	0.9547	0.4623	0.1635	0.9155	0.9857	0.0	nan	0.9796	0.8840	0.8399	0.9761	0.8407	0.0	0.8115	0.9472	0.3082	0.1635	0.8461	0.9466	0.0
0.0378	241.82	2660	0.1189	0.6465	0.6878	0.9711	nan	0.9927	0.9481	0.9003	0.9879	0.8954	0.0	0.8815	0.9081	0.4541	0.0652	0.9213	0.9868	0.0	nan	0.9799	0.8833	0.8392	0.9757	0.8418	0.0	0.8246	0.8977	0.3027	0.0652	0.8540	0.9400	0.0
0.0364	243.64	2680	0.1163	0.6478	0.6961	0.9713	nan	0.9922	0.9447	0.9114	0.9883	0.8977	0.0	0.8686	0.9083	0.4920	0.0920	0.9648	0.9891	0.0	nan	0.9795	0.8835	0.8338	0.9762	0.8434	0.0	0.8138	0.8991	0.3271	0.0918	0.8566	0.9163	0.0
0.0339	245.45	2700	0.1076	0.6511	0.6946	0.9725	nan	0.9929	0.9489	0.8986	0.9886	0.8957	0.0	0.8640	0.9174	0.5220	0.0932	0.9231	0.9853	0.0	nan	0.9800	0.8850	0.8335	0.9761	0.8393	0.0	0.8062	0.9103	0.3452	0.0931	0.8478	0.9477	0.0
0.0353	247.27	2720	0.0962	0.6604	0.7042	0.9750	nan	0.9925	0.9480	0.9092	0.9880	0.9056	0.0	0.8581	0.9461	0.4787	0.2037	0.9393	0.9854	0.0	nan	0.9801	0.8871	0.8381	0.9763	0.8380	0.0	0.8099	0.9373	0.3189	0.2032	0.8565	0.9403	0.0
0.0328	249.09	2740	0.0971	0.6526	0.6908	0.9751	nan	0.9936	0.9463	0.8975	0.9893	0.8997	0.0	0.8706	0.9470	0.4562	0.0899	0.9249	0.9653	0.0	nan	0.9796	0.8851	0.8337	0.9764	0.8431	0.0	0.8177	0.9399	0.3098	0.0899	0.8589	0.9500	0.0
0.0356	250.91	2760	0.1015	0.6489	0.6913	0.9746	nan	0.9926	0.9498	0.9064	0.9880	0.9107	0.0	0.8614	0.9440	0.4341	0.0809	0.9395	0.9796	0.0	nan	0.9802	0.8818	0.8357	0.9762	0.8419	0.0	0.8091	0.9370	0.2908	0.0808	0.8500	0.9522	0.0
0.0383	252.73	2780	0.0961	0.6501	0.6945	0.9752	nan	0.9928	0.9431	0.9144	0.9889	0.9036	0.0	0.8666	0.9496	0.4640	0.0811	0.9359	0.9886	0.0	nan	0.9800	0.8831	0.8373	0.9762	0.8421	0.0	0.8104	0.9420	0.3138	0.0810	0.8524	0.9328	0.0
0.0368	254.55	2800	0.1057	0.6475	0.6871	0.9737	nan	0.9930	0.9435	0.9092	0.9894	0.9046	0.0	0.8617	0.9319	0.4621	0.0683	0.8796	0.9887	0.0	nan	0.9803	0.8826	0.8369	0.9759	0.8427	0.0	0.8200	0.9239	0.3130	0.0683	0.8387	0.9359	0.0
0.0384	256.36	2820	0.0982	0.6487	0.6865	0.9754	nan	0.9929	0.9478	0.9111	0.9888	0.9009	0.0	0.8570	0.9511	0.4426	0.0480	0.9020	0.9822	0.0	nan	0.9804	0.8846	0.8404	0.9762	0.8416	0.0	0.8202	0.9428	0.2983	0.0480	0.8516	0.9493	0.0
0.0397	258.18	2840	0.1466	0.6451	0.6865	0.9682	nan	0.9931	0.9459	0.8996	0.9887	0.9032	0.0	0.8676	0.8718	0.4513	0.0848	0.9297	0.9887	0.0	nan	0.9798	0.8838	0.8376	0.9763	0.8404	0.0	0.8213	0.8646	0.3021	0.0847	0.8609	0.9346	0.0
0.038	260.0	2860	0.1468	0.6483	0.6927	0.9682	nan	0.9929	0.9485	0.8948	0.9867	0.9072	0.0	0.8651	0.8744	0.4672	0.1379	0.9425	0.9878	0.0	nan	0.9800	0.8840	0.8300	0.9763	0.8424	0.0	0.8136	0.8654	0.3113	0.1378	0.8543	0.9327	0.0
0.0387	261.82	2880	0.1367	0.6458	0.6887	0.9682	nan	0.9921	0.9506	0.9011	0.9873	0.9034	0.0	0.8918	0.8766	0.4037	0.1411	0.9176	0.9881	0.0	nan	0.9803	0.8771	0.8240	0.9763	0.8453	0.0	0.8182	0.8692	0.2718	0.1411	0.8544	0.9371	0.0
0.0406	263.64	2900	0.1388	0.6462	0.6837	0.9686	nan	0.9931	0.9496	0.9036	0.9882	0.9004	0.0	0.8422	0.8734	0.4268	0.1141	0.9176	0.9789	0.0	nan	0.9801	0.8847	0.8350	0.9761	0.8426	0.0	0.8114	0.8671	0.2895	0.1140	0.8518	0.9479	0.0
0.0333	265.45	2920	0.1423	0.6417	0.6813	0.9682	nan	0.9936	0.9488	0.9013	0.9876	0.9089	0.0	0.8564	0.8689	0.4076	0.0753	0.9224	0.9863	0.0	nan	0.9800	0.8830	0.8374	0.9762	0.8432	0.0	0.8099	0.8638	0.2764	0.0752	0.8575	0.9400	0.0
0.0371	267.27	2940	0.1304	0.6447	0.6840	0.9696	nan	0.9929	0.9500	0.9074	0.9888	0.8951	0.0	0.8676	0.8841	0.4537	0.0632	0.9064	0.9827	0.0	nan	0.9804	0.8833	0.8422	0.9764	0.8446	0.0	0.8170	0.8775	0.3021	0.0632	0.8548	0.9394	0.0
0.0352	269.09	2960	0.1279	0.6472	0.6870	0.9699	nan	0.9930	0.9512	0.9078	0.9872	0.9099	0.0	0.8505	0.8856	0.4674	0.0723	0.9237	0.9828	0.0	nan	0.9804	0.8852	0.8422	0.9766	0.8423	0.0	0.8170	0.8788	0.3129	0.0722	0.8605	0.9449	0.0
0.0334	270.91	2980	0.1152	0.6485	0.6882	0.9723	nan	0.9928	0.9534	0.9089	0.9867	0.9112	0.0	0.8471	0.9139	0.4807	0.0732	0.8960	0.9827	0.0	nan	0.9802	0.8832	0.8407	0.9765	0.8439	0.0	0.8158	0.9075	0.3193	0.0731	0.8427	0.9481	0.0
