segformer-b0-finetuned-segments-sidewalk-oct-22

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

Loss: 0.5610
Mean Iou: 0.3348
Mean Accuracy: 0.4014
Overall Accuracy: 0.8658
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.9169
Accuracy Flat-sidewalk: 0.9533
Accuracy Flat-crosswalk: 0.8682
Accuracy Flat-cyclinglane: 0.8532
Accuracy Flat-parkingdriveway: 0.5622
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.6472
Accuracy Human-person: 0.7021
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9415
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.7166
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.9008
Accuracy Construction-door: 0.0390
Accuracy Construction-wall: 0.4542
Accuracy Construction-fenceguardrail: 0.5200
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0002
Accuracy Object-pole: 0.3901
Accuracy Object-trafficsign: 0.0002
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9345
Accuracy Nature-terrain: 0.8414
Accuracy Sky: 0.9709
Accuracy Void-ground: 0.0564
Accuracy Void-dynamic: 0.1721
Accuracy Void-static: 0.4028
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7966
Iou Flat-sidewalk: 0.8867
Iou Flat-crosswalk: 0.7573
Iou Flat-cyclinglane: 0.7814
Iou Flat-parkingdriveway: 0.4545
Iou Flat-railtrack: nan
Iou Flat-curb: 0.4940
Iou Human-person: 0.4052
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8295
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.4977
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.7150
Iou Construction-door: 0.0377
Iou Construction-wall: 0.3664
Iou Construction-fenceguardrail: 0.4217
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0002
Iou Object-pole: 0.2928
Iou Object-trafficsign: 0.0002
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8600
Iou Nature-terrain: 0.6971
Iou Sky: 0.9232
Iou Void-ground: 0.0541
Iou Void-dynamic: 0.1464
Iou Void-static: 0.2966
Iou Void-unclear: 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: 6e-05
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Unlabeled	Accuracy Flat-road	Accuracy Flat-sidewalk	Accuracy Flat-crosswalk	Accuracy Flat-cyclinglane	Accuracy Flat-parkingdriveway	Accuracy Flat-railtrack	Accuracy Flat-curb	Accuracy Human-person	Accuracy Vehicle-car	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-door	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Construction-stairs	Accuracy Object-pole	Accuracy Object-trafficsign	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	Accuracy Void-ground	Accuracy Void-dynamic	Accuracy Void-static	Iou Unlabeled	Iou Flat-road	Iou Flat-sidewalk	Iou Flat-crosswalk	Iou Flat-cyclinglane	Iou Flat-parkingdriveway	Iou Flat-railtrack	Iou Flat-curb	Iou Human-person	Iou Vehicle-car	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-door	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Construction-stairs	Iou Object-pole	Iou Object-trafficsign	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-ground	Iou Void-dynamic	Iou Void-static
1.8799	0.2	20	1.5300	0.1382	0.1814	0.7072	nan	0.7788	0.9437	0.0	0.1378	0.0001	nan	0.0006	0.0	0.8049	0.0	0.8884	0.0	0.0	0.0001	nan	0.0	0.0	0.0	0.9475	0.4312	0.8730	0.0	0.0	0.0	nan	0.4916	0.7387	0.0	0.1375	0.0001	nan	0.0006	0.0	0.6198	0.0	0.4880	0.0	0.0	0.0001	nan	0.0	0.0	0.0	0.7316	0.3960	0.8178	0.0	0.0	0.0
1.8326	0.4	40	1.4090	0.1469	0.1915	0.7259	nan	0.8096	0.9514	0.0	0.3031	0.0000	nan	0.0005	0.0	0.8685	0.0	0.8697	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9471	0.4620	0.9145	0.0	0.0	0.0	nan	0.5338	0.7510	0.0	0.2999	0.0000	nan	0.0005	0.0	0.6020	0.0	0.5188	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7450	0.4270	0.8236	0.0	0.0	0.0
1.6385	0.6	60	1.3235	0.1527	0.1974	0.7332	nan	0.8433	0.9447	0.0	0.3349	0.0002	nan	0.0001	0.0	0.8728	0.0	0.8878	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9341	0.6193	0.8797	0.0	0.0	0.0	nan	0.5256	0.7694	0.0	0.3297	0.0002	nan	0.0001	0.0	0.6190	0.0	0.5257	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7599	0.5233	0.8322	0.0	0.0	0.0
1.4929	0.8	80	1.2860	0.1582	0.2055	0.7431	nan	0.8700	0.9425	0.0	0.4093	0.0020	nan	0.0000	0.0	0.9093	0.0	0.8643	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9240	0.7174	0.9358	0.0	0.0	0.0	nan	0.5376	0.7824	0.0	0.4015	0.0020	nan	0.0000	0.0	0.6012	0.0	0.5358	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7770	0.5902	0.8339	0.0	0.0	0.0
1.611	1.0	100	1.2357	0.1606	0.2084	0.7445	nan	0.8814	0.9273	0.0	0.4821	0.0065	nan	0.0001	0.0	0.9154	0.0	0.8473	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9351	0.7537	0.9186	0.0	0.0	0.0	nan	0.5313	0.7858	0.0	0.4599	0.0065	nan	0.0001	0.0	0.6012	0.0	0.5483	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7635	0.5986	0.8435	0.0	0.0	0.0
1.8268	1.2	120	1.1484	0.1602	0.2092	0.7464	nan	0.8819	0.9366	0.0	0.4357	0.0105	nan	0.0027	0.0	0.9180	0.0	0.8642	0.0	0.0000	0.0	nan	0.0	0.0	0.0	0.9192	0.7870	0.9371	0.0	0.0	0.0	nan	0.5421	0.7882	0.0	0.4216	0.0104	nan	0.0027	0.0	0.6090	0.0	0.5598	0.0	0.0000	0.0	nan	0.0	0.0	0.0	0.7633	0.5827	0.8457	0.0	0.0	0.0
1.2303	1.4	140	1.1846	0.1647	0.2119	0.7536	nan	0.8928	0.9375	0.0	0.4878	0.0195	nan	0.0014	0.0	0.8765	0.0	0.8982	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9274	0.8070	0.9327	0.0	0.0	0.0	nan	0.5550	0.7996	0.0	0.4723	0.0192	nan	0.0014	0.0	0.6626	0.0	0.5437	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7716	0.5946	0.8510	0.0	0.0	0.0
1.3754	1.6	160	1.0874	0.1659	0.2140	0.7547	nan	0.8935	0.9326	0.0	0.5321	0.0195	nan	0.0027	0.0	0.9133	0.0	0.8829	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9248	0.8013	0.9447	0.0	0.0	0.0	nan	0.5505	0.7952	0.0	0.5106	0.0193	nan	0.0027	0.0	0.6441	0.0	0.5497	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7849	0.6073	0.8450	0.0	0.0	0.0
1.5062	1.8	180	1.0693	0.1710	0.2182	0.7648	nan	0.8862	0.9485	0.0	0.6774	0.0278	nan	0.0027	0.0	0.9110	0.0	0.8999	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9059	0.8104	0.9113	0.0	0.0	0.0	nan	0.5911	0.8042	0.0	0.6061	0.0270	nan	0.0027	0.0	0.6579	0.0	0.5468	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7834	0.5952	0.8581	0.0	0.0	0.0
1.1767	2.0	200	1.0072	0.1708	0.2161	0.7634	nan	0.8771	0.9459	0.0	0.6307	0.0322	nan	0.0081	0.0	0.9111	0.0	0.8849	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9418	0.7488	0.9350	0.0	0.0	0.0	nan	0.5966	0.7908	0.0	0.5981	0.0314	nan	0.0080	0.0	0.6415	0.0	0.5535	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7738	0.6187	0.8532	0.0	0.0	0.0
1.296	2.2	220	0.9950	0.1740	0.2187	0.7674	nan	0.8772	0.9534	0.0	0.6955	0.0494	nan	0.0138	0.0	0.8710	0.0	0.9169	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9139	0.8233	0.8832	0.0	0.0	0.0000	nan	0.5975	0.7987	0.0	0.6432	0.0476	nan	0.0136	0.0	0.6905	0.0	0.5370	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7949	0.6121	0.8340	0.0	0.0	0.0000
0.9493	2.4	240	0.9963	0.1664	0.2120	0.7545	nan	0.9024	0.9467	0.0	0.4394	0.0549	nan	0.0157	0.0	0.9166	0.0	0.8716	0.0	0.0001	0.0	nan	0.0	0.0	0.0	0.9194	0.7730	0.9431	0.0	0.0	0.0	nan	0.5491	0.7874	0.0	0.4318	0.0523	nan	0.0155	0.0	0.6607	0.0	0.5659	0.0	0.0001	0.0	nan	0.0	0.0	0.0	0.7937	0.6116	0.8554	0.0	0.0	0.0
1.0047	2.6	260	0.9605	0.1784	0.2302	0.7684	nan	0.8735	0.9182	0.0	0.7425	0.1512	nan	0.1497	0.0	0.9360	0.0	0.8947	0.0	0.0003	0.0	nan	0.0	0.0	0.0	0.9171	0.8304	0.9532	0.0	0.0	0.0	nan	0.5879	0.8154	0.0	0.5656	0.1352	nan	0.1337	0.0	0.6419	0.0	0.5573	0.0	0.0003	0.0	nan	0.0	0.0	0.0	0.8000	0.6185	0.8532	0.0	0.0	0.0