0.0331	272.73	3000	0.1094	0.6447	0.6842	0.9734	nan	0.9938	0.9506	0.8812	0.9863	0.9115	0.0	0.8775	0.9348	0.3710	0.0707	0.9306	0.9864	0.0	nan	0.9797	0.8824	0.8242	0.9764	0.8466	0.0	0.8228	0.9269	0.2543	0.0706	0.8557	0.9418	0.0
0.0397	274.55	3020	0.1459	0.6450	0.6880	0.9685	nan	0.9913	0.9531	0.9213	0.9887	0.9014	0.0	0.8561	0.8730	0.4884	0.0579	0.9380	0.9742	0.0	nan	0.9801	0.8830	0.8371	0.9766	0.8445	0.0	0.8194	0.8664	0.3220	0.0579	0.8477	0.9505	0.0
0.0376	276.36	3040	0.1256	0.6477	0.6861	0.9709	nan	0.9932	0.9507	0.8959	0.9869	0.9154	0.0	0.8651	0.9021	0.4304	0.0857	0.9226	0.9712	0.0	nan	0.9796	0.8852	0.8328	0.9764	0.8431	0.0	0.8257	0.8955	0.2909	0.0855	0.8581	0.9473	0.0
0.0355	278.18	3060	0.1042	0.6466	0.6889	0.9747	nan	0.9925	0.9473	0.9166	0.9888	0.9084	0.0	0.8891	0.9434	0.4081	0.0692	0.9006	0.9913	0.0	nan	0.9802	0.8834	0.8377	0.9763	0.8458	0.0	0.8202	0.9369	0.2743	0.0691	0.8489	0.9336	0.0
0.0385	280.0	3080	0.1003	0.6610	0.7055	0.9747	nan	0.9920	0.9463	0.9175	0.9893	0.9007	0.0	0.8564	0.9408	0.5343	0.1822	0.9226	0.9901	0.0	nan	0.9802	0.8886	0.8337	0.9766	0.8450	0.0	0.8132	0.9323	0.3547	0.1819	0.8547	0.9319	0.0
0.0375	281.82	3100	0.1082	0.6517	0.6955	0.9730	nan	0.9926	0.9455	0.9030	0.9887	0.9064	0.0	0.8594	0.9259	0.5051	0.0940	0.9343	0.9864	0.0	nan	0.9799	0.8844	0.8304	0.9766	0.8460	0.0	0.8194	0.9168	0.3366	0.0939	0.8555	0.9324	0.0
0.0357	283.64	3120	0.1075	0.6502	0.6933	0.9735	nan	0.9928	0.9493	0.9009	0.9880	0.9062	0.0	0.8816	0.9296	0.4668	0.0868	0.9267	0.9842	0.0	nan	0.9799	0.8843	0.8307	0.9769	0.8448	0.0	0.8140	0.9225	0.3143	0.0867	0.8554	0.9434	0.0
0.0341	285.45	3140	0.1091	0.6502	0.6944	0.9731	nan	0.9921	0.9492	0.9150	0.9883	0.9075	0.0	0.8668	0.9249	0.4764	0.0871	0.9300	0.9903	0.0	nan	0.9801	0.8869	0.8347	0.9767	0.8439	0.0	0.8218	0.9173	0.3210	0.0871	0.8571	0.9256	0.0
0.0433	287.27	3160	0.0948	0.6581	0.6971	0.9753	nan	0.9925	0.9521	0.9171	0.9876	0.9109	0.0	0.8641	0.9448	0.4618	0.1374	0.9102	0.9842	0.0	nan	0.9802	0.8906	0.8398	0.9766	0.8442	0.0	0.8263	0.9381	0.3118	0.1373	0.8630	0.9473	0.0
0.032	289.09	3180	0.1012	0.6563	0.6981	0.9747	nan	0.9933	0.9507	0.9007	0.9875	0.9115	0.0	0.8715	0.9381	0.4890	0.1092	0.9363	0.9872	0.0	nan	0.9803	0.8896	0.8362	0.9765	0.8439	0.0	0.8247	0.9315	0.3282	0.1091	0.8707	0.9415	0.0
0.0324	290.91	3200	0.1065	0.6532	0.6958	0.9740	nan	0.9929	0.9477	0.9010	0.9887	0.9010	0.0	0.8773	0.9350	0.4745	0.1097	0.9297	0.9884	0.0	nan	0.9802	0.8865	0.8310	0.9767	0.8447	0.0	0.8237	0.9274	0.3161	0.1096	0.8635	0.9324	0.0
0.0399	292.73	3220	0.1024	0.6618	0.7039	0.9745	nan	0.9927	0.9484	0.9118	0.9881	0.9022	0.0	0.8858	0.9392	0.4226	0.2348	0.9387	0.9868	0.0	nan	0.9803	0.8879	0.8379	0.9763	0.8409	0.0	0.8257	0.9311	0.2880	0.2344	0.8686	0.9326	0.0
0.0358	294.55	3240	0.0968	0.6583	0.6988	0.9754	nan	0.9931	0.9516	0.9007	0.9888	0.9003	0.0	0.8733	0.9472	0.4539	0.1575	0.9322	0.9856	0.0	nan	0.9805	0.8855	0.8392	0.9766	0.8445	0.0	0.8260	0.9396	0.3039	0.1573	0.8612	0.9430	0.0
0.0318	296.36	3260	0.0984	0.6572	0.7017	0.9746	nan	0.9930	0.9477	0.8847	0.9889	0.9082	0.0	0.8899	0.9443	0.4672	0.1735	0.9339	0.9906	0.0	nan	0.9803	0.8838	0.8241	0.9765	0.8420	0.0	0.8275	0.9362	0.3131	0.1730	0.8511	0.9358	0.0
0.0367	298.18	3280	0.0947	0.6654	0.7079	0.9753	nan	0.9927	0.9520	0.9038	0.9876	0.9102	0.0	0.8762	0.9459	0.4688	0.2340	0.9501	0.9809	0.0	nan	0.9801	0.8911	0.8361	0.9769	0.8468	0.0	0.8173	0.9376	0.3177	0.2333	0.8562	0.9574	0.0
0.034	300.0	3300	0.1027	0.6550	0.6972	0.9745	nan	0.9936	0.9506	0.8847	0.9871	0.9078	0.0	0.8731	0.9405	0.4984	0.1196	0.9224	0.9853	0.0	nan	0.9799	0.8866	0.8280	0.9766	0.8477	0.0	0.8185	0.9333	0.3341	0.1190	0.8477	0.9432	0.0
0.0394	301.82	3320	0.1032	0.6578	0.7034	0.9742	nan	0.9931	0.9493	0.8916	0.9874	0.9112	0.0	0.8673	0.9365	0.4777	0.2113	0.9263	0.9921	0.0	nan	0.9805	0.8835	0.8296	0.9766	0.8464	0.0	0.8245	0.9295	0.3217	0.2103	0.8460	0.9032	0.0
0.0353	303.64	3340	0.0979	0.6641	0.7104	0.9749	nan	0.9924	0.9497	0.9076	0.9882	0.9109	0.0	0.8726	0.9414	0.4908	0.2587	0.9361	0.9866	0.0	nan	0.9801	0.8886	0.8345	0.9768	0.8497	0.0	0.8241	0.9335	0.3314	0.2581	0.8295	0.9277	0.0