1.0766	2.8	280	0.9365	0.1791	0.2244	0.7714	nan	0.8684	0.9571	0.0	0.5460	0.1133	nan	0.1979	0.0	0.9238	0.0	0.9034	0.0	0.0002	0.0	nan	0.0	0.0	0.0	0.9359	0.8060	0.9273	0.0	0.0	0.0002	nan	0.6089	0.8036	0.0	0.5322	0.1028	nan	0.1751	0.0	0.6554	0.0	0.5630	0.0	0.0002	0.0	nan	0.0	0.0	0.0	0.7990	0.6231	0.8662	0.0	0.0	0.0002
1.3337	3.0	300	0.8935	0.1850	0.2293	0.7772	nan	0.8133	0.9560	0.0	0.7660	0.1561	nan	0.2527	0.0	0.8936	0.0	0.8957	0.0	0.0023	0.0	nan	0.0	0.0000	0.0	0.9604	0.6985	0.9426	0.0	0.0	0.0005	nan	0.6093	0.8148	0.0	0.6230	0.1403	nan	0.2103	0.0	0.6999	0.0	0.5542	0.0	0.0023	0.0	nan	0.0	0.0000	0.0	0.7824	0.6156	0.8681	0.0	0.0	0.0005
1.0744	3.2	320	0.8695	0.1844	0.2310	0.7777	nan	0.9055	0.9452	0.0	0.6364	0.1505	nan	0.2400	0.0	0.9322	0.0	0.8795	0.0	0.0109	0.0	nan	0.0	0.0001	0.0	0.9316	0.7978	0.9602	0.0	0.0	0.0004	nan	0.6067	0.8214	0.0	0.6028	0.1336	nan	0.2058	0.0	0.6662	0.0	0.5659	0.0	0.0107	0.0	nan	0.0	0.0001	0.0	0.7976	0.6309	0.8596	0.0	0.0	0.0004
1.0612	3.4	340	0.8719	0.1838	0.2304	0.7764	nan	0.9142	0.9451	0.0	0.6186	0.1507	nan	0.2335	0.0	0.9347	0.0	0.8687	0.0	0.0241	0.0002	nan	0.0	0.0009	0.0	0.9289	0.8030	0.9475	0.0	0.0	0.0017	nan	0.6043	0.8155	0.0	0.5849	0.1343	nan	0.2048	0.0	0.6435	0.0	0.5827	0.0	0.0237	0.0002	nan	0.0	0.0009	0.0	0.7982	0.6200	0.8673	0.0	0.0	0.0017
1.0999	3.6	360	0.8474	0.1929	0.2414	0.7839	nan	0.8855	0.9347	0.0	0.6642	0.3808	nan	0.3074	0.0	0.9337	0.0	0.8936	0.0	0.0268	0.0002	nan	0.0	0.0004	0.0	0.9290	0.8220	0.9447	0.0	0.0	0.0024	nan	0.6384	0.8318	0.0	0.6311	0.2329	nan	0.2537	0.0	0.6656	0.0	0.5779	0.0	0.0258	0.0002	nan	0.0	0.0004	0.0	0.8047	0.6379	0.8714	0.0	0.0	0.0024
0.816	3.8	380	0.8442	0.1917	0.2366	0.7831	nan	0.9172	0.9295	0.0015	0.7493	0.2377	nan	0.2120	0.0	0.9061	0.0	0.9053	0.0	0.0378	0.0003	nan	0.0	0.0009	0.0	0.9321	0.7829	0.9548	0.0	0.0	0.0026	nan	0.5939	0.8257	0.0015	0.6699	0.1996	nan	0.1907	0.0	0.7177	0.0	0.5648	0.0	0.0360	0.0003	nan	0.0	0.0009	0.0	0.8150	0.6483	0.8674	0.0	0.0	0.0025
0.9003	4.0	400	0.8233	0.1919	0.2370	0.7848	nan	0.8892	0.9518	0.0	0.6647	0.1693	nan	0.3036	0.0	0.9404	0.0	0.9003	0.0	0.0910	0.0000	nan	0.0	0.0013	0.0	0.9331	0.7968	0.9397	0.0	0.0	0.0022	nan	0.6287	0.8128	0.0	0.6271	0.1557	nan	0.2609	0.0	0.6628	0.0	0.5880	0.0	0.0818	0.0000	nan	0.0	0.0013	0.0	0.8126	0.6325	0.8758	0.0	0.0	0.0022
0.7778	4.2	420	0.7925	0.1972	0.2454	0.7892	nan	0.9090	0.9347	0.0001	0.7361	0.2301	nan	0.3810	0.0	0.9340	0.0	0.8904	0.0	0.1266	0.0	nan	0.0	0.0012	0.0	0.9272	0.8235	0.9520	0.0	0.0	0.0076	nan	0.6246	0.8376	0.0001	0.6689	0.1986	nan	0.3035	0.0	0.6892	0.0	0.5862	0.0	0.1070	0.0	nan	0.0	0.0012	0.0	0.7986	0.6204	0.8685	0.0	0.0	0.0075
0.899	4.4	440	0.7606	0.2060	0.2531	0.7973	nan	0.8648	0.9434	0.1829	0.8042	0.2714	nan	0.3663	0.0	0.9308	0.0	0.8921	0.0	0.1161	0.0003	nan	0.0	0.0027	0.0	0.9508	0.8108	0.9477	0.0	0.0	0.0137	nan	0.6480	0.8419	0.1826	0.6841	0.2257	nan	0.3034	0.0	0.6903	0.0	0.6016	0.0	0.1035	0.0003	nan	0.0	0.0027	0.0	0.7878	0.6293	0.8779	0.0	0.0	0.0132
0.6841	4.6	460	0.7973	0.2014	0.2483	0.7873	nan	0.9204	0.9272	0.1547	0.6196	0.3628	nan	0.2988	0.0	0.9301	0.0001	0.9242	0.0	0.1209	0.0002	nan	0.0	0.0029	0.0	0.9145	0.8211	0.9346	0.0	0.0	0.0120	nan	0.6063	0.8454	0.1545	0.6009	0.2465	nan	0.2563	0.0	0.7049	0.0001	0.5786	0.0	0.1054	0.0002	nan	0.0	0.0029	0.0	0.8180	0.6326	0.8801	0.0	0.0	0.0117
1.2605	4.8	480	0.7424	0.2123	0.2568	0.8034	nan	0.9291	0.9391	0.1931	0.7621	0.3437	nan	0.3891	0.0	0.8815	0.0	0.9208	0.0	0.1542	0.0001	nan	0.0	0.0048	0.0	0.9384	0.7947	0.9571	0.0	0.0	0.0105	nan	0.6587	0.8549	0.1928	0.6922	0.2696	nan	0.3224	0.0	0.7415	0.0	0.5842	0.0	0.1243	0.0001	nan	0.0	0.0048	0.0	0.8124	0.6504	0.8750	0.0	0.0	0.0101
0.994	5.0	500	0.7333	0.2170	0.2643	0.8052	nan	0.8760	0.9535	0.3456	0.7921	0.2858	nan	0.4148	0.0	0.9352	0.0002	0.9037	0.0	0.2191	0.0003	nan	0.0	0.0100	0.0	0.9152	0.8444	0.9473	0.0	0.0	0.0153	nan	0.6761	0.8452	0.3432	0.6936	0.2347	nan	0.3366	0.0	0.7100	0.0002	0.6097	0.0	0.1733	0.0003	nan	0.0	0.0099	0.0	0.8032	0.6107	0.8816	0.0	0.0	0.0147
0.7321	5.2	520	0.7160	0.2263	0.2736	0.8111	nan	0.9443	0.9291	0.6147	0.7516	0.3484	nan	0.3060	0.0	0.9343	0.0005	0.8990	0.0	0.2796	0.0000	nan	0.0	0.0136	0.0	0.9349	0.8179	0.9613	0.0	0.0	0.0189	nan	0.6707	0.8587	0.5867	0.6890	0.2695	nan	0.2547	0.0	0.6997	0.0005	0.6224	0.0	0.2093	0.0000	nan	0.0	0.0134	0.0	0.8189	0.6546	0.8752	0.0	0.0	0.0179
0.9296	5.4	540	0.7147	0.2204	0.2647	0.8066	nan	0.9196	0.9432	0.4123	0.7239	0.3169	nan	0.3739	0.0	0.9316	0.0012	0.8809	0.0	0.2266	0.0001	nan	0.0	0.0165	0.0	0.9516	0.7844	0.9520	0.0	0.0	0.0347	nan	0.6619	0.8529	0.4076	0.6882	0.2496	nan	0.3105	0.0	0.7040	0.0012	0.6195	0.0	0.1740	0.0001	nan	0.0	0.0163	0.0	0.7996	0.6519	0.8824	0.0	0.0	0.0318
0.9382	5.6	560	0.7137	0.2204	0.2637	0.8095	nan	0.9066	0.9550	0.3288	0.7654	0.2762	nan	0.3545	0.0000	0.9185	0.0013	0.8888	0.0	0.3129	0.0006	nan	0.0	0.0216	0.0	0.9551	0.7446	0.9564	0.0	0.0	0.0509	nan	0.6831	0.8469	0.3263	0.6973	0.2386	nan	0.3021	0.0000	0.7270	0.0013	0.6265	0.0	0.2280	0.0006	nan	0.0	0.0212	0.0	0.7953	0.6342	0.8766	0.0	0.0	0.0471
0.6986	5.8	580	0.6882	0.2345	0.2822	0.8170	nan	0.8645	0.9527	0.7182	0.7709	0.3762	nan	0.4519	0.0	0.9442	0.0023	0.8869	0.0	0.3314	0.0015	nan	0.0	0.0172	0.0	0.9455	0.7779	0.9483	0.0	0.0	0.0392	nan	0.7165	0.8569	0.6653	0.6990	0.2755	nan	0.3416	0.0	0.6888	0.0023	0.6298	0.0	0.2303	0.0015	nan	0.0	0.0171	0.0	0.8159	0.6428	0.8860	0.0	0.0	0.0351
0.8972	6.0	600	0.6787	0.2443	0.2940	0.8236	nan	0.8802	0.9427	0.8767	0.8092	0.3877	nan	0.4968	0.0150	0.9157	0.0035	0.8847	0.0	0.3532	0.0032	nan	0.0	0.0320	0.0	0.9481	0.8204	0.9580	0.0	0.0	0.0800	nan	0.7281	0.8594	0.7577	0.7131	0.2961	nan	0.3790	0.0150	0.7459	0.0035	0.6331	0.0	0.2472	0.0032	nan	0.0	0.0312	0.0	0.8075	0.6465	0.8810	0.0	0.0	0.0708
0.75	6.2	620	0.6978	0.2311	0.2768	0.8138	nan	0.9277	0.9356	0.4812	0.7453	0.3771	nan	0.3586	0.0109	0.9178	0.0070	0.9106	0.0	0.3588	0.0139	nan	0.0	0.0577	0.0	0.9386	0.8142	0.9568	0.0	0.0	0.0455	nan	0.6669	0.8588	0.4726	0.7026	0.2905	nan	0.3022	0.0108	0.7412	0.0070	0.6253	0.0	0.2459	0.0138	nan	0.0	0.0554	0.0	0.8239	0.6538	0.8827	0.0	0.0	0.0416
0.7238	6.4	640	0.6921	0.2331	0.2800	0.8147	nan	0.9216	0.9352	0.4890	0.7484	0.4188	nan	0.4427	0.0266	0.9355	0.0106	0.8999	0.0	0.3275	0.0267	nan	0.0	0.0543	0.0	0.9387	0.7734	0.9589	0.0	0.0	0.0513	nan	0.6714	0.8640	0.4757	0.6803	0.3131	nan	0.3628	0.0265	0.7130	0.0106	0.6219	0.0	0.2316	0.0263	nan	0.0	0.0523	0.0	0.8257	0.6586	0.8795	0.0	0.0	0.0466
0.5833	6.6	660	0.6680	0.2434	0.2907	0.8209	nan	0.9182	0.9398	0.7576	0.7565	0.3848	nan	0.3953	0.0343	0.9269	0.0134	0.8750	0.0	0.4709	0.0278	nan	0.0	0.0491	0.0	0.9433	0.8060	0.9492	0.0	0.0	0.0546	nan	0.6967	0.8553	0.6921	0.7087	0.3081	nan	0.3278	0.0342	0.7304	0.0134	0.6424	0.0	0.2905	0.0273	nan	0.0	0.0473	0.0	0.8193	0.6601	0.8867	0.0	0.0	0.0487
0.5218	6.8	680	0.6726	0.2413	0.2860	0.8175	nan	0.8930	0.9496	0.6173	0.7536	0.3542	nan	0.4279	0.1277	0.9206	0.0246	0.9026	0.0	0.3169	0.0265	nan	0.0	0.0621	0.0	0.9440	0.8055	0.9424	0.0	0.0	0.0839	nan	0.6802	0.8508	0.5782	0.6998	0.2820	nan	0.3461	0.1228	0.7390	0.0246	0.6346	0.0	0.2385	0.0264	nan	0.0	0.0593	0.0	0.8214	0.6545	0.8884	0.0	0.0	0.0741
0.5955	7.0	700	0.6468	0.2564	0.3087	0.8262	nan	0.8771	0.9432	0.8264	0.8013	0.4458	nan	0.4818	0.1418	0.9521	0.0656	0.8580	0.0	0.4580	0.0650	nan	0.0	0.0640	0.0	0.9304	0.8343	0.9563	0.0	0.0	0.1774	nan	0.7212	0.8625	0.7193	0.7127	0.3183	nan	0.3855	0.1368	0.7055	0.0648	0.6549	0.0	0.3069	0.0633	nan	0.0	0.0613	0.0	0.8251	0.6505	0.8825	0.0	0.0	0.1340