0.0325	305.45	3360	0.0969	0.6640	0.7063	0.9751	nan	0.9934	0.9500	0.8941	0.9871	0.9121	0.0	0.8845	0.9438	0.4721	0.2378	0.9276	0.9793	0.0	nan	0.9801	0.8905	0.8309	0.9768	0.8476	0.0	0.8264	0.9352	0.3194	0.2376	0.8489	0.9392	0.0
0.0356	307.27	3380	0.0955	0.6611	0.7019	0.9754	nan	0.9919	0.9491	0.9202	0.9899	0.8986	0.0	0.8815	0.9480	0.4479	0.1931	0.9190	0.9857	0.0	nan	0.9804	0.8876	0.8392	0.9763	0.8482	0.0	0.8300	0.9393	0.3040	0.1929	0.8553	0.9404	0.0
0.033	309.09	3400	0.0864	0.6635	0.7068	0.9773	nan	0.9933	0.9498	0.8937	0.9878	0.9080	0.0	0.8824	0.9700	0.4898	0.1834	0.9464	0.9834	0.0	nan	0.9800	0.8896	0.8338	0.9766	0.8462	0.0	0.8299	0.9615	0.3289	0.1829	0.8562	0.9403	0.0
0.0304	310.91	3420	0.0916	0.6616	0.7037	0.9762	nan	0.9926	0.9543	0.9045	0.9870	0.9089	0.0	0.8793	0.9565	0.4878	0.1674	0.9311	0.9782	0.0	nan	0.9800	0.8887	0.8346	0.9766	0.8462	0.0	0.8261	0.9489	0.3265	0.1672	0.8534	0.9523	0.0
0.0318	312.73	3440	0.0935	0.6599	0.7017	0.9761	nan	0.9934	0.9474	0.9019	0.9877	0.9066	0.0	0.8820	0.9562	0.4831	0.1431	0.9379	0.9826	0.0	nan	0.9800	0.8898	0.8358	0.9768	0.8444	0.0	0.8229	0.9475	0.3262	0.1427	0.8622	0.9511	0.0
0.0352	314.55	3460	0.0938	0.6609	0.7056	0.9759	nan	0.9925	0.9503	0.9221	0.9886	0.9002	0.0	0.8792	0.9482	0.5006	0.1663	0.9412	0.9836	0.0	nan	0.9804	0.8900	0.8406	0.9769	0.8443	0.0	0.8220	0.9417	0.3358	0.1660	0.8459	0.9477	0.0
0.0336	316.36	3480	0.0982	0.6582	0.7007	0.9745	nan	0.9937	0.9459	0.8763	0.9881	0.9053	0.0	0.8775	0.9448	0.4568	0.1987	0.9377	0.9838	0.0	nan	0.9799	0.8837	0.8150	0.9767	0.8457	0.0	0.8227	0.9370	0.3087	0.1977	0.8554	0.9342	0.0
0.0346	318.18	3500	0.0997	0.6642	0.7060	0.9747	nan	0.9926	0.9499	0.9103	0.9878	0.9062	0.0	0.8826	0.9394	0.4827	0.2278	0.9121	0.9860	0.0	nan	0.9802	0.8884	0.8343	0.9766	0.8449	0.0	0.8271	0.9321	0.3253	0.2274	0.8565	0.9415	0.0
0.0339	320.0	3520	0.1043	0.6610	0.7007	0.9742	nan	0.9934	0.9495	0.9038	0.9876	0.9070	0.0	0.8826	0.9326	0.4432	0.2062	0.9174	0.9855	0.0	nan	0.9800	0.8909	0.8363	0.9767	0.8469	0.0	0.8238	0.9257	0.3016	0.2059	0.8643	0.9411	0.0
0.0372	321.82	3540	0.0999	0.6605	0.7022	0.9749	nan	0.9935	0.9485	0.9043	0.9865	0.9148	0.0	0.8799	0.9408	0.4754	0.1708	0.9279	0.9859	0.0	nan	0.9803	0.8891	0.8380	0.9766	0.8477	0.0	0.8260	0.9336	0.3210	0.1705	0.8638	0.9395	0.0
0.0344	323.64	3560	0.1052	0.6526	0.6951	0.9739	nan	0.9930	0.9506	0.8960	0.9873	0.9120	0.0	0.8821	0.9343	0.4613	0.1019	0.9341	0.9844	0.0	nan	0.9805	0.8835	0.8306	0.9768	0.8507	0.0	0.8310	0.9263	0.3098	0.1016	0.8523	0.9402	0.0
0.0337	325.45	3580	0.1140	0.6610	0.7004	0.9721	nan	0.9931	0.9503	0.9067	0.9884	0.9116	0.0	0.8615	0.9055	0.5177	0.1706	0.9183	0.9815	0.0	nan	0.9808	0.8915	0.8395	0.9768	0.8513	0.0	0.8255	0.8978	0.3436	0.1703	0.8613	0.9549	0.0
0.0299	327.27	3600	0.1028	0.6597	0.6985	0.9744	nan	0.9936	0.9506	0.8959	0.9876	0.9117	0.0	0.8808	0.9349	0.4626	0.1589	0.9242	0.9801	0.0	nan	0.9804	0.8908	0.8347	0.9767	0.8499	0.0	0.8308	0.9274	0.3142	0.1587	0.8613	0.9512	0.0
0.0327	329.09	3620	0.1274	0.6525	0.6970	0.9703	nan	0.9917	0.9535	0.9200	0.9881	0.9098	0.0	0.8856	0.8883	0.5077	0.1019	0.9302	0.9845	0.0	nan	0.9808	0.8871	0.8375	0.9768	0.8499	0.0	0.8328	0.8817	0.3361	0.1017	0.8455	0.9519	0.0
0.036	330.91	3640	0.1276	0.6583	0.6987	0.9702	nan	0.9932	0.9487	0.9053	0.9882	0.9103	0.0	0.8781	0.8853	0.4711	0.2019	0.9148	0.9867	0.0	nan	0.9806	0.8895	0.8365	0.9765	0.8482	0.0	0.8299	0.8789	0.3178	0.2016	0.8486	0.9503	0.0
0.0338	332.73	3660	0.1096	0.6593	0.7017	0.9733	nan	0.9931	0.9480	0.9026	0.9887	0.9094	0.0	0.8854	0.9220	0.4773	0.1739	0.9343	0.9872	0.0	nan	0.9805	0.8890	0.8355	0.9770	0.8510	0.0	0.8334	0.9145	0.3204	0.1737	0.8491	0.9469	0.0
0.034	334.55	3680	0.1070	0.6611	0.7025	0.9739	nan	0.9930	0.9467	0.9052	0.9898	0.8996	0.0	0.8764	0.9284	0.5121	0.1626	0.9343	0.9847	0.0	nan	0.9807	0.8886	0.8382	0.9766	0.8495	0.0	0.8349	0.9205	0.3396	0.1620	0.8533	0.9498	0.0
0.0314	336.36	3700	0.1142	0.6595	0.7008	0.9725	nan	0.9928	0.9508	0.9107	0.9870	0.9103	0.0	0.8786	0.9141	0.4806	0.1704	0.9308	0.9849	0.0	nan	0.9804	0.8884	0.8384	0.9768	0.8520	0.0	0.8312	0.9060	0.3239	0.1700	0.8596	0.9470	0.0