0.5739	7.2	720	0.6434	0.2587	0.3113	0.8291	nan	0.8944	0.9434	0.9029	0.7922	0.3975	nan	0.4644	0.1910	0.9402	0.0626	0.8690	0.0	0.4932	0.0647	nan	0.0	0.0688	0.0	0.9346	0.8511	0.9603	0.0	0.0	0.1304	nan	0.7325	0.8656	0.7542	0.7109	0.3125	nan	0.3797	0.1839	0.7246	0.0619	0.6469	0.0	0.3013	0.0613	nan	0.0	0.0656	0.0	0.8326	0.6516	0.8848	0.0	0.0	0.1093
0.6027	7.4	740	0.6557	0.2556	0.2999	0.8262	nan	0.8995	0.9631	0.7892	0.7427	0.3508	nan	0.3713	0.2315	0.9317	0.0584	0.8991	0.0	0.3681	0.0825	nan	0.0	0.0979	0.0	0.9371	0.7934	0.9561	0.0	0.0	0.1230	nan	0.7203	0.8467	0.7120	0.7129	0.2943	nan	0.3196	0.2146	0.7289	0.0578	0.6533	0.0	0.2772	0.0802	nan	0.0	0.0905	0.0	0.8306	0.6513	0.8871	0.0	0.0	0.1006
0.8635	7.6	760	0.6398	0.2613	0.3157	0.8290	nan	0.9072	0.9301	0.9185	0.8533	0.3920	nan	0.4355	0.3284	0.9269	0.0599	0.8617	0.0	0.4597	0.0480	nan	0.0	0.0968	0.0	0.9496	0.8371	0.9551	0.0	0.0	0.1431	nan	0.7332	0.8639	0.7654	0.6976	0.3201	nan	0.3539	0.2469	0.7554	0.0592	0.6527	0.0	0.2922	0.0473	nan	0.0	0.0884	0.0	0.8129	0.6549	0.8908	0.0	0.0	0.1266
0.6496	7.8	780	0.6365	0.2629	0.3127	0.8290	nan	0.8686	0.9465	0.7677	0.8536	0.4537	nan	0.4583	0.3666	0.9369	0.1020	0.8909	0.0	0.3822	0.0318	nan	0.0	0.1149	0.0	0.9481	0.7742	0.9603	0.0	0.0	0.1502	nan	0.7294	0.8625	0.7022	0.7239	0.3302	nan	0.3684	0.3024	0.7376	0.0990	0.6554	0.0	0.2685	0.0316	nan	0.0	0.1029	0.0	0.8192	0.6604	0.8895	0.0	0.0	0.1284
0.6041	8.0	800	0.6289	0.2690	0.3187	0.8306	nan	0.8860	0.9554	0.7871	0.7839	0.4422	nan	0.5050	0.3687	0.9286	0.1653	0.9036	0.0	0.4388	0.1136	nan	0.0	0.1061	0.0	0.9162	0.8208	0.9398	0.0	0.0	0.1389	nan	0.7384	0.8597	0.7174	0.7281	0.3427	nan	0.3879	0.3043	0.7494	0.1608	0.6435	0.0	0.2856	0.1065	nan	0.0	0.0981	0.0	0.8360	0.6405	0.8932	0.0	0.0	0.1161
0.6099	8.2	820	0.6338	0.2653	0.3147	0.8302	nan	0.9012	0.9499	0.8518	0.7988	0.4303	nan	0.4579	0.3921	0.9365	0.1505	0.9113	0.0	0.3259	0.0905	nan	0.0	0.1020	0.0	0.9264	0.8126	0.9546	0.0	0.0	0.0767	nan	0.7325	0.8630	0.7540	0.7230	0.3324	nan	0.3795	0.3205	0.7310	0.1447	0.6351	0.0	0.2476	0.0880	nan	0.0	0.0946	0.0	0.8309	0.6540	0.8918	0.0	0.0	0.0685
0.6858	8.4	840	0.6176	0.2727	0.3272	0.8315	nan	0.8970	0.9361	0.6210	0.8360	0.5020	nan	0.4828	0.5011	0.9481	0.2708	0.8869	0.0	0.4442	0.1712	nan	0.0	0.1149	0.0	0.9375	0.8185	0.9484	0.0	0.0	0.1527	nan	0.7263	0.8637	0.5873	0.7529	0.3376	nan	0.3895	0.3386	0.7353	0.2448	0.6696	0.0	0.3168	0.1550	nan	0.0	0.1039	0.0	0.8367	0.6538	0.8927	0.0	0.0	0.1232
0.6531	8.6	860	0.6370	0.2644	0.3128	0.8258	nan	0.9324	0.9343	0.5194	0.7938	0.3908	nan	0.4002	0.4282	0.9271	0.2175	0.9178	0.0	0.3614	0.2248	nan	0.0	0.1156	0.0	0.9408	0.8006	0.9496	0.0	0.0	0.1566	nan	0.6934	0.8602	0.5038	0.7359	0.3133	nan	0.3111	0.3246	0.7598	0.2058	0.6486	0.0	0.2861	0.2026	nan	0.0	0.1050	0.0	0.8320	0.6571	0.8937	0.0	0.0	0.1294
0.5632	8.8	880	0.6063	0.2706	0.3212	0.8333	nan	0.8873	0.9528	0.6705	0.8456	0.3799	nan	0.4931	0.4676	0.9319	0.1946	0.9060	0.0	0.4150	0.1442	nan	0.0	0.1152	0.0	0.9369	0.8201	0.9555	0.0	0.0	0.1624	nan	0.7309	0.8593	0.6114	0.7686	0.3150	nan	0.3780	0.3287	0.7604	0.1880	0.6545	0.0	0.3036	0.1366	nan	0.0	0.1053	0.0	0.8320	0.6560	0.8926	0.0	0.0	0.1392
0.4938	9.0	900	0.5913	0.2811	0.3380	0.8400	nan	0.9149	0.9453	0.8592	0.8568	0.4296	nan	0.5092	0.5560	0.9324	0.1780	0.8727	0.0	0.5077	0.1659	nan	0.0	0.1450	0.0	0.9255	0.8496	0.9553	0.0	0.0	0.2134	nan	0.7534	0.8710	0.7813	0.7691	0.3445	nan	0.4054	0.3232	0.7709	0.1689	0.6761	0.0	0.3299	0.1513	nan	0.0	0.1275	0.0	0.8278	0.6306	0.8937	0.0	0.0	0.1716
0.6084	9.2	920	0.6219	0.2720	0.3252	0.8306	nan	0.9198	0.9455	0.5757	0.8045	0.4044	nan	0.4738	0.4906	0.9459	0.2000	0.8611	0.0	0.5321	0.1744	nan	0.0	0.1593	0.0	0.9196	0.8566	0.9539	0.0	0.0	0.1906	nan	0.7067	0.8681	0.5550	0.7480	0.3208	nan	0.3844	0.3881	0.7384	0.1840	0.6832	0.0	0.3374	0.1623	nan	0.0	0.1378	0.0	0.8286	0.6204	0.8947	0.0	0.0	0.1474
0.5805	9.4	940	0.6033	0.2867	0.3480	0.8397	nan	0.8840	0.9532	0.8587	0.8534	0.4369	nan	0.5326	0.5907	0.9450	0.2965	0.8207	0.0	0.5159	0.3006	nan	0.0	0.2309	0.0	0.9335	0.8432	0.9674	0.0	0.0	0.1719	nan	0.7478	0.8640	0.7454	0.7692	0.3472	nan	0.4128	0.3069	0.7446	0.2557	0.6807	0.0	0.3544	0.2698	nan	0.0	0.1808	0.0	0.8311	0.6403	0.8859	0.0	0.0	0.1388
0.4958	9.6	960	0.5846	0.2840	0.3419	0.8392	nan	0.8722	0.9386	0.7446	0.9280	0.4916	nan	0.5107	0.5636	0.9397	0.2787	0.8970	0.0	0.4487	0.2418	nan	0.0	0.1890	0.0	0.9323	0.8306	0.9605	0.0	0.0	0.1744	nan	0.7488	0.8719	0.6737	0.7609	0.3558	nan	0.4104	0.3626	0.7518	0.25	0.6659	0.0	0.3196	0.2210	nan	0.0	0.1581	0.0	0.8361	0.6639	0.8925	0.0	0.0	0.1459
0.416	9.8	980	0.5922	0.2879	0.3410	0.8405	nan	0.9014	0.9449	0.7773	0.8275	0.5238	nan	0.4849	0.5017	0.9515	0.2970	0.8585	0.0	0.4794	0.2724	nan	0.0	0.1701	0.0	0.9464	0.8089	0.9515	0.0	0.0	0.2160	nan	0.7563	0.8703	0.6971	0.7671	0.3722	nan	0.3951	0.4059	0.7363	0.2624	0.6771	0.0	0.3319	0.2444	nan	0.0	0.1450	0.0	0.8332	0.6615	0.8961	0.0	0.0	0.1610
0.6568	10.0	1000	0.6196	0.2829	0.3402	0.8339	nan	0.9294	0.9465	0.5724	0.7751	0.3923	nan	0.4631	0.5738	0.9311	0.3993	0.8545	0.0	0.5548	0.3041	nan	0.0	0.1759	0.0	0.9261	0.8513	0.9579	0.0	0.0	0.2784	nan	0.6917	0.8729	0.5430	0.7282	0.3262	nan	0.3755	0.3570	0.7781	0.3427	0.6869	0.0	0.3621	0.2653	nan	0.0	0.1499	0.0	0.8342	0.6394	0.8956	0.0	0.0	0.2050
0.9212	10.2	1020	0.5826	0.2895	0.3511	0.8386	nan	0.8980	0.9412	0.7761	0.8219	0.5323	nan	0.5409	0.5867	0.9415	0.3908	0.8639	0.0	0.5240	0.2341	nan	0.0	0.1964	0.0	0.9138	0.8470	0.9613	0.0	0.0	0.2644	nan	0.7342	0.8731	0.7084	0.7225	0.3868	nan	0.4194	0.3600	0.7585	0.3250	0.6847	0.0	0.3390	0.2138	nan	0.0	0.1674	0.0	0.8369	0.6443	0.8959	0.0	0.0	0.1930
0.7189	10.4	1040	0.5878	0.2942	0.3532	0.8435	nan	0.8554	0.9567	0.8247	0.9302	0.4438	nan	0.5043	0.5802	0.9436	0.4169	0.8659	0.0	0.4856	0.3351	nan	0.0	0.2105	0.0	0.9270	0.8323	0.9661	0.0	0.0	0.2226	nan	0.7523	0.8647	0.7360	0.7761	0.3501	nan	0.3984	0.3679	0.7655	0.3453	0.6895	0.0	0.3496	0.2909	nan	0.0	0.1737	0.0	0.8411	0.6511	0.8906	0.0	0.0	0.1714
0.4737	10.6	1060	0.5836	0.2911	0.3490	0.8381	nan	0.9142	0.9410	0.7400	0.7916	0.4962	nan	0.4943	0.5809	0.9383	0.4205	0.8958	0.0	0.4919	0.3036	nan	0.0	0.2176	0.0	0.9153	0.8358	0.9463	0.0	0.0	0.2451	nan	0.7284	0.8676	0.6901	0.7339	0.3699	nan	0.3915	0.3668	0.7728	0.3606	0.6775	0.0	0.3368	0.2545	nan	0.0	0.1821	0.0	0.8465	0.6577	0.8992	0.0	0.0	0.1786
0.5937	10.8	1080	0.5966	0.2921	0.3579	0.8390	nan	0.8559	0.9246	0.9261	0.8933	0.5696	nan	0.5122	0.6049	0.9444	0.4706	0.8963	0.0	0.3970	0.3010	nan	0.0	0.2050	0.0	0.9415	0.8186	0.9599	0.0	0.0	0.2333	nan	0.7317	0.8752	0.7465	0.7113	0.3726	nan	0.4009	0.3315	0.7710	0.3839	0.6722	0.0	0.3127	0.2673	nan	0.0	0.1727	0.0	0.8411	0.6773	0.8981	0.0	0.0	0.1809
0.466	11.0	1100	0.5957	0.2905	0.3482	0.8384	nan	0.8997	0.9431	0.6985	0.8213	0.4255	nan	0.5616	0.5520	0.9405	0.4892	0.9056	0.0	0.4072	0.3886	nan	0.0	0.1939	0.0	0.9255	0.8322	0.9567	0.0	0.0	0.2010	nan	0.7283	0.8669	0.6530	0.7173	0.3589	nan	0.4177	0.3655	0.7789	0.3877	0.6645	0.0	0.3083	0.3177	nan	0.0	0.1642	0.0	0.8416	0.6625	0.8977	0.0	0.0	0.1653
0.6369	11.2	1120	0.5958	0.2912	0.3488	0.8398	nan	0.9366	0.9368	0.6603	0.8025	0.5003	nan	0.4658	0.5902	0.9330	0.4992	0.9022	0.0	0.4080	0.4187	nan	0.0	0.2135	0.0	0.9376	0.7779	0.9578	0.0	0.0	0.2218	nan	0.7046	0.8783	0.6053	0.7285	0.3739	nan	0.3842	0.3451	0.7849	0.3989	0.6792	0.0	0.3258	0.3508	nan	0.0	0.1773	0.0	0.8444	0.6599	0.8960	0.0	0.0	0.1815