0.0296	338.18	3720	0.1065	0.6608	0.7052	0.9740	nan	0.9934	0.9512	0.8980	0.9887	0.9036	0.0	0.8775	0.9268	0.5043	0.1763	0.9622	0.9854	0.0	nan	0.9808	0.8896	0.8395	0.9769	0.8502	0.0	0.8337	0.9195	0.3363	0.1758	0.8382	0.9501	0.0
0.0309	340.0	3740	0.1064	0.6631	0.7045	0.9740	nan	0.9932	0.9509	0.9000	0.9878	0.9064	0.0	0.8737	0.9295	0.5074	0.1806	0.9489	0.9799	0.0	nan	0.9804	0.8879	0.8381	0.9770	0.8498	0.0	0.8322	0.9209	0.3386	0.1803	0.8589	0.9563	0.0
0.029	341.82	3760	0.0915	0.6896	0.7332	0.9763	nan	0.9933	0.9478	0.9059	0.9880	0.9049	0.0	0.8808	0.9474	0.5829	0.4499	0.9519	0.9790	0.0	nan	0.9802	0.8993	0.8408	0.9770	0.8475	0.0	0.8313	0.9387	0.3932	0.4479	0.8648	0.9444	0.0
0.038	343.64	3780	0.1187	0.6534	0.6971	0.9719	nan	0.9932	0.9471	0.9049	0.9887	0.9057	0.0	0.8836	0.9071	0.4950	0.1019	0.9446	0.9900	0.0	nan	0.9800	0.8812	0.8385	0.9768	0.8491	0.0	0.8326	0.9003	0.3332	0.1016	0.8610	0.9402	0.0
0.0306	345.45	3800	0.1199	0.6540	0.6957	0.9717	nan	0.9934	0.9485	0.9036	0.9886	0.9085	0.0	0.8733	0.9017	0.5013	0.1100	0.9276	0.9879	0.0	nan	0.9808	0.8865	0.8393	0.9770	0.8514	0.0	0.8312	0.8941	0.3342	0.1097	0.8574	0.9407	0.0
0.0303	347.27	3820	0.1052	0.6698	0.7124	0.9746	nan	0.9930	0.9500	0.9129	0.9879	0.9045	0.0	0.8743	0.9304	0.5893	0.1978	0.9364	0.9843	0.0	nan	0.9806	0.8942	0.8406	0.9772	0.8501	0.0	0.8327	0.9228	0.3938	0.1975	0.8706	0.9480	0.0
0.0342	349.09	3840	0.1158	0.6600	0.7001	0.9728	nan	0.9933	0.9509	0.9046	0.9877	0.9108	0.0	0.8755	0.9139	0.4924	0.1622	0.9254	0.9846	0.0	nan	0.9805	0.8891	0.8405	0.9770	0.8506	0.0	0.8323	0.9068	0.3283	0.1618	0.8625	0.9509	0.0
0.0324	350.91	3860	0.1156	0.6605	0.7014	0.9727	nan	0.9929	0.9506	0.9149	0.9881	0.9070	0.0	0.8814	0.9118	0.5101	0.1482	0.9283	0.9847	0.0	nan	0.9807	0.8909	0.8440	0.9769	0.8486	0.0	0.8356	0.9046	0.3397	0.1479	0.8653	0.9529	0.0
0.0304	352.73	3880	0.1129	0.6615	0.7025	0.9730	nan	0.9925	0.9508	0.9135	0.9887	0.9107	0.0	0.8874	0.9171	0.4755	0.1809	0.9288	0.9863	0.0	nan	0.9804	0.8896	0.8425	0.9769	0.8512	0.0	0.8365	0.9097	0.3200	0.1802	0.8606	0.9524	0.0
0.0344	354.55	3900	0.1090	0.6594	0.6983	0.9737	nan	0.9933	0.9541	0.9029	0.9873	0.9119	0.0	0.8656	0.9238	0.4764	0.1538	0.9247	0.9841	0.0	nan	0.9806	0.8885	0.8411	0.9770	0.8520	0.0	0.8314	0.9170	0.3190	0.1535	0.8563	0.9552	0.0
0.0376	356.36	3920	0.1084	0.6639	0.7075	0.9739	nan	0.9923	0.9513	0.9136	0.9892	0.9051	0.0	0.8871	0.9262	0.4806	0.2174	0.9455	0.9896	0.0	nan	0.9805	0.8898	0.8434	0.9769	0.8515	0.0	0.8322	0.9185	0.3222	0.2167	0.8623	0.9366	0.0
0.0327	358.18	3940	0.1028	0.6641	0.7051	0.9747	nan	0.9930	0.9499	0.9123	0.9894	0.9015	0.0	0.8806	0.9326	0.4839	0.2005	0.9338	0.9888	0.0	nan	0.9806	0.8909	0.8447	0.9768	0.8476	0.0	0.8332	0.9264	0.3271	0.2002	0.8635	0.9423	0.0
0.0363	360.0	3960	0.1098	0.6603	0.7007	0.9739	nan	0.9933	0.9498	0.9041	0.9885	0.9086	0.0	0.8880	0.9265	0.4705	0.1675	0.9247	0.9870	0.0	nan	0.9803	0.8913	0.8396	0.9772	0.8498	0.0	0.8333	0.9194	0.3183	0.1671	0.8628	0.9444	0.0
0.0317	361.82	3980	0.0958	0.6542	0.6926	0.9762	nan	0.9933	0.9529	0.9043	0.9886	0.9063	0.0	0.8821	0.9529	0.4346	0.0914	0.9110	0.9868	0.0	nan	0.9808	0.8865	0.8425	0.9771	0.8508	0.0	0.8330	0.9463	0.2929	0.0911	0.8535	0.9502	0.0
0.0414	363.64	4000	0.1092	0.6523	0.6917	0.9740	nan	0.9929	0.9533	0.8956	0.9883	0.9052	0.0	0.8828	0.9345	0.4354	0.0910	0.9288	0.9843	0.0	nan	0.9803	0.8854	0.8284	0.9770	0.8530	0.0	0.8342	0.9276	0.2940	0.0908	0.8606	0.9486	0.0
0.0338	365.45	4020	0.1130	0.6592	0.7004	0.9735	nan	0.9933	0.9503	0.8980	0.9884	0.9051	0.0	0.8856	0.9241	0.4642	0.1656	0.9428	0.9874	0.0	nan	0.9805	0.8884	0.8323	0.9771	0.8508	0.0	0.8363	0.9175	0.3122	0.1649	0.8609	0.9484	0.0
0.0321	367.27	4040	0.1147	0.6520	0.6921	0.9732	nan	0.9930	0.9509	0.9042	0.9888	0.8978	0.0	0.8816	0.9234	0.4467	0.0944	0.9313	0.9857	0.0	nan	0.9804	0.8863	0.8336	0.9769	0.8483	0.0	0.8320	0.9168	0.3015	0.0942	0.8590	0.9471	0.0
0.0291	369.09	4060	0.1129	0.6592	0.6990	0.9736	nan	0.9930	0.9521	0.9075	0.9885	0.9033	0.0	0.8799	0.9231	0.4734	0.1556	0.9261	0.9839	0.0	nan	0.9805	0.8896	0.8383	0.9772	0.8512	0.0	0.8304	0.9163	0.3185	0.1553	0.8603	0.9519	0.0
0.0344	370.91	4080	0.1066	0.6673	0.7113	0.9752	nan	0.9933	0.9506	0.9042	0.9886	0.9078	0.0	0.8807	0.9327	0.6771	0.0985	0.9316	0.9822	0.0	nan	0.9807	0.8969	0.8410	0.9771	0.8515	0.0	0.8338	0.9256	0.4496	0.0984	0.8678	0.9521	0.0
0.0309	372.73	4100	0.1078	0.6646	0.7102	0.9750	nan	0.9929	0.9501	0.9114	0.9889	0.9056	0.0	0.8885	0.9325	0.6374	0.0962	0.9425	0.9872	0.0	nan	0.9808	0.8964	0.8429	0.9769	0.8498	0.0	0.8329	0.9248	0.4280	0.0959	0.8592	0.9528	0.0
0.032	374.55	4120	0.1079	0.6634	0.7059	0.9749	nan	0.9933	0.9509	0.9039	0.9880	0.9096	0.0	0.8748	0.9330	0.6270	0.0868	0.9237	0.9862	0.0	nan	0.9803	0.8952	0.8383	0.9772	0.8513	0.0	0.8327	0.9262	0.4210	0.0866	0.8605	0.9547	0.0
0.034	376.36	4140	0.1070	0.6638	0.7059	0.9751	nan	0.9928	0.9526	0.9109	0.9888	0.9033	0.0	0.8748	0.9341	0.6112	0.0970	0.9249	0.9857	0.0	nan	0.9807	0.8940	0.8421	0.9772	0.8521	0.0	0.8302	0.9272	0.4091	0.0968	0.8640	0.9556	0.0
0.0339	378.18	4160	0.1066	0.6623	0.7055	0.9750	nan	0.9922	0.9494	0.9231	0.9895	0.9009	0.0	0.8846	0.9353	0.5772	0.1073	0.9229	0.9891	0.0	nan	0.9807	0.8928	0.8430	0.9771	0.8506	0.0	0.8315	0.9275	0.3883	0.1072	0.8586	0.9526	0.0
0.0322	380.0	4180	0.1092	0.6652	0.7077	0.9746	nan	0.9932	0.9505	0.9031	0.9890	0.9082	0.0	0.8758	0.9288	0.6226	0.1212	0.9229	0.9845	0.0	nan	0.9804	0.8947	0.8393	0.9771	0.8497	0.0	0.8322	0.9225	0.4172	0.1209	0.8610	0.9529	0.0
0.033	381.82	4200	0.1056	0.6681	0.7110	0.9754	nan	0.9930	0.9523	0.9051	0.9885	0.9079	0.0	0.8830	0.9378	0.5947	0.1563	0.9377	0.9873	0.0	nan	0.9807	0.8957	0.8419	0.9774	0.8528	0.0	0.8356	0.9296	0.4018	0.1557	0.8694	0.9451	0.0
0.0313	383.64	4220	0.1042	0.6592	0.6998	0.9751	nan	0.9930	0.9511	0.9023	0.9890	0.9061	0.0	0.8871	0.9402	0.5171	0.0998	0.9258	0.9853	0.0	nan	0.9806	0.8893	0.8350	0.9775	0.8540	0.0	0.8371	0.9328	0.3485	0.0996	0.8653	0.9506	0.0
0.0322	385.45	4240	0.1045	0.6679	0.7128	0.9755	nan	0.9929	0.9532	0.9057	0.9877	0.9116	0.0	0.8831	0.9385	0.6182	0.1546	0.9355	0.9859	0.0	nan	0.9808	0.8927	0.8370	0.9775	0.8536	0.0	0.8352	0.9314	0.4072	0.1538	0.8618	0.9520	0.0
0.0296	387.27	4260	0.1042	0.6687	0.7111	0.9752	nan	0.9931	0.9536	0.9027	0.9875	0.9090	0.0	0.8889	0.9369	0.5808	0.1781	0.9279	0.9853	0.0	nan	0.9807	0.8940	0.8369	0.9773	0.8536	0.0	0.8327	0.9292	0.3924	0.1774	0.8645	0.9544	0.0
0.0273	389.09	4280	0.1097	0.6720	0.7135	0.9742	nan	0.9926	0.9519	0.9032	0.9888	0.9077	0.0	0.8643	0.9264	0.6261	0.2096	0.9201	0.9849	0.0	nan	0.9806	0.8926	0.8316	0.9772	0.8535	0.0	0.8291	0.9194	0.4166	0.2093	0.8717	0.9542	0.0
0.034	390.91	4300	0.1072	0.6682	0.7088	0.9744	nan	0.9929	0.9510	0.9133	0.9887	0.9114	0.0	0.8780	0.9271	0.5054	0.2158	0.9437	0.9866	0.0	nan	0.9807	0.8938	0.8431	0.9770	0.8529	0.0	0.8313	0.9201	0.3425	0.2157	0.8787	0.9505	0.0
0.0312	392.73	4320	0.1088	0.6679	0.7075	0.9741	nan	0.9932	0.9524	0.9077	0.9881	0.9081	0.0	0.8804	0.9248	0.5026	0.2282	0.9302	0.9820	0.0	nan	0.9806	0.8943	0.8420	0.9774	0.8530	0.0	0.8290	0.9178	0.3387	0.2279	0.8662	0.9564	0.0
0.03	394.55	4340	0.1121	0.6646	0.7049	0.9736	nan	0.9929	0.9513	0.9114	0.9890	0.9055	0.0	0.8864	0.9199	0.4844	0.2110	0.9247	0.9866	0.0	nan	0.9806	0.8916	0.8418	0.9772	0.8538	0.0	0.8311	0.9134	0.3262	0.2107	0.8611	0.9526	0.0
0.0329	396.36	4360	0.1102	0.6615	0.7029	0.9742	nan	0.9931	0.9494	0.9078	0.9885	0.9066	0.0	0.8832	0.9294	0.5040	0.1510	0.9398	0.9844	0.0	nan	0.9805	0.8906	0.8399	0.9770	0.8550	0.0	0.8314	0.9215	0.3376	0.1508	0.8647	0.9508	0.0
0.0279	398.18	4380	0.1050	0.6897	0.7341	0.9749	nan	0.9927	0.9530	0.9107	0.9883	0.9079	0.0	0.8718	0.9275	0.6044	0.4519	0.9537	0.9816	0.0	nan	0.9805	0.8992	0.8405	0.9773	0.8529	0.0	0.8284	0.9208	0.4046	0.4495	0.8583	0.9543	0.0
0.0459	400.0	4400	0.1012	0.6861	0.7289	0.9758	nan	0.9933	0.9516	0.9025	0.9885	0.9038	0.0	0.8784	0.9368	0.6359	0.3664	0.9354	0.9837	0.0	nan	0.9809	0.9010	0.8415	0.9773	0.8514	0.0	0.8330	0.9278	0.4256	0.3657	0.8584	0.9567	0.0
0.0265	401.82	4420	0.1049	0.6814	0.7251	0.9750	nan	0.9930	0.9491	0.9083	0.9897	0.9053	0.0	0.8945	0.9292	0.6095	0.3308	0.9311	0.9859	0.0	nan	0.9806	0.8996	0.8408	0.9771	0.8506	0.0	0.8344	0.9223	0.4087	0.3297	0.8618	0.9522	0.0