0.5092	11.4	1140	0.5725	0.2945	0.3585	0.8405	nan	0.8948	0.9376	0.7908	0.8752	0.5067	nan	0.4820	0.6299	0.9298	0.4054	0.8298	0.0	0.6097	0.3296	nan	0.0	0.2305	0.0	0.9307	0.8215	0.9673	0.0	0.0	0.3007	nan	0.7380	0.8708	0.7164	0.7174	0.3848	nan	0.3930	0.3378	0.7917	0.3550	0.6846	0.0	0.3547	0.2773	nan	0.0	0.1869	0.0	0.8462	0.6729	0.8949	0.0	0.0	0.2031
0.3684	11.6	1160	0.5941	0.2983	0.3571	0.8420	nan	0.8953	0.9519	0.7460	0.8188	0.3777	nan	0.5043	0.6120	0.9490	0.4797	0.8737	0.0	0.4473	0.4563	nan	0.0	0.2577	0.0	0.9340	0.8326	0.9636	0.0	0.0	0.3261	nan	0.7316	0.8598	0.6908	0.7443	0.3308	nan	0.3946	0.3714	0.7743	0.4017	0.6936	0.0	0.3477	0.3671	nan	0.0	0.2031	0.0	0.8457	0.6677	0.8987	0.0	0.0	0.2232
0.5294	11.8	1180	0.5736	0.3009	0.3638	0.8439	nan	0.9224	0.9249	0.8684	0.8114	0.5734	nan	0.5257	0.6160	0.9338	0.4653	0.8989	0.0	0.4392	0.4273	nan	0.0	0.2441	0.0	0.9275	0.8295	0.9616	0.0	0.0	0.2711	nan	0.7608	0.8709	0.7334	0.7445	0.3574	nan	0.4164	0.3696	0.7828	0.3903	0.6856	0.0	0.3437	0.3513	nan	0.0	0.1995	0.0	0.8465	0.6714	0.8977	0.0	0.0	0.2077
0.5944	12.0	1200	0.5708	0.3007	0.3597	0.8474	nan	0.8927	0.9517	0.8468	0.8985	0.4191	nan	0.5175	0.5980	0.9527	0.4901	0.8767	0.0	0.4298	0.4132	nan	0.0	0.2250	0.0	0.9306	0.8551	0.9531	0.0	0.0	0.2591	nan	0.7621	0.8677	0.7739	0.7954	0.3538	nan	0.4162	0.3579	0.7675	0.3869	0.6868	0.0	0.3305	0.3415	nan	0.0	0.1874	0.0	0.8394	0.6603	0.9027	0.0	0.0	0.1921
0.8667	12.2	1220	0.5522	0.3046	0.3653	0.8491	nan	0.8750	0.9472	0.9092	0.8812	0.5438	nan	0.5375	0.5587	0.9316	0.5330	0.8872	0.0	0.5275	0.3393	nan	0.0	0.2245	0.0	0.9320	0.8221	0.9537	0.0	0.0	0.2850	nan	0.7751	0.8715	0.7548	0.7725	0.3921	nan	0.4234	0.3964	0.7902	0.4122	0.6873	0.0	0.3604	0.2936	nan	0.0	0.1868	0.0	0.8492	0.6701	0.9012	0.0	0.0	0.2097
0.7605	12.4	1240	0.5867	0.2964	0.3560	0.8452	nan	0.9350	0.9435	0.6254	0.8590	0.4215	nan	0.5044	0.5908	0.9376	0.5735	0.8924	0.0	0.3816	0.4673	nan	0.0	0.2191	0.0	0.9340	0.8534	0.9605	0.0	0.0	0.2929	nan	0.7462	0.8729	0.5945	0.7571	0.3516	nan	0.4050	0.3481	0.7990	0.4200	0.6848	0.0	0.3112	0.3703	nan	0.0	0.1815	0.0	0.8389	0.6623	0.9001	0.0	0.0	0.2405
0.3829	12.6	1260	0.5599	0.3058	0.3641	0.8504	nan	0.8999	0.9443	0.8684	0.8731	0.5227	nan	0.5441	0.6146	0.9302	0.4940	0.9102	0.0	0.3931	0.4291	nan	0.0	0.2378	0.0	0.9484	0.7489	0.9543	0.0	0.0	0.3373	nan	0.7737	0.8732	0.7701	0.7780	0.3925	nan	0.4150	0.3511	0.7911	0.4090	0.6803	0.0	0.3217	0.3675	nan	0.0	0.1970	0.0	0.8424	0.6671	0.9042	0.0	0.0	0.2528
0.7321	12.8	1280	0.5889	0.3003	0.3651	0.8419	nan	0.8824	0.9527	0.8356	0.8290	0.4020	nan	0.5516	0.6333	0.9371	0.6231	0.8869	0.0	0.4510	0.4241	nan	0.0	0.2500	0.0	0.9085	0.8548	0.9613	0.0	0.0	0.3010	nan	0.7396	0.8680	0.7645	0.6912	0.3413	nan	0.4228	0.3759	0.7967	0.4399	0.6888	0.0	0.3350	0.3431	nan	0.0	0.2030	0.0	0.8419	0.6388	0.9026	0.0	0.0	0.2173
0.4978	13.0	1300	0.5892	0.3004	0.3572	0.8457	nan	0.9288	0.9576	0.8099	0.7834	0.4400	nan	0.4676	0.5881	0.9464	0.5418	0.8985	0.0	0.3723	0.5069	nan	0.0	0.2447	0.0	0.9229	0.7984	0.9570	0.0	0.0	0.2656	nan	0.7559	0.8680	0.7311	0.7292	0.3631	nan	0.3904	0.4073	0.7675	0.4153	0.6865	0.0	0.3056	0.3610	nan	0.0	0.2012	0.0	0.8544	0.6806	0.9034	0.0	0.0	0.1921
0.604	13.2	1320	0.5378	0.3081	0.3715	0.8515	nan	0.9110	0.9389	0.8733	0.8431	0.5657	nan	0.5515	0.6453	0.9277	0.5015	0.8933	0.0	0.4551	0.4498	nan	0.0	0.2594	0.0	0.9319	0.8452	0.9635	0.0	0.0	0.3322	nan	0.7850	0.8743	0.7626	0.7618	0.3789	nan	0.4304	0.3548	0.8034	0.4053	0.6995	0.0	0.3506	0.3706	nan	0.0	0.2099	0.0	0.8491	0.6730	0.9031	0.0	0.0	0.2465
0.3718	13.4	1340	0.5714	0.2994	0.3557	0.8482	nan	0.9126	0.9476	0.7214	0.8689	0.5025	nan	0.5287	0.5986	0.9445	0.4630	0.9157	0.0	0.3496	0.4477	nan	0.0	0.2161	0.0	0.9319	0.8139	0.9568	0.0	0.0	0.2618	nan	0.7596	0.8741	0.6444	0.7952	0.3844	nan	0.4231	0.3880	0.7783	0.3866	0.6732	0.0	0.2910	0.3530	nan	0.0	0.1866	0.0	0.8515	0.6757	0.9046	0.0	0.0	0.2114
0.3492	13.6	1360	0.5756	0.3047	0.3638	0.8497	nan	0.9078	0.9572	0.8795	0.8440	0.4624	nan	0.5396	0.6189	0.9383	0.5445	0.9169	0.0	0.3579	0.4415	nan	0.0	0.2361	0.0	0.9130	0.8355	0.9479	0.0	0.0	0.3003	nan	0.7754	0.8714	0.7592	0.7622	0.3778	nan	0.4313	0.3679	0.7974	0.4297	0.6753	0.0	0.2995	0.3680	nan	0.0	0.2004	0.0	0.8442	0.6544	0.9041	0.0	0.0	0.2310
0.6263	13.8	1380	0.5590	0.3091	0.3710	0.8527	nan	0.9043	0.9640	0.8535	0.8558	0.4637	nan	0.4442	0.6103	0.9359	0.6526	0.8646	0.0	0.5005	0.4524	nan	0.0	0.2373	0.0	0.9251	0.8489	0.9620	0.0	0.0	0.3953	nan	0.7810	0.8686	0.7565	0.7840	0.3872	nan	0.3859	0.3694	0.8097	0.4471	0.7058	0.0	0.3664	0.3635	nan	0.0	0.1992	0.0	0.8408	0.6580	0.9055	0.0	0.0	0.2637
0.5874	14.0	1400	0.5946	0.2990	0.3597	0.8424	nan	0.9073	0.9549	0.7721	0.7453	0.5006	nan	0.5179	0.6149	0.9473	0.5857	0.8902	0.0	0.3870	0.4428	nan	0.0	0.2538	0.0	0.9128	0.8700	0.9568	0.0	0.0	0.2511	nan	0.7308	0.8705	0.7074	0.7131	0.3926	nan	0.4204	0.3959	0.7702	0.4232	0.6922	0.0	0.3186	0.3582	nan	0.0	0.2075	0.0	0.8381	0.6306	0.9050	0.0	0.0	0.1930
0.3679	14.2	1420	0.5682	0.3063	0.3716	0.8505	nan	0.9243	0.9390	0.8812	0.8728	0.4379	nan	0.5672	0.6684	0.9399	0.5994	0.8998	0.0	0.4434	0.4489	nan	0.0	0.2825	0.0	0.9401	0.7653	0.9628	0.0	0.0	0.3190	nan	0.7527	0.8823	0.7435	0.7675	0.3646	nan	0.4075	0.3581	0.7963	0.4375	0.6914	0.0	0.3414	0.3688	nan	0.0	0.2228	0.0	0.8487	0.6723	0.9025	0.0	0.0	0.2432
0.5332	14.4	1440	0.5544	0.3066	0.3669	0.8506	nan	0.9279	0.9450	0.8053	0.8345	0.5352	nan	0.5178	0.6278	0.9304	0.6567	0.8740	0.0	0.3711	0.4254	nan	0.0	0.2831	0.0	0.9653	0.7633	0.9507	0.0	0.0	0.3280	nan	0.7651	0.8787	0.7200	0.7758	0.3979	nan	0.4240	0.3767	0.8008	0.4357	0.6919	0.0	0.3138	0.3655	nan	0.0	0.2201	0.0	0.8249	0.6678	0.9040	0.0	0.0	0.2492
0.3458	14.6	1460	0.5554	0.3124	0.3759	0.8530	nan	0.8787	0.9592	0.8880	0.8722	0.5002	nan	0.5194	0.6437	0.9450	0.6471	0.9016	0.0	0.4640	0.4718	nan	0.0	0.2935	0.0	0.9201	0.8074	0.9511	0.0	0.0	0.3651	nan	0.7906	0.8664	0.7588	0.7759	0.4006	nan	0.4184	0.3871	0.7957	0.4615	0.6914	0.0	0.3408	0.3751	nan	0.0	0.2331	0.0	0.8545	0.6854	0.9047	0.0	0.0	0.2558
0.4201	14.8	1480	0.5738	0.3047	0.3693	0.8476	nan	0.9335	0.9408	0.8697	0.7982	0.4744	nan	0.5436	0.6441	0.9419	0.6024	0.9091	0.0	0.3931	0.4698	nan	0.0	0.2609	0.0	0.9132	0.8587	0.9621	0.0	0.0	0.3026	nan	0.7505	0.8776	0.7410	0.7336	0.3829	nan	0.4233	0.3676	0.7920	0.4509	0.6847	0.0	0.3219	0.3696	nan	0.0	0.2174	0.0	0.8445	0.6533	0.9057	0.0	0.0	0.2355
0.4584	15.0	1500	0.5679	0.3099	0.3709	0.8511	nan	0.8598	0.9718	0.8129	0.8790	0.4920	nan	0.4404	0.6413	0.9467	0.6308	0.8546	0.0	0.4610	0.5097	nan	0.0	0.2726	0.0	0.9356	0.7950	0.9617	0.0	0.0	0.4050	nan	0.7703	0.8659	0.7551	0.7750	0.3989	nan	0.3633	0.3805	0.7991	0.4638	0.6972	0.0	0.3529	0.3865	nan	0.0	0.2207	0.0	0.8507	0.6755	0.9048	0.0	0.0	0.2569
0.6621	15.2	1520	0.5378	0.3141	0.3820	0.8545	nan	0.8693	0.9607	0.8965	0.8810	0.5399	nan	0.5574	0.6498	0.9360	0.6829	0.8698	0.0	0.4569	0.4906	nan	0.0	0.2875	0.0	0.9195	0.8396	0.9659	0.0	0.0	0.4196	nan	0.7774	0.8792	0.7768	0.7625	0.4091	nan	0.4503	0.3583	0.8094	0.4673	0.7001	0.0	0.3580	0.3897	nan	0.0	0.2292	0.0	0.8445	0.6570	0.9031	0.0	0.0	0.2782
0.3615	15.4	1540	0.5614	0.3076	0.3643	0.8520	nan	0.9123	0.9622	0.7847	0.7861	0.4942	nan	0.5516	0.6071	0.9457	0.5722	0.8966	0.0	0.3895	0.4514	nan	0.0	0.2685	0.0	0.9390	0.8151	0.9583	0.0	0.0	0.3236	nan	0.7694	0.8775	0.7081	0.7427	0.3931	nan	0.4391	0.4003	0.7910	0.4531	0.6905	0.0	0.3200	0.3685	nan	0.0	0.2193	0.0	0.8506	0.6768	0.9059	0.0	0.0	0.2360