0.0257	403.64	4440	0.1071	0.6680	0.7070	0.9744	nan	0.9927	0.9550	0.9028	0.9882	0.9066	0.0	0.8828	0.9303	0.5080	0.2263	0.9164	0.9817	0.0	nan	0.9807	0.8919	0.8369	0.9773	0.8546	0.0	0.8372	0.9223	0.3427	0.2259	0.8560	0.9589	0.0
0.0316	405.45	4460	0.1070	0.6690	0.7100	0.9743	nan	0.9928	0.9525	0.9038	0.9886	0.9098	0.0	0.8779	0.9284	0.5173	0.2422	0.9300	0.9867	0.0	nan	0.9807	0.8913	0.8372	0.9772	0.8532	0.0	0.8342	0.9209	0.3481	0.2415	0.8597	0.9532	0.0
0.0288	407.27	4480	0.1034	0.6715	0.7129	0.9750	nan	0.9928	0.9533	0.9072	0.9884	0.9092	0.0	0.8758	0.9352	0.5335	0.2468	0.9403	0.9851	0.0	nan	0.9807	0.8943	0.8389	0.9773	0.8550	0.0	0.8327	0.9272	0.3604	0.2461	0.8625	0.9546	0.0
0.028	409.09	4500	0.1090	0.6737	0.7143	0.9742	nan	0.9931	0.9512	0.9094	0.9890	0.9067	0.0	0.8799	0.9237	0.5016	0.3071	0.9384	0.9863	0.0	nan	0.9807	0.8942	0.8413	0.9773	0.8530	0.0	0.8315	0.9166	0.3396	0.3057	0.8665	0.9522	0.0
0.0331	410.91	4520	0.1070	0.6759	0.7167	0.9746	nan	0.9931	0.9518	0.9057	0.9886	0.9070	0.0	0.8680	0.9285	0.5480	0.3009	0.9402	0.9853	0.0	nan	0.9807	0.8956	0.8388	0.9774	0.8545	0.0	0.8323	0.9209	0.3685	0.2995	0.8660	0.9524	0.0
0.0338	412.73	4540	0.1101	0.6645	0.7036	0.9738	nan	0.9934	0.9499	0.8950	0.9895	0.9048	0.0	0.8838	0.9255	0.4974	0.1936	0.9292	0.9842	0.0	nan	0.9803	0.8908	0.8323	0.9774	0.8556	0.0	0.8333	0.9184	0.3370	0.1933	0.8638	0.9560	0.0
0.0287	414.55	4560	0.1085	0.6693	0.7107	0.9743	nan	0.9931	0.9506	0.9014	0.9885	0.9123	0.0	0.8803	0.9289	0.5478	0.2182	0.9334	0.9844	0.0	nan	0.9807	0.8943	0.8361	0.9773	0.8542	0.0	0.8310	0.9200	0.3689	0.2177	0.8634	0.9576	0.0
0.0326	416.36	4580	0.1041	0.6632	0.7006	0.9750	nan	0.9932	0.9538	0.8958	0.9886	0.9065	0.0	0.8720	0.9393	0.4789	0.1780	0.9192	0.9820	0.0	nan	0.9807	0.8888	0.8343	0.9774	0.8552	0.0	0.8289	0.9321	0.3229	0.1776	0.8620	0.9614	0.0
0.0295	418.18	4600	0.1171	0.6685	0.7099	0.9729	nan	0.9927	0.9532	0.9062	0.9890	0.9036	0.0	0.8812	0.9111	0.5387	0.2322	0.9354	0.9852	0.0	nan	0.9805	0.8927	0.8366	0.9774	0.8529	0.0	0.8349	0.9044	0.3600	0.2312	0.8643	0.9554	0.0
0.0323	420.0	4620	0.1553	0.6577	0.6970	0.9686	nan	0.9931	0.9520	0.8853	0.9888	0.9058	0.0	0.8867	0.8720	0.4612	0.2018	0.9276	0.9869	0.0	nan	0.9806	0.8834	0.8226	0.9772	0.8533	0.0	0.8359	0.8649	0.3116	0.2008	0.8663	0.9530	0.0
0.0268	421.82	4640	0.1445	0.6624	0.7015	0.9692	nan	0.9932	0.9490	0.9004	0.9889	0.9068	0.0	0.8870	0.8732	0.4930	0.2215	0.9254	0.9814	0.0	nan	0.9804	0.8901	0.8337	0.9772	0.8530	0.0	0.8348	0.8657	0.3319	0.2205	0.8682	0.9559	0.0
0.0328	423.64	4660	0.1390	0.6602	0.7000	0.9696	nan	0.9934	0.9513	0.8971	0.9884	0.9092	0.0	0.8821	0.8762	0.5016	0.1896	0.9247	0.9861	0.0	nan	0.9805	0.8896	0.8358	0.9774	0.8538	0.0	0.8361	0.8693	0.3366	0.1890	0.8587	0.9552	0.0
0.0288	425.45	4680	0.1314	0.6644	0.7043	0.9705	nan	0.9931	0.9512	0.9069	0.9886	0.9062	0.0	0.8749	0.8842	0.5280	0.2110	0.9290	0.9824	0.0	nan	0.9805	0.8917	0.8392	0.9776	0.8547	0.0	0.8356	0.8774	0.3548	0.2104	0.8617	0.9537	0.0
0.0438	427.27	4700	0.1298	0.6677	0.7098	0.9709	nan	0.9932	0.9510	0.9074	0.9881	0.9107	0.0	0.8794	0.8867	0.5764	0.2139	0.9347	0.9859	0.0	nan	0.9807	0.8942	0.8405	0.9774	0.8546	0.0	0.8348	0.8792	0.3874	0.2132	0.8620	0.9568	0.0
0.0309	429.09	4720	0.1460	0.6790	0.7216	0.9699	nan	0.9932	0.9471	0.9055	0.9899	0.9045	0.0	0.8758	0.8721	0.5933	0.3667	0.9432	0.9891	0.0	nan	0.9807	0.8964	0.8385	0.9771	0.8531	0.0	0.8327	0.8652	0.3990	0.3641	0.8680	0.9517	0.0
0.0254	430.91	4740	0.1192	0.6887	0.7300	0.9726	nan	0.9935	0.9494	0.9066	0.9885	0.9067	0.0	0.8602	0.8992	0.6281	0.4333	0.9393	0.9853	0.0	nan	0.9805	0.9008	0.8409	0.9774	0.8540	0.0	0.8289	0.8919	0.4234	0.4308	0.8684	0.9567	0.0
0.0291	432.73	4760	0.1170	0.6746	0.7153	0.9726	nan	0.9932	0.9498	0.9028	0.9881	0.9113	0.0	0.8715	0.9075	0.5480	0.3106	0.9334	0.9828	0.0	nan	0.9805	0.8940	0.8363	0.9772	0.8531	0.0	0.8298	0.8994	0.3697	0.3088	0.8629	0.9585	0.0
0.0323	434.55	4780	0.1113	0.6776	0.7203	0.9736	nan	0.9932	0.9502	0.8997	0.9893	0.9055	0.0	0.8741	0.9167	0.5755	0.3296	0.9414	0.9885	0.0	nan	0.9808	0.8949	0.8364	0.9772	0.8525	0.0	0.8318	0.9091	0.3855	0.3267	0.8628	0.9515	0.0
0.0339	436.36	4800	0.1122	0.6649	0.7026	0.9732	nan	0.9935	0.9510	0.8929	0.9880	0.9104	0.0	0.8759	0.9216	0.4338	0.2570	0.9238	0.9864	0.0	nan	0.9806	0.8869	0.8296	0.9772	0.8534	0.0	0.8307	0.9143	0.2958	0.2563	0.8651	0.9544	0.0
0.03	438.18	4820	0.1112	0.6697	0.7092	0.9736	nan	0.9934	0.9493	0.8991	0.9886	0.9095	0.0	0.8783	0.9223	0.4661	0.2963	0.9284	0.9877	0.0	nan	0.9805	0.8900	0.8352	0.9773	0.8528	0.0	0.8317	0.9148	0.3153	0.2951	0.8639	0.9499	0.0
0.0296	440.0	4840	0.1123	0.6666	0.7061	0.9733	nan	0.9930	0.9513	0.8969	0.9887	0.9089	0.0	0.8775	0.9201	0.4845	0.2525	0.9185	0.9877	0.0	nan	0.9805	0.8887	0.8308	0.9774	0.8544	0.0	0.8304	0.9129	0.3265	0.2515	0.8602	0.9526	0.0
0.0304	441.82	4860	0.1114	0.6675	0.7095	0.9737	nan	0.9928	0.9524	0.9015	0.9876	0.9101	0.0	0.8760	0.9244	0.5140	0.2458	0.9308	0.9885	0.0	nan	0.9808	0.8888	0.8325	0.9775	0.8535	0.0	0.8287	0.9161	0.3432	0.2451	0.8606	0.9510	0.0
0.0346	443.64	4880	0.1098	0.6680	0.7095	0.9739	nan	0.9929	0.9518	0.9035	0.9888	0.9084	0.0	0.8779	0.9251	0.4964	0.2572	0.9327	0.9893	0.0	nan	0.9809	0.8892	0.8344	0.9774	0.8546	0.0	0.8321	0.9177	0.3338	0.2558	0.8595	0.9487	0.0
0.0283	445.45	4900	0.1115	0.6668	0.7077	0.9736	nan	0.9931	0.9492	0.9032	0.9887	0.9079	0.0	0.8813	0.9237	0.4617	0.2674	0.9348	0.9894	0.0	nan	0.9806	0.8885	0.8322	0.9775	0.8544	0.0	0.8320	0.9162	0.3135	0.2659	0.8614	0.9469	0.0
0.027	447.27	4920	0.1135	0.6658	0.7070	0.9733	nan	0.9928	0.9509	0.9054	0.9890	0.9060	0.0	0.8776	0.9189	0.4845	0.2421	0.9343	0.9898	0.0	nan	0.9807	0.8895	0.8343	0.9774	0.8545	0.0	0.8314	0.9119	0.3274	0.2414	0.8597	0.9479	0.0
0.0307	449.09	4940	0.1111	0.6686	0.7097	0.9736	nan	0.9928	0.9506	0.9083	0.9892	0.9068	0.0	0.8797	0.9209	0.4992	0.2577	0.9331	0.9882	0.0	nan	0.9807	0.8908	0.8360	0.9774	0.8558	0.0	0.8319	0.9140	0.3362	0.2563	0.8623	0.9498	0.0
0.0292	450.91	4960	0.1114	0.6700	0.7096	0.9737	nan	0.9933	0.9518	0.8997	0.9879	0.9133	0.0	0.8726	0.9220	0.4959	0.2733	0.9295	0.9861	0.0	nan	0.9806	0.8910	0.8350	0.9775	0.8556	0.0	0.8331	0.9147	0.3344	0.2713	0.8651	0.9521	0.0
0.0329	452.73	4980	0.1052	0.6722	0.7124	0.9748	nan	0.9933	0.9499	0.9052	0.9885	0.9106	0.0	0.8740	0.9336	0.5081	0.2771	0.9352	0.9851	0.0	nan	0.9807	0.8936	0.8364	0.9776	0.8558	0.0	0.8323	0.9257	0.3428	0.2754	0.8649	0.9537	0.0
0.0314	454.55	5000	0.1017	0.6675	0.7081	0.9753	nan	0.9930	0.9516	0.9057	0.9890	0.9098	0.0	0.8730	0.9399	0.4960	0.2209	0.9395	0.9869	0.0	nan	0.9808	0.8910	0.8362	0.9775	0.8566	0.0	0.8333	0.9332	0.3341	0.2198	0.8598	0.9547	0.0
0.03	456.36	5020	0.1029	0.6670	0.7079	0.9752	nan	0.9930	0.9523	0.9043	0.9887	0.9100	0.0	0.8754	0.9389	0.4895	0.2228	0.9403	0.9881	0.0	nan	0.9808	0.8908	0.8353	0.9776	0.8571	0.0	0.8323	0.9314	0.3304	0.2216	0.8602	0.9534	0.0
0.0311	458.18	5040	0.1032	0.6681	0.7082	0.9751	nan	0.9931	0.9528	0.9032	0.9884	0.9078	0.0	0.8704	0.9387	0.4860	0.2394	0.9412	0.9857	0.0	nan	0.9807	0.8907	0.8345	0.9777	0.8571	0.0	0.8315	0.9312	0.3280	0.2381	0.8614	0.9545	0.0
0.0269	460.0	5060	0.1031	0.6697	0.7100	0.9750	nan	0.9932	0.9534	0.9008	0.9878	0.9114	0.0	0.8793	0.9369	0.4996	0.2463	0.9386	0.9824	0.0	nan	0.9808	0.8912	0.8345	0.9775	0.8567	0.0	0.8335	0.9296	0.3354	0.2453	0.8663	0.9551	0.0
0.0261	461.82	5080	0.1035	0.6714	0.7120	0.9751	nan	0.9933	0.9516	0.9002	0.9884	0.9087	0.0	0.8799	0.9370	0.5140	0.2609	0.9389	0.9828	0.0	nan	0.9808	0.8920	0.8339	0.9776	0.8566	0.0	0.8338	0.9293	0.3441	0.2596	0.8673	0.9538	0.0
0.0336	463.64	5100	0.1046	0.6704	0.7097	0.9750	nan	0.9931	0.9523	0.9039	0.9885	0.9098	0.0	0.8741	0.9356	0.5061	0.2520	0.9277	0.9832	0.0	nan	0.9809	0.8913	0.8355	0.9776	0.8563	0.0	0.8327	0.9280	0.3399	0.2508	0.8668	0.9549	0.0
0.029	465.45	5120	0.1046	0.6679	0.7071	0.9749	nan	0.9931	0.9518	0.9026	0.9887	0.9101	0.0	0.8793	0.9360	0.4742	0.2432	0.9263	0.9864	0.0	nan	0.9807	0.8907	0.8349	0.9775	0.8562	0.0	0.8325	0.9285	0.3212	0.2422	0.8673	0.9512	0.0
0.0287	467.27	5140	0.1040	0.6672	0.7072	0.9749	nan	0.9932	0.9527	0.8982	0.9879	0.9113	0.0	0.8828	0.9373	0.4782	0.2333	0.9324	0.9869	0.0	nan	0.9807	0.8907	0.8342	0.9776	0.8557	0.0	0.8327	0.9290	0.3237	0.2325	0.8672	0.9501	0.0