0.531	15.6	1560	0.5329	0.3135	0.3805	0.8539	nan	0.8606	0.9474	0.9215	0.8939	0.5641	nan	0.5837	0.6323	0.9236	0.6457	0.9046	0.0	0.4374	0.4499	nan	0.0	0.2942	0.0	0.9302	0.8534	0.9599	0.0	0.0	0.3750	nan	0.7774	0.8818	0.7564	0.7377	0.4130	nan	0.4492	0.3508	0.8192	0.4827	0.6903	0.0	0.3466	0.3891	nan	0.0	0.2295	0.0	0.8441	0.6727	0.9080	0.0	0.0	0.2839
0.4943	15.8	1580	0.5386	0.3128	0.3773	0.8545	nan	0.9228	0.9498	0.8766	0.8106	0.5228	nan	0.5805	0.6216	0.9303	0.6719	0.8708	0.0	0.5116	0.4426	nan	0.0	0.3094	0.0	0.9401	0.8146	0.9672	0.0	0.0	0.3319	nan	0.7657	0.8812	0.7781	0.7338	0.4139	nan	0.4509	0.3655	0.8094	0.4470	0.6997	0.0	0.3728	0.3628	nan	0.0	0.2349	0.0	0.8495	0.6835	0.9037	0.0	0.0	0.2566
0.4664	16.0	1600	0.5505	0.3112	0.3690	0.8545	nan	0.9066	0.9649	0.8735	0.7805	0.5413	nan	0.5389	0.5859	0.9485	0.5740	0.8882	0.0	0.4393	0.4745	nan	0.0	0.2695	0.0	0.9288	0.8314	0.9597	0.0	0.0	0.3035	nan	0.7749	0.8810	0.7877	0.7391	0.4210	nan	0.4382	0.4273	0.7784	0.4229	0.6998	0.0	0.3524	0.3651	nan	0.0	0.2191	0.0	0.8511	0.6779	0.9077	0.0	0.0	0.2162
0.4957	16.2	1620	0.5406	0.3126	0.3715	0.8561	nan	0.9228	0.9562	0.8100	0.8503	0.5113	nan	0.5185	0.6333	0.9326	0.5794	0.8979	0.0	0.4635	0.4661	nan	0.0	0.2786	0.0	0.9330	0.8192	0.9552	0.0	0.0	0.3615	nan	0.7820	0.8767	0.7393	0.7809	0.4070	nan	0.4341	0.3759	0.8063	0.4470	0.7014	0.0	0.3662	0.3757	nan	0.0	0.2265	0.0	0.8511	0.6777	0.9078	0.0	0.0	0.2485
0.3532	16.4	1640	0.5349	0.3134	0.3768	0.8562	nan	0.9077	0.9573	0.8269	0.8751	0.4856	nan	0.6105	0.6341	0.9313	0.6705	0.8976	0.0	0.3808	0.5679	nan	0.0	0.2815	0.0	0.9286	0.8075	0.9669	0.0	0.0	0.3291	nan	0.7886	0.8783	0.7587	0.7971	0.3933	nan	0.4515	0.3545	0.8100	0.4828	0.6911	0.0	0.3157	0.3888	nan	0.0	0.2232	0.0	0.8507	0.6792	0.9071	0.0	0.0	0.2592
0.3278	16.6	1660	0.5470	0.3135	0.3774	0.8561	nan	0.9234	0.9473	0.8566	0.8745	0.5139	nan	0.5168	0.6688	0.9387	0.6259	0.8813	0.0	0.4528	0.4702	nan	0.0	0.3123	0.0	0.9376	0.8365	0.9655	0.0	0.0	0.3544	nan	0.7799	0.8780	0.7757	0.7679	0.4083	nan	0.4297	0.3594	0.8046	0.4562	0.7039	0.0	0.3531	0.3719	nan	0.0	0.2412	0.0	0.8499	0.6830	0.9083	0.0	0.0	0.2608
0.3225	16.8	1680	0.5688	0.3078	0.3740	0.8498	nan	0.9177	0.9395	0.7599	0.8258	0.5076	nan	0.5949	0.6476	0.9447	0.6257	0.8863	0.0	0.5182	0.5071	nan	0.0	0.2706	0.0	0.9249	0.8490	0.9625	0.0	0.0	0.2869	nan	0.7443	0.8791	0.6644	0.7460	0.4064	nan	0.4480	0.3710	0.7916	0.4675	0.7050	0.0	0.3722	0.3702	nan	0.0	0.2264	0.0	0.8503	0.6806	0.9086	0.0	0.0	0.2186
0.3413	17.0	1700	0.5462	0.3161	0.3802	0.8552	nan	0.9038	0.9561	0.8482	0.8461	0.4889	nan	0.5765	0.6474	0.9129	0.6728	0.8795	0.0	0.4833	0.4746	nan	0.0	0.2794	0.0	0.9379	0.7934	0.9634	0.0	0.0	0.5017	nan	0.7751	0.8700	0.7355	0.7926	0.3962	nan	0.4569	0.3663	0.8321	0.4714	0.7040	0.0	0.3707	0.3834	nan	0.0	0.2284	0.0	0.8505	0.6765	0.9090	0.0	0.0	0.2971
0.3449	17.2	1720	0.5386	0.3130	0.3797	0.8571	nan	0.9111	0.9502	0.8881	0.8818	0.4884	nan	0.5714	0.6698	0.9439	0.6683	0.8922	0.0	0.4766	0.5014	nan	0.0	0.2913	0.0	0.9322	0.8333	0.9668	0.0	0.0	0.2829	nan	0.7909	0.8786	0.7478	0.7868	0.4005	nan	0.4512	0.3705	0.7983	0.4515	0.6986	0.0	0.3614	0.3816	nan	0.0	0.2333	0.0	0.8540	0.6833	0.9073	0.0	0.0	0.2217
0.8189	17.4	1740	0.5296	0.3166	0.3860	0.8564	nan	0.9015	0.9436	0.8992	0.8321	0.6514	nan	0.6079	0.6698	0.9176	0.6522	0.8750	0.0	0.5129	0.5310	nan	0.0	0.2860	0.0	0.9264	0.8553	0.9650	0.0	0.0	0.3250	nan	0.7911	0.8807	0.7746	0.7772	0.4290	nan	0.4597	0.3701	0.8064	0.4653	0.7116	0.0	0.3787	0.3889	nan	0.0	0.2319	0.0	0.8542	0.6749	0.9057	0.0	0.0	0.2317
0.4375	17.6	1760	0.5400	0.3126	0.3783	0.8557	nan	0.9139	0.9508	0.8870	0.8732	0.4879	nan	0.5612	0.6705	0.9565	0.6695	0.8744	0.0	0.4906	0.4744	nan	0.0	0.2995	0.0	0.9342	0.8257	0.9599	0.0	0.0	0.2752	nan	0.7955	0.8718	0.7658	0.7850	0.3995	nan	0.4479	0.3920	0.7764	0.4343	0.7027	0.0	0.3617	0.3817	nan	0.0	0.2326	0.0	0.8520	0.6879	0.9101	0.0	0.0	0.2070
0.4431	17.8	1780	0.5497	0.3143	0.3740	0.8546	nan	0.8908	0.9597	0.8229	0.8640	0.4853	nan	0.5549	0.6352	0.9239	0.6521	0.9006	0.0	0.4011	0.4908	nan	0.0	0.3124	0.0	0.9415	0.8031	0.9602	0.0	0.0	0.3705	nan	0.7777	0.8657	0.7514	0.7891	0.3923	nan	0.4475	0.3778	0.8167	0.4662	0.6938	0.0	0.3322	0.3968	nan	0.0	0.2415	0.0	0.8525	0.6779	0.9110	0.0	0.0	0.2691
0.4492	18.0	1800	0.5407	0.3163	0.3789	0.8576	nan	0.9215	0.9495	0.8749	0.8502	0.4779	nan	0.6074	0.6301	0.9355	0.6332	0.9007	0.0	0.4270	0.4575	nan	0.0	0.3019	0.0	0.9367	0.8406	0.9566	0.0	0.0	0.4230	nan	0.7918	0.8756	0.7344	0.7761	0.3912	nan	0.4680	0.3946	0.8125	0.4615	0.7009	0.0	0.3526	0.3879	nan	0.0	0.2392	0.0	0.8532	0.6823	0.9118	0.0	0.0	0.2877
0.3746	18.2	1820	0.5532	0.3138	0.3789	0.8549	nan	0.9147	0.9517	0.8784	0.8278	0.5076	nan	0.5538	0.6419	0.9435	0.6537	0.8712	0.0	0.4624	0.5349	nan	0.0	0.2820	0.0	0.9358	0.8220	0.9667	0.0	0.0	0.3757	nan	0.7863	0.8734	0.7287	0.7578	0.3994	nan	0.4507	0.3855	0.8036	0.4597	0.7024	0.0	0.3541	0.4028	nan	0.0	0.2302	0.0	0.8518	0.6817	0.9109	0.0	0.0	0.2617
0.454	18.4	1840	0.5729	0.3104	0.3728	0.8532	nan	0.9306	0.9440	0.8899	0.8035	0.5253	nan	0.5723	0.6296	0.9393	0.6120	0.8880	0.0	0.4333	0.4610	nan	0.0	0.2726	0.0	0.9413	0.8196	0.9674	0.0	0.0	0.2992	nan	0.7650	0.8812	0.7461	0.7242	0.4116	nan	0.4541	0.3944	0.7951	0.4490	0.6999	0.0	0.3482	0.3918	nan	0.0	0.2220	0.0	0.8486	0.6763	0.9088	0.0	0.0	0.2169
0.3812	18.6	1860	0.5582	0.3126	0.3778	0.8533	nan	0.9408	0.9418	0.7750	0.7958	0.5479	nan	0.5562	0.6703	0.9395	0.6602	0.8685	0.0	0.4705	0.5190	nan	0.0	0.2730	0.0	0.9426	0.8169	0.9620	0.0	0.0	0.4109	nan	0.7589	0.8817	0.7216	0.7401	0.4310	nan	0.4396	0.3710	0.8076	0.4626	0.7048	0.0	0.3566	0.3889	nan	0.0	0.2237	0.0	0.8482	0.6840	0.9122	0.0	0.0	0.2693
0.321	18.8	1880	0.5856	0.3107	0.3792	0.8507	nan	0.9320	0.9566	0.8419	0.7225	0.4704	nan	0.5832	0.6999	0.9159	0.7125	0.8836	0.0	0.4635	0.4754	nan	0.0	0.3380	0.0	0.9259	0.8307	0.9618	0.0	0.0	0.4211	nan	0.7505	0.8762	0.7407	0.6782	0.3962	nan	0.4587	0.3355	0.8303	0.4589	0.7032	0.0	0.3583	0.3830	nan	0.0	0.2539	0.0	0.8502	0.6722	0.9120	0.0	0.0	0.2854
0.2892	19.0	1900	0.5222	0.3164	0.3810	0.8593	nan	0.9077	0.9469	0.9137	0.9022	0.5278	nan	0.5920	0.6567	0.9488	0.5828	0.8834	0.0	0.4848	0.4892	nan	0.0	0.3179	0.0	0.9457	0.7773	0.9649	0.0	0.0	0.3509	nan	0.7977	0.8789	0.7574	0.7935	0.4237	nan	0.4593	0.3717	0.7974	0.4334	0.7095	0.0	0.3764	0.3922	nan	0.0	0.2473	0.0	0.8474	0.6719	0.9118	0.0	0.0	0.2565
0.2991	19.2	1920	0.5488	0.3146	0.3767	0.8536	nan	0.8955	0.9614	0.8394	0.8257	0.4738	nan	0.5449	0.6600	0.9275	0.6245	0.8548	0.0	0.5527	0.4446	nan	0.0	0.3409	0.0	0.9433	0.8128	0.9656	0.0	0.0	0.3880	nan	0.7712	0.8678	0.7759	0.7458	0.3921	nan	0.4384	0.3503	0.8131	0.4709	0.7017	0.0	0.3845	0.3819	nan	0.0	0.2553	0.0	0.8507	0.6816	0.9107	0.0	0.0	0.2761
0.3506	19.4	1940	0.5445	0.3163	0.3789	0.8568	nan	0.9235	0.9516	0.8542	0.8062	0.5632	nan	0.5290	0.6781	0.9253	0.6172	0.9059	0.0	0.4798	0.4637	nan	0.0	0.3150	0.0	0.9261	0.8611	0.9604	0.0005	0.0	0.3645	nan	0.7697	0.8826	0.7755	0.7352	0.4397	nan	0.4472	0.3639	0.8173	0.4760	0.6985	0.0	0.3671	0.3903	nan	0.0	0.2455	0.0	0.8551	0.6762	0.9122	0.0005	0.0	0.2701
0.3906	19.6	1960	0.5459	0.3145	0.3800	0.8571	nan	0.9189	0.9561	0.8638	0.8316	0.4864	nan	0.5897	0.6870	0.9328	0.6730	0.8970	0.0	0.3131	0.5415	nan	0.0	0.3301	0.0	0.9414	0.8228	0.9622	0.0	0.0	0.4139	nan	0.7779	0.8832	0.7665	0.7682	0.4046	nan	0.4639	0.3468	0.8163	0.4772	0.6947	0.0	0.2766	0.3914	nan	0.0	0.2515	0.0	0.8509	0.6903	0.9117	0.0	0.0	0.2938
0.3721	19.8	1980	0.5375	0.3171	0.3802	0.8568	nan	0.9176	0.9513	0.8727	0.8107	0.5417	nan	0.5986	0.6370	0.9441	0.6206	0.8653	0.0	0.4926	0.5248	nan	0.0	0.3034	0.0	0.9395	0.8269	0.9704	0.0	0.0	0.3497	nan	0.7756	0.8803	0.7571	0.7590	0.4330	nan	0.4663	0.4042	0.7954	0.4630	0.7052	0.0	0.3694	0.4054	nan	0.0	0.2409	0.0	0.8503	0.6889	0.9084	0.0	0.0	0.2434
0.4157	20.0	2000	0.5398	0.3162	0.3841	0.8564	nan	0.9171	0.9492	0.8537	0.8281	0.5080	nan	0.5901	0.6856	0.9211	0.7589	0.9098	0.0	0.4665	0.5117	nan	0.0	0.2923	0.0	0.9281	0.8391	0.9652	0.0	0.0	0.3660	nan	0.7816	0.8751	0.7358	0.7567	0.4120	nan	0.4603	0.3694	0.8232	0.4713	0.6953	0.0	0.3609	0.4054	nan	0.0	0.2382	0.0	0.8542	0.6799	0.9111	0.0	0.0	0.2876
0.5283	20.2	2020	0.5293	0.3169	0.3877	0.8584	nan	0.9257	0.9433	0.8420	0.8656	0.5785	nan	0.5898	0.6850	0.9383	0.7300	0.8653	0.0	0.4762	0.5216	nan	0.0	0.3454	0.0	0.9347	0.8426	0.9683	0.0	0.0	0.3553	nan	0.7815	0.8851	0.7349	0.7768	0.4392	nan	0.4672	0.3605	0.8061	0.4523	0.7085	0.0	0.3705	0.4063	nan	0.0	0.2573	0.0	0.8500	0.6845	0.9111	0.0	0.0	0.2506
0.3685	20.4	2040	0.5376	0.3165	0.3863	0.8576	nan	0.9332	0.9445	0.8187	0.8555	0.5354	nan	0.5837	0.7307	0.9364	0.6973	0.8660	0.0	0.4879	0.4894	nan	0.0	0.3588	0.0	0.9378	0.8351	0.9681	0.0	0.0040	0.3789	nan	0.7843	0.8797	0.7360	0.7887	0.4110	nan	0.4511	0.3404	0.8140	0.4578	0.7075	0.0	0.3728	0.3964	nan	0.0	0.2671	0.0	0.8520	0.6872	0.9129	0.0	0.0040	0.2647
0.4617	20.6	2060	0.5352	0.3180	0.3854	0.8564	nan	0.9189	0.9415	0.8858	0.8414	0.5770	nan	0.5931	0.6435	0.9398	0.6710	0.9000	0.0	0.4937	0.5322	nan	0.0	0.3341	0.0	0.9132	0.8561	0.9618	0.0	0.0000	0.3308	nan	0.7789	0.8836	0.7428	0.7637	0.4308	nan	0.4640	0.4025	0.8036	0.4879	0.6968	0.0	0.3679	0.4002	nan	0.0	0.2567	0.0	0.8548	0.6786	0.9148	0.0	0.0000	0.2473
0.2481	20.8	2080	0.5596	0.3190	0.3785	0.8571	nan	0.9017	0.9625	0.8569	0.8687	0.4597	nan	0.5521	0.6231	0.9407	0.6021	0.8823	0.0	0.3991	0.4469	nan	0.0	0.4184	0.0	0.9395	0.7834	0.9663	0.0006	0.0	0.5078	nan	0.7942	0.8665	0.7617	0.7835	0.3821	nan	0.4461	0.4032	0.8186	0.4789	0.7007	0.0	0.3377	0.3955	nan	0.0	0.2791	0.0	0.8576	0.6898	0.9143	0.0006	0.0	0.2993
0.264	21.0	2100	0.5864	0.3171	0.3820	0.8532	nan	0.9105	0.9590	0.8726	0.7729	0.4742	nan	0.5627	0.6322	0.9459	0.7050	0.8621	0.0	0.5005	0.5653	nan	0.0	0.3227	0.0	0.9258	0.8270	0.9644	0.0013	0.0002	0.4193	nan	0.7595	0.8714	0.7576	0.7210	0.3936	nan	0.4484	0.4103	0.8121	0.4962	0.7125	0.0	0.3768	0.3969	nan	0.0	0.2589	0.0	0.8554	0.6851	0.9147	0.0013	0.0002	0.2739
0.2557	21.2	2120	0.5438	0.3198	0.3841	0.8593	nan	0.8818	0.9580	0.8989	0.8781	0.5421	nan	0.5726	0.6740	0.9488	0.6711	0.8944	0.0	0.4871	0.4901	nan	0.0	0.3103	0.0	0.9297	0.8379	0.9659	0.0	0.0	0.3502	nan	0.7907	0.8721	0.7647	0.7760	0.4330	nan	0.4650	0.3847	0.8054	0.4894	0.7124	0.0	0.3843	0.3970	nan	0.0	0.2523	0.0	0.8557	0.6881	0.9136	0.0	0.0	0.2480
0.3529	21.4	2140	0.5430	0.3203	0.3839	0.8585	nan	0.9213	0.9485	0.8753	0.8015	0.5714	nan	0.6182	0.6529	0.9345	0.6673	0.9105	0.0	0.4499	0.4587	nan	0.0	0.3066	0.0	0.9280	0.8386	0.9587	0.0002	0.0	0.4429	nan	0.7636	0.8885	0.7637	0.7522	0.4427	nan	0.4632	0.3987	0.8145	0.5002	0.7037	0.0	0.3702	0.3917	nan	0.0	0.2508	0.0	0.8557	0.6843	0.9134	0.0002	0.0	0.2910
0.3306	21.6	2160	0.5417	0.3183	0.3805	0.8591	nan	0.9323	0.9526	0.8702	0.8379	0.5019	nan	0.5592	0.6545	0.9288	0.6635	0.8880	0.0	0.4782	0.5283	nan	0.0	0.2848	0.0	0.9349	0.8524	0.9668	0.0010	0.0004	0.3388	nan	0.7793	0.8830	0.7695	0.7782	0.4087	nan	0.4519	0.3831	0.8150	0.5011	0.7065	0.0	0.3707	0.4052	nan	0.0	0.2350	0.0	0.8527	0.6866	0.9123	0.0010	0.0004	0.2459
0.2647	21.8	2180	0.5480	0.3201	0.3846	0.8589	nan	0.9206	0.9486	0.8822	0.8403	0.4893	nan	0.6234	0.6828	0.9445	0.6191	0.9010	0.0	0.4693	0.5246	nan	0.0	0.3483	0.0	0.9315	0.8283	0.9595	0.0	0.0	0.3948	nan	0.7924	0.8773	0.7423	0.7687	0.4020	nan	0.4647	0.3875	0.8087	0.5012	0.7075	0.0	0.3789	0.4145	nan	0.0	0.2657	0.0	0.8578	0.6963	0.9149	0.0	0.0	0.2618
0.334	22.0	2200	0.5271	0.3235	0.3891	0.8612	nan	0.9269	0.9444	0.8339	0.8446	0.6188	nan	0.6018	0.6777	0.9112	0.6848	0.8987	0.0	0.4487	0.5294	nan	0.0	0.3512	0.0	0.9352	0.8390	0.9644	0.0024	0.0	0.4394	nan	0.7818	0.8850	0.7272	0.7750	0.4644	nan	0.4726	0.3771	0.8264	0.5147	0.7056	0.0	0.3615	0.4167	nan	0.0	0.2673	0.0	0.8564	0.6942	0.9163	0.0024	0.0	0.3076
0.6708	22.2	2220	0.5613	0.3158	0.3766	0.8553	nan	0.9282	0.9479	0.8281	0.7948	0.5527	nan	0.5865	0.6712	0.9478	0.5969	0.9005	0.0	0.4469	0.4871	nan	0.0	0.3058	0.0	0.9321	0.8101	0.9657	0.0011	0.0	0.3478	nan	0.7634	0.8766	0.7244	0.7513	0.4443	nan	0.4676	0.3867	0.7940	0.4870	0.6984	0.0	0.3555	0.4058	nan	0.0	0.2513	0.0	0.8573	0.6907	0.9145	0.0011	0.0	0.2348
0.2796	22.4	2240	0.5518	0.3195	0.3841	0.8565	nan	0.9202	0.9464	0.8418	0.8064	0.5484	nan	0.5969	0.6753	0.9242	0.6841	0.8884	0.0	0.4970	0.4995	nan	0.0	0.2986	0.0	0.9380	0.8303	0.9613	0.0167	0.0	0.4180	nan	0.7586	0.8780	0.7206	0.7432	0.4333	nan	0.4647	0.3897	0.8235	0.4981	0.7118	0.0	0.3810	0.4190	nan	0.0	0.2460	0.0	0.8534	0.6882	0.9135	0.0167	0.0	0.2860
0.2438	22.6	2260	0.5431	0.3193	0.3877	0.8570	nan	0.9095	0.9475	0.8693	0.8368	0.5510	nan	0.6146	0.6899	0.9461	0.7094	0.8694	0.0	0.4810	0.5264	nan	0.0	0.3193	0.0	0.9269	0.8693	0.9709	0.0154	0.0038	0.3512	nan	0.7762	0.8777	0.7618	0.7725	0.4201	nan	0.4627	0.3980	0.8002	0.4804	0.7127	0.0	0.3663	0.4119	nan	0.0	0.2513	0.0	0.8524	0.6860	0.9127	0.0154	0.0038	0.2555
0.3541	22.8	2280	0.5417	0.3214	0.3927	0.8592	nan	0.9010	0.9555	0.8820	0.8811	0.4883	nan	0.6033	0.6935	0.9392	0.7164	0.8407	0.0	0.4918	0.5351	nan	0.0	0.4214	0.0	0.9387	0.8320	0.9690	0.0148	0.0	0.4641	nan	0.7939	0.8785	0.7568	0.7769	0.4066	nan	0.4586	0.3619	0.8249	0.4837	0.7081	0.0	0.3703	0.4109	nan	0.0	0.2885	0.0	0.8545	0.6934	0.9137	0.0148	0.0	0.2875
0.2997	23.0	2300	0.5342	0.3216	0.3894	0.8600	nan	0.9115	0.9512	0.8552	0.8204	0.5862	nan	0.5929	0.6997	0.9433	0.6881	0.8718	0.0	0.4904	0.4787	nan	0.0	0.3409	0.0	0.9374	0.8484	0.9702	0.0167	0.0001	0.4570	nan	0.7891	0.8832	0.7601	0.7676	0.4326	nan	0.4633	0.3752	0.8155	0.4835	0.7113	0.0	0.3812	0.3975	nan	0.0	0.2667	0.0	0.8561	0.6880	0.9117	0.0167	0.0001	0.2916
0.4136	23.2	2320	0.5528	0.3210	0.3833	0.8590	nan	0.9125	0.9506	0.8836	0.8854	0.4729	nan	0.5794	0.6341	0.9463	0.6506	0.8851	0.0	0.5055	0.4840	nan	0.0	0.3173	0.0	0.9333	0.8340	0.9625	0.0185	0.0	0.4084	nan	0.7966	0.8769	0.7700	0.7808	0.3972	nan	0.4447	0.4075	0.8106	0.5066	0.7009	0.0	0.3712	0.4003	nan	0.0	0.2538	0.0	0.8563	0.6952	0.9149	0.0185	0.0	0.2710
0.3239	23.4	2340	0.5402	0.3214	0.3855	0.8593	nan	0.9065	0.9544	0.9033	0.8719	0.5022	nan	0.5997	0.6465	0.9470	0.6532	0.8671	0.0	0.5051	0.5292	nan	0.0	0.3263	0.0	0.9288	0.8514	0.9634	0.0086	0.0	0.3730	nan	0.7992	0.8793	0.7695	0.7831	0.4102	nan	0.4649	0.4097	0.8053	0.5182	0.7037	0.0	0.3684	0.3906	nan	0.0	0.2630	0.0	0.8560	0.6923	0.9154	0.0086	0.0	0.2477
0.3082	23.6	2360	0.5316	0.3206	0.3882	0.8599	nan	0.9134	0.9463	0.8697	0.9011	0.5536	nan	0.5833	0.6857	0.9485	0.6953	0.8661	0.0	0.4599	0.5098	nan	0.0	0.3602	0.0	0.9346	0.8540	0.9685	0.0048	0.0004	0.3671	nan	0.8002	0.8801	0.7545	0.7916	0.4290	nan	0.4647	0.3959	0.7952	0.4920	0.7084	0.0	0.3668	0.3971	nan	0.0	0.2733	0.0	0.8533	0.6911	0.9147	0.0048	0.0004	0.2451
0.2195	23.8	2380	0.5484	0.3176	0.3826	0.8574	nan	0.9298	0.9481	0.8330	0.7677	0.5847	nan	0.6197	0.6792	0.9392	0.7093	0.8991	0.0	0.4424	0.4964	nan	0.0	0.3490	0.0	0.9468	0.7913	0.9615	0.0002	0.0007	0.3453	nan	0.7719	0.8858	0.7295	0.7264	0.4422	nan	0.4860	0.3776	0.8110	0.4976	0.7056	0.0	0.3533	0.4015	nan	0.0	0.2691	0.0	0.8522	0.6833	0.9164	0.0002	0.0007	0.2518