0.0264	469.09	5160	0.1061	0.6677	0.7077	0.9746	nan	0.9930	0.9516	0.8997	0.9889	0.9099	0.0	0.8816	0.9334	0.4851	0.2397	0.9300	0.9874	0.0	nan	0.9807	0.8897	0.8333	0.9775	0.8557	0.0	0.8319	0.9257	0.3274	0.2384	0.8671	0.9522	0.0
0.0283	470.91	5180	0.1037	0.6696	0.7101	0.9748	nan	0.9931	0.9510	0.8997	0.9889	0.9093	0.0	0.8847	0.9353	0.5076	0.2461	0.9293	0.9864	0.0	nan	0.9807	0.8914	0.8334	0.9775	0.8552	0.0	0.8320	0.9276	0.3416	0.2450	0.8681	0.9523	0.0
0.0283	472.73	5200	0.1039	0.6712	0.7123	0.9750	nan	0.9931	0.9521	0.9004	0.9885	0.9105	0.0	0.8833	0.9360	0.5190	0.2596	0.9311	0.9867	0.0	nan	0.9808	0.8919	0.8343	0.9775	0.8545	0.0	0.8328	0.9283	0.3487	0.2585	0.8666	0.9519	0.0
0.0275	474.55	5220	0.1047	0.6687	0.7082	0.9748	nan	0.9932	0.9520	0.9013	0.9885	0.9093	0.0	0.8806	0.9345	0.4863	0.2485	0.9256	0.9871	0.0	nan	0.9807	0.8904	0.8340	0.9776	0.8553	0.0	0.8325	0.9276	0.3288	0.2475	0.8671	0.9510	0.0
0.0264	476.36	5240	0.1108	0.6676	0.7079	0.9739	nan	0.9929	0.9516	0.9041	0.9890	0.9080	0.0	0.8811	0.9241	0.4843	0.2515	0.9279	0.9881	0.0	nan	0.9807	0.8898	0.8337	0.9775	0.8550	0.0	0.8310	0.9175	0.3270	0.2504	0.8675	0.9487	0.0
0.0313	478.18	5260	0.1172	0.6674	0.7089	0.9729	nan	0.9929	0.9506	0.9020	0.9891	0.9097	0.0	0.8754	0.9137	0.5080	0.2487	0.9377	0.9881	0.0	nan	0.9807	0.8901	0.8330	0.9774	0.8545	0.0	0.8310	0.9068	0.3415	0.2476	0.8652	0.9480	0.0
0.0254	480.0	5280	0.1142	0.6699	0.7121	0.9734	nan	0.9928	0.9508	0.9090	0.9891	0.9092	0.0	0.8830	0.9175	0.5182	0.2615	0.9396	0.9866	0.0	nan	0.9808	0.8924	0.8371	0.9775	0.8549	0.0	0.8311	0.9101	0.3480	0.2601	0.8651	0.9518	0.0
0.0373	481.82	5300	0.1122	0.6691	0.7095	0.9737	nan	0.9932	0.9513	0.9036	0.9884	0.9107	0.0	0.8778	0.9206	0.5073	0.2500	0.9354	0.9847	0.0	nan	0.9808	0.8928	0.8370	0.9776	0.8554	0.0	0.8302	0.9127	0.3426	0.2488	0.8664	0.9546	0.0
0.0255	483.64	5320	0.1104	0.6685	0.7087	0.9740	nan	0.9933	0.9515	0.9023	0.9885	0.9098	0.0	0.8805	0.9240	0.5053	0.2405	0.9322	0.9854	0.0	nan	0.9807	0.8922	0.8368	0.9776	0.8559	0.0	0.8310	0.9165	0.3407	0.2394	0.8662	0.9537	0.0
0.0285	485.45	5340	0.1084	0.6693	0.7108	0.9745	nan	0.9930	0.9509	0.9085	0.9886	0.9106	0.0	0.8817	0.9289	0.5108	0.2425	0.9379	0.9866	0.0	nan	0.9808	0.8928	0.8378	0.9776	0.8557	0.0	0.8312	0.9214	0.3439	0.2415	0.8652	0.9527	0.0
0.0297	487.27	5360	0.1085	0.6688	0.7097	0.9745	nan	0.9932	0.9517	0.9030	0.9889	0.9086	0.0	0.8795	0.9290	0.5124	0.2383	0.9336	0.9883	0.0	nan	0.9808	0.8918	0.8368	0.9776	0.8554	0.0	0.8305	0.9220	0.3451	0.2371	0.8657	0.9512	0.0
0.0265	489.09	5380	0.1088	0.6682	0.7087	0.9745	nan	0.9932	0.9520	0.9020	0.9888	0.9081	0.0	0.8791	0.9297	0.5135	0.2311	0.9279	0.9881	0.0	nan	0.9808	0.8916	0.8362	0.9776	0.8561	0.0	0.8304	0.9222	0.3459	0.2300	0.8639	0.9519	0.0
0.0301	490.91	5400	0.1079	0.6687	0.7095	0.9746	nan	0.9932	0.9517	0.9030	0.9884	0.9091	0.0	0.8773	0.9313	0.5110	0.2369	0.9327	0.9884	0.0	nan	0.9807	0.8922	0.8367	0.9777	0.8563	0.0	0.8301	0.9232	0.3445	0.2357	0.8655	0.9507	0.0
0.028	492.73	5420	0.1072	0.6697	0.7101	0.9747	nan	0.9932	0.9509	0.9040	0.9886	0.9109	0.0	0.8777	0.9321	0.5124	0.2444	0.9302	0.9874	0.0	nan	0.9808	0.8928	0.8373	0.9776	0.8557	0.0	0.8306	0.9239	0.3455	0.2432	0.8671	0.9518	0.0
0.0305	494.55	5440	0.1065	0.6700	0.7107	0.9748	nan	0.9933	0.9498	0.9037	0.9890	0.9093	0.0	0.8802	0.9329	0.5086	0.2493	0.9361	0.9869	0.0	nan	0.9807	0.8932	0.8377	0.9775	0.8555	0.0	0.8314	0.9248	0.3432	0.2481	0.8658	0.9515	0.0
0.0292	496.36	5460	0.1088	0.6695	0.7101	0.9746	nan	0.9931	0.9518	0.9053	0.9888	0.9104	0.0	0.8763	0.9303	0.5131	0.2429	0.9332	0.9865	0.0	nan	0.9807	0.8925	0.8380	0.9776	0.8556	0.0	0.8308	0.9231	0.3451	0.2418	0.8653	0.9532	0.0
0.0281	498.18	5480	0.1070	0.6693	0.7091	0.9747	nan	0.9932	0.9521	0.9031	0.9883	0.9118	0.0	0.8750	0.9323	0.4945	0.2482	0.9331	0.9861	0.0	nan	0.9807	0.8925	0.8375	0.9776	0.8557	0.0	0.8312	0.9245	0.3349	0.2470	0.8662	0.9531	0.0
0.0335	500.0	5500	0.1068	0.6684	0.7082	0.9747	nan	0.9932	0.9513	0.9029	0.9891	0.9082	0.0	0.8767	0.9315	0.5011	0.2352	0.9299	0.9872	0.0	nan	0.9807	0.8923	0.8376	0.9775	0.8554	0.0	0.8309	0.9241	0.3386	0.2342	0.8665	0.9518	0.0

Framework versions

• Transformers 4.30.2
• Pytorch 2.0.1+cu117
• Datasets 2.13.1
• Tokenizers 0.13.3