0.3128	24.0	2400	0.5634	0.3173	0.3806	0.8577	nan	0.9234	0.9605	0.7979	0.8226	0.4647	nan	0.6153	0.6748	0.9437	0.6990	0.8882	0.0	0.5096	0.4604	nan	0.0	0.3534	0.0	0.9250	0.8473	0.9691	0.0082	0.0076	0.3098	nan	0.7857	0.8761	0.7225	0.7658	0.3941	nan	0.4766	0.3662	0.8080	0.5006	0.7030	0.0	0.3816	0.4029	nan	0.0	0.2696	0.0	0.8543	0.6820	0.9146	0.0082	0.0076	0.2332
0.2451	24.2	2420	0.5243	0.3241	0.3904	0.8618	nan	0.9072	0.9455	0.8736	0.8694	0.6461	nan	0.5904	0.6536	0.9316	0.6956	0.8781	0.0	0.4750	0.5047	nan	0.0	0.3475	0.0	0.9448	0.8020	0.9710	0.0062	0.0	0.4501	nan	0.8058	0.8826	0.7467	0.7844	0.4557	nan	0.4718	0.3911	0.8174	0.5056	0.7118	0.0	0.3770	0.4092	nan	0.0	0.2705	0.0	0.8524	0.6880	0.9148	0.0062	0.0	0.2820
0.4773	24.4	2440	0.5429	0.3184	0.3845	0.8600	nan	0.9182	0.9509	0.8295	0.8796	0.4877	nan	0.6351	0.6853	0.9422	0.7195	0.8923	0.0	0.4327	0.4759	nan	0.0	0.3241	0.0	0.9380	0.8498	0.9636	0.0000	0.0012	0.3773	nan	0.8007	0.8771	0.7448	0.7938	0.4095	nan	0.4745	0.3775	0.8056	0.4718	0.7069	0.0	0.3570	0.3901	nan	0.0	0.2594	0.0	0.8526	0.6936	0.9166	0.0000	0.0012	0.2574
0.3036	24.6	2460	0.5551	0.3162	0.3789	0.8569	nan	0.9287	0.9525	0.8557	0.7959	0.5352	nan	0.5948	0.6765	0.9373	0.6777	0.9215	0.0	0.3389	0.4956	nan	0.0	0.3270	0.0	0.9321	0.8191	0.9642	0.0017	0.0016	0.3702	nan	0.7769	0.8807	0.7492	0.7450	0.4236	nan	0.4760	0.3829	0.8117	0.4979	0.6944	0.0	0.2995	0.3892	nan	0.0	0.2615	0.0	0.8566	0.6894	0.9168	0.0017	0.0016	0.2650
0.3201	24.8	2480	0.5502	0.3203	0.3915	0.8586	nan	0.9085	0.9565	0.9066	0.7952	0.5453	nan	0.6113	0.6835	0.9436	0.7184	0.8582	0.0	0.4681	0.5555	nan	0.0	0.3848	0.0	0.9319	0.8412	0.9692	0.0001	0.0021	0.4493	nan	0.7919	0.8756	0.7264	0.7372	0.4315	nan	0.4721	0.3649	0.8147	0.4934	0.7220	0.0	0.3781	0.4051	nan	0.0	0.2844	0.0	0.8565	0.6939	0.9162	0.0001	0.0021	0.2849
0.4181	25.0	2500	0.5540	0.3214	0.3889	0.8588	nan	0.9257	0.9460	0.8332	0.8056	0.5639	nan	0.6001	0.6855	0.9314	0.6966	0.8962	0.0	0.4890	0.5023	nan	0.0	0.3908	0.0	0.9339	0.8319	0.9666	0.0001	0.0043	0.4417	nan	0.7757	0.8791	0.7321	0.7337	0.4386	nan	0.4756	0.3524	0.8319	0.5007	0.7150	0.0	0.3776	0.4026	nan	0.0	0.2832	0.0	0.8577	0.6954	0.9172	0.0001	0.0042	0.3111
0.3219	25.2	2520	0.5381	0.3214	0.3879	0.8594	nan	0.9232	0.9453	0.8151	0.8239	0.5866	nan	0.6041	0.6621	0.9360	0.7194	0.8900	0.0	0.4866	0.5270	nan	0.0	0.3478	0.0	0.9385	0.8179	0.9628	0.0005	0.0007	0.4263	nan	0.7835	0.8800	0.7202	0.7535	0.4452	nan	0.4775	0.3894	0.8232	0.4958	0.7179	0.0	0.3765	0.4013	nan	0.0	0.2669	0.0	0.8545	0.6879	0.9170	0.0005	0.0007	0.2922
0.3024	25.4	2540	0.5355	0.3237	0.3905	0.8616	nan	0.9138	0.9508	0.8855	0.8601	0.5228	nan	0.6209	0.6624	0.9427	0.7152	0.8843	0.0	0.5058	0.5331	nan	0.0	0.3388	0.0	0.9351	0.8172	0.9688	0.0001	0.0015	0.4383	nan	0.7992	0.8761	0.7461	0.7820	0.4239	nan	0.4660	0.3963	0.8229	0.5041	0.7214	0.0	0.3853	0.4034	nan	0.0	0.2671	0.0	0.8582	0.6919	0.9148	0.0001	0.0015	0.2984
0.447	25.6	2560	0.5473	0.3195	0.3827	0.8592	nan	0.9277	0.9484	0.8400	0.8155	0.5944	nan	0.5877	0.6724	0.9368	0.6784	0.9220	0.0	0.4315	0.4976	nan	0.0	0.3199	0.0	0.9245	0.8415	0.9634	0.0008	0.0050	0.3402	nan	0.7855	0.8813	0.7217	0.7632	0.4440	nan	0.4781	0.3777	0.8186	0.5208	0.6989	0.0	0.3496	0.3923	nan	0.0	0.2575	0.0	0.8585	0.6858	0.9157	0.0008	0.0050	0.2684
0.4311	25.8	2580	0.5427	0.3212	0.3856	0.8594	nan	0.8808	0.9602	0.8523	0.8932	0.4793	nan	0.5783	0.7174	0.9340	0.6694	0.9078	0.0	0.4850	0.4882	nan	0.0	0.3406	0.0	0.9327	0.8167	0.9672	0.0025	0.0112	0.4221	nan	0.7831	0.8686	0.7309	0.8090	0.4011	nan	0.4671	0.3452	0.8323	0.5121	0.7097	0.0	0.3763	0.4073	nan	0.0	0.2664	0.0	0.8578	0.6844	0.9154	0.0025	0.0111	0.2978
0.346	26.0	2600	0.5391	0.3243	0.3875	0.8620	nan	0.9295	0.9475	0.8171	0.8437	0.6025	nan	0.6068	0.6747	0.9310	0.6635	0.8918	0.0	0.4806	0.5278	nan	0.0	0.3406	0.0	0.9475	0.7655	0.9610	0.0153	0.0170	0.4375	nan	0.7883	0.8831	0.7230	0.7852	0.4482	nan	0.4735	0.3617	0.8296	0.5206	0.7181	0.0	0.3800	0.4200	nan	0.0	0.2638	0.0	0.8538	0.6781	0.9166	0.0153	0.0165	0.3015
0.2588	26.2	2620	0.5465	0.3206	0.3832	0.8610	nan	0.9251	0.9539	0.8386	0.8573	0.4838	nan	0.6024	0.6867	0.9534	0.6458	0.8905	0.0	0.4661	0.5112	nan	0.0	0.3490	0.0	0.9427	0.8304	0.9651	0.0159	0.0289	0.3142	nan	0.7948	0.8787	0.7453	0.7859	0.4077	nan	0.4704	0.3610	0.8031	0.5015	0.7152	0.0	0.3733	0.4169	nan	0.0	0.2614	0.0	0.8526	0.6875	0.9177	0.0159	0.0282	0.2406
0.4497	26.4	2640	0.5412	0.3257	0.3919	0.8626	nan	0.9147	0.9556	0.8946	0.8525	0.5327	nan	0.5829	0.6769	0.9308	0.6964	0.8904	0.0	0.5242	0.4806	nan	0.0	0.3616	0.0	0.9270	0.8586	0.9684	0.0374	0.0440	0.4121	nan	0.7926	0.8813	0.7607	0.7764	0.4288	nan	0.4666	0.3603	0.8273	0.4995	0.7194	0.0	0.3950	0.4133	nan	0.0	0.2750	0.0	0.8561	0.6915	0.9164	0.0374	0.0423	0.2812
0.3849	26.6	2660	0.5543	0.3223	0.3896	0.8589	nan	0.9022	0.9591	0.9185	0.8061	0.5133	nan	0.6107	0.6649	0.9494	0.7120	0.8767	0.0	0.5250	0.5530	nan	0.0	0.3392	0.0	0.9279	0.8171	0.9627	0.0213	0.0144	0.3935	nan	0.7952	0.8790	0.7296	0.7600	0.4162	nan	0.4655	0.4298	0.8056	0.5022	0.7146	0.0	0.3759	0.4110	nan	0.0	0.2692	0.0	0.8565	0.6903	0.9183	0.0212	0.0142	0.2587
0.2032	26.8	2680	0.5425	0.3212	0.3893	0.8607	nan	0.9175	0.9554	0.8462	0.8707	0.5101	nan	0.5939	0.7160	0.9446	0.7283	0.8922	0.0	0.3809	0.5115	nan	0.0	0.3388	0.0	0.9300	0.8372	0.9712	0.0234	0.0489	0.4416	nan	0.7939	0.8792	0.7463	0.7926	0.4133	nan	0.4663	0.3505	0.8155	0.4894	0.7088	0.0	0.3237	0.4038	nan	0.0	0.2639	0.0	0.8593	0.6924	0.9158	0.0233	0.0464	0.2949
0.3154	27.0	2700	0.5310	0.3218	0.3841	0.8612	nan	0.9303	0.9453	0.8258	0.8664	0.5425	nan	0.6186	0.6604	0.9341	0.6615	0.8959	0.0	0.4658	0.4965	nan	0.0	0.3367	0.0	0.9469	0.8254	0.9660	0.0168	0.0256	0.3302	nan	0.7827	0.8855	0.7271	0.7861	0.4366	nan	0.4696	0.3899	0.8168	0.5017	0.7108	0.0	0.3652	0.4053	nan	0.0	0.2591	0.0	0.8499	0.6911	0.9180	0.0168	0.0252	0.2602
0.2905	27.2	2720	0.5332	0.3246	0.3952	0.8616	nan	0.9144	0.9556	0.8750	0.8179	0.5898	nan	0.5911	0.7159	0.9410	0.6882	0.8611	0.0	0.4890	0.5255	nan	0.0	0.3891	0.0	0.9293	0.8536	0.9705	0.0356	0.0370	0.4681	nan	0.7909	0.8833	0.7210	0.7637	0.4571	nan	0.4689	0.3578	0.8292	0.4982	0.7223	0.0	0.3770	0.4088	nan	0.0	0.2876	0.0	0.8595	0.6876	0.9182	0.0355	0.0356	0.2857
0.2553	27.4	2740	0.5438	0.3237	0.3893	0.8602	nan	0.8728	0.9611	0.8494	0.9202	0.4791	nan	0.5840	0.6992	0.9378	0.7196	0.8908	0.0	0.4594	0.5219	nan	0.0	0.3526	0.0	0.9342	0.8427	0.9643	0.0148	0.0374	0.4172	nan	0.7840	0.8716	0.7624	0.8075	0.3998	nan	0.4678	0.3851	0.8235	0.5004	0.7175	0.0	0.3676	0.4032	nan	0.0	0.2716	0.0	0.8559	0.6844	0.9182	0.0147	0.0359	0.2870
0.5224	27.6	2760	0.5501	0.3228	0.3848	0.8616	nan	0.9308	0.9532	0.8156	0.8516	0.5035	nan	0.6046	0.6782	0.9429	0.6937	0.8958	0.0	0.4831	0.5050	nan	0.0	0.3251	0.0	0.9443	0.8086	0.9618	0.0096	0.0562	0.3515	nan	0.7893	0.8811	0.7411	0.7884	0.4086	nan	0.4735	0.3813	0.8139	0.5013	0.7154	0.0	0.3730	0.4073	nan	0.0	0.2604	0.0	0.8555	0.6896	0.9189	0.0095	0.0536	0.2668
0.2042	27.8	2780	0.5543	0.3238	0.3880	0.8616	nan	0.9117	0.9581	0.8609	0.8746	0.5006	nan	0.5745	0.6919	0.9403	0.6906	0.9069	0.0	0.4107	0.4975	nan	0.0	0.3669	0.0	0.9336	0.8241	0.9605	0.0109	0.0778	0.4229	nan	0.7929	0.8781	0.7581	0.7924	0.4108	nan	0.4696	0.3655	0.8215	0.4921	0.7068	0.0	0.3403	0.4043	nan	0.0	0.2775	0.0	0.8596	0.6998	0.9187	0.0108	0.0727	0.2913
0.2405	28.0	2800	0.5415	0.3249	0.3947	0.8606	nan	0.8914	0.9540	0.9132	0.8607	0.5913	nan	0.6087	0.6764	0.9490	0.7008	0.8777	0.0	0.4629	0.5356	nan	0.0	0.3745	0.0	0.9191	0.8584	0.9657	0.0279	0.0501	0.4141	nan	0.7981	0.8837	0.7236	0.7852	0.4437	nan	0.4723	0.4089	0.8110	0.5133	0.7125	0.0	0.3558	0.4018	nan	0.0	0.2821	0.0	0.8573	0.6832	0.9186	0.0279	0.0476	0.2692
0.2937	28.2	2820	0.5600	0.3223	0.3856	0.8594	nan	0.9155	0.9561	0.8121	0.8359	0.4762	nan	0.6110	0.6733	0.9454	0.7012	0.8926	0.0	0.4899	0.4670	nan	0.0	0.3529	0.0	0.9372	0.8366	0.9656	0.0367	0.0492	0.3841	nan	0.7751	0.8793	0.7283	0.7713	0.3981	nan	0.4660	0.3859	0.8172	0.5101	0.7180	0.0	0.3806	0.4009	nan	0.0	0.2721	0.0	0.8567	0.6863	0.9182	0.0365	0.0469	0.2663
0.3551	28.4	2840	0.5467	0.3252	0.3935	0.8619	nan	0.9086	0.9513	0.8951	0.8640	0.5551	nan	0.6250	0.7090	0.9506	0.6884	0.8862	0.0	0.4623	0.4968	nan	0.0	0.3613	0.0	0.9320	0.8264	0.9729	0.0270	0.0829	0.3980	nan	0.7933	0.8823	0.7516	0.7855	0.4312	nan	0.4816	0.3774	0.8126	0.4941	0.7160	0.0	0.3712	0.4049	nan	0.0	0.2739	0.0	0.8598	0.6854	0.9158	0.0268	0.0770	0.2674
0.3942	28.6	2860	0.5461	0.3262	0.3913	0.8607	nan	0.9253	0.9504	0.8555	0.8221	0.5536	nan	0.5918	0.6649	0.9380	0.6785	0.8903	0.0	0.4902	0.5435	nan	0.0	0.3923	0.0	0.9277	0.8358	0.9683	0.0102	0.0542	0.4292	nan	0.7824	0.8829	0.7602	0.7568	0.4375	nan	0.4743	0.4168	0.8200	0.5140	0.7191	0.0	0.3717	0.3941	nan	0.0	0.2878	0.0	0.8601	0.6956	0.9186	0.0101	0.0512	0.2866
0.2426	28.8	2880	0.5571	0.3265	0.3903	0.8617	nan	0.9091	0.9570	0.8697	0.8313	0.5490	nan	0.5844	0.6712	0.9349	0.6930	0.8854	0.0	0.5475	0.5054	nan	0.0	0.3670	0.0	0.9357	0.8212	0.9669	0.0206	0.0378	0.4026	nan	0.7918	0.8793	0.7607	0.7675	0.4315	nan	0.4684	0.4062	0.8232	0.5103	0.7188	0.0	0.3908	0.4105	nan	0.0	0.2787	0.0	0.8562	0.6945	0.9191	0.0206	0.0366	0.2832
0.3012	29.0	2900	0.5516	0.3240	0.3945	0.8583	nan	0.9211	0.9394	0.8399	0.8225	0.5813	nan	0.6319	0.7060	0.9424	0.7234	0.8885	0.0	0.4691	0.5193	nan	0.0	0.3720	0.0	0.9322	0.8404	0.9692	0.0444	0.0711	0.4100	nan	0.7758	0.8796	0.7263	0.7352	0.4460	nan	0.4727	0.3783	0.8193	0.4959	0.7206	0.0	0.3741	0.4097	nan	0.0	0.2784	0.0	0.8565	0.6892	0.9188	0.0442	0.0675	0.2808
0.3674	29.2	2920	0.5370	0.3251	0.3884	0.8625	nan	0.9226	0.9510	0.8384	0.8614	0.5571	nan	0.6027	0.6789	0.9370	0.6815	0.9082	0.0	0.4125	0.5017	nan	0.0	0.3630	0.0	0.9408	0.8229	0.9679	0.0424	0.0815	0.3562	nan	0.7945	0.8824	0.7326	0.7849	0.4362	nan	0.4794	0.3788	0.8197	0.4964	0.7081	0.0	0.3407	0.4191	nan	0.0	0.2705	0.0	0.8564	0.6921	0.9192	0.0423	0.0772	0.2743
0.2224	29.4	2940	0.5459	0.3247	0.3935	0.8608	nan	0.8952	0.9511	0.9132	0.8831	0.5131	nan	0.6431	0.6926	0.9508	0.6654	0.8777	0.0	0.4490	0.5197	nan	0.0	0.3535	0.0	0.9331	0.8603	0.9648	0.0465	0.0837	0.3973	nan	0.7914	0.8770	0.7307	0.7991	0.4217	nan	0.4789	0.3902	0.8060	0.4735	0.7192	0.0	0.3690	0.4026	nan	0.0	0.2755	0.0	0.8560	0.6944	0.9185	0.0464	0.0782	0.2624
0.294	29.6	2960	0.5679	0.3227	0.3868	0.8588	nan	0.9097	0.9572	0.7985	0.8213	0.5145	nan	0.6107	0.6944	0.9449	0.6714	0.8716	0.0	0.4859	0.5104	nan	0.0	0.3535	0.0	0.9412	0.8404	0.9724	0.0442	0.0733	0.3613	nan	0.7744	0.8757	0.7165	0.7764	0.4186	nan	0.4783	0.3858	0.8105	0.4820	0.7159	0.0	0.3781	0.4072	nan	0.0	0.2736	0.0	0.8537	0.6926	0.9162	0.0441	0.0685	0.2588
0.2206	29.8	2980	0.5634	0.3248	0.3932	0.8605	nan	0.9059	0.9585	0.8428	0.8603	0.5044	nan	0.5861	0.7318	0.9422	0.7108	0.8783	0.0	0.4487	0.5418	nan	0.0	0.3909	0.0	0.9322	0.8350	0.9682	0.0249	0.0889	0.4320	nan	0.7862	0.8737	0.7479	0.7882	0.4152	nan	0.4772	0.3388	0.8221	0.4921	0.7163	0.0	0.3618	0.4207	nan	0.0	0.2867	0.0	0.8600	0.6941	0.9192	0.0248	0.0830	0.2849
0.2604	30.0	3000	0.5344	0.3281	0.3954	0.8632	nan	0.9215	0.9484	0.8789	0.8593	0.5955	nan	0.6044	0.6972	0.9453	0.6921	0.8807	0.0	0.5081	0.5076	nan	0.0	0.3584	0.0	0.9310	0.8436	0.9654	0.0390	0.1001	0.3780	nan	0.7934	0.8863	0.7565	0.7746	0.4563	nan	0.4814	0.3791	0.8154	0.4987	0.7151	0.0	0.3792	0.4068	nan	0.0	0.2790	0.0	0.8569	0.6964	0.9195	0.0388	0.0937	0.2714
0.2455	30.2	3020	0.5472	0.3267	0.3927	0.8629	nan	0.9218	0.9562	0.8533	0.8562	0.5188	nan	0.6067	0.6970	0.9319	0.7375	0.8990	0.0	0.4601	0.5213	nan	0.0	0.3627	0.0	0.9375	0.8090	0.9676	0.0328	0.1160	0.3819	nan	0.7985	0.8802	0.7573	0.7816	0.4253	nan	0.4802	0.3489	0.8279	0.4943	0.7096	0.0	0.3578	0.4124	nan	0.0	0.2780	0.0	0.8573	0.6953	0.9202	0.0327	0.1068	0.2896
0.3193	30.4	3040	0.5444	0.3271	0.3899	0.8618	nan	0.9027	0.9587	0.8697	0.8428	0.5045	nan	0.6164	0.6680	0.9466	0.6780	0.8943	0.0	0.4911	0.4733	nan	0.0	0.3715	0.0	0.9294	0.8776	0.9687	0.0417	0.0701	0.3727	nan	0.7896	0.8764	0.7671	0.7851	0.4251	nan	0.4832	0.4121	0.8174	0.5024	0.7161	0.0	0.3771	0.3960	nan	0.0	0.2821	0.0	0.8567	0.6827	0.9200	0.0416	0.0658	0.2697
0.2763	30.6	3060	0.5346	0.3289	0.3947	0.8634	nan	0.9218	0.9469	0.8776	0.8602	0.6094	nan	0.6005	0.6694	0.9494	0.7064	0.8761	0.0010	0.5153	0.5066	nan	0.0	0.3739	0.0	0.9327	0.8476	0.9666	0.0409	0.0566	0.3722	nan	0.7962	0.8852	0.7626	0.7720	0.4671	nan	0.4801	0.4295	0.8089	0.5074	0.7181	0.0010	0.3830	0.3995	nan	0.0	0.2858	0.0	0.8591	0.6949	0.9211	0.0407	0.0532	0.2578
0.4059	30.8	3080	0.5480	0.3265	0.3924	0.8635	nan	0.9154	0.9549	0.8997	0.8499	0.5260	nan	0.6178	0.6792	0.9424	0.7175	0.9012	0.0	0.4199	0.5256	nan	0.0	0.3520	0.0	0.9392	0.8354	0.9675	0.0326	0.0888	0.3902	nan	0.7993	0.8832	0.7354	0.7766	0.4415	nan	0.4743	0.3816	0.8220	0.5037	0.7072	0.0	0.3430	0.4140	nan	0.0	0.2758	0.0	0.8576	0.7020	0.9207	0.0324	0.0826	0.2936
0.247	31.0	3100	0.5554	0.3260	0.3916	0.8615	nan	0.9259	0.9513	0.8601	0.8153	0.5873	nan	0.6005	0.7150	0.9457	0.6723	0.8886	0.0	0.4432	0.4809	nan	0.0	0.3674	0.0	0.9400	0.8162	0.9740	0.0491	0.1181	0.3790	nan	0.7843	0.8846	0.7621	0.7587	0.4513	nan	0.4808	0.3719	0.8120	0.4877	0.7125	0.0	0.3573	0.3997	nan	0.0	0.2778	0.0	0.8577	0.6941	0.9167	0.0487	0.1083	0.2657
0.294	31.2	3120	0.5565	0.3281	0.3944	0.8623	nan	0.9062	0.9561	0.8969	0.8319	0.5617	nan	0.6283	0.6932	0.9441	0.7255	0.8959	0.0	0.4563	0.5098	nan	0.0	0.3427	0.0	0.9355	0.8232	0.9650	0.0473	0.1319	0.3679	nan	0.7961	0.8836	0.7529	0.7648	0.4439	nan	0.4834	0.4015	0.8148	0.5079	0.7091	0.0	0.3554	0.4077	nan	0.0	0.2710	0.0	0.8572	0.6924	0.9191	0.0471	0.1218	0.2702
0.276	31.4	3140	0.5563	0.3280	0.3944	0.8626	nan	0.9188	0.9549	0.8860	0.8092	0.5433	nan	0.6543	0.6930	0.9368	0.7266	0.9047	0.0	0.4668	0.5092	nan	0.0	0.3695	0.0	0.9351	0.8306	0.9626	0.0469	0.1272	0.3444	nan	0.7925	0.8841	0.7649	0.7608	0.4384	nan	0.4917	0.3802	0.8235	0.4981	0.7090	0.0	0.3639	0.4015	nan	0.0	0.2812	0.0	0.8570	0.6920	0.9208	0.0467	0.1174	0.2717
0.2766	31.6	3160	0.5421	0.3288	0.3998	0.8624	nan	0.9060	0.9580	0.9031	0.8333	0.5573	nan	0.6168	0.6967	0.9406	0.7536	0.8519	0.0124	0.5146	0.5363	nan	0.0	0.3849	0.0	0.9338	0.8462	0.9730	0.0432	0.1117	0.4214	nan	0.7973	0.8832	0.7492	0.7732	0.4432	nan	0.4880	0.3852	0.8236	0.4877	0.7097	0.0124	0.3691	0.4066	nan	0.0	0.2875	0.0	0.8585	0.6967	0.9186	0.0430	0.0999	0.2882
0.3908	31.8	3180	0.5386	0.3309	0.3965	0.8660	nan	0.9208	0.9533	0.8827	0.8914	0.5619	nan	0.5846	0.6872	0.9342	0.7340	0.9087	0.0032	0.4284	0.4883	nan	0.0	0.3621	0.0	0.9295	0.8583	0.9698	0.0471	0.1297	0.4122	nan	0.8103	0.8840	0.7639	0.8099	0.4478	nan	0.4779	0.3944	0.8274	0.4967	0.7095	0.0032	0.3470	0.4011	nan	0.0	0.2826	0.0	0.8586	0.6913	0.9199	0.0468	0.1178	0.2988
0.3096	32.0	3200	0.5578	0.3289	0.3933	0.8643	nan	0.9315	0.9530	0.8455	0.8784	0.4711	nan	0.6228	0.6929	0.9394	0.7106	0.9024	0.0000	0.4732	0.5124	nan	0.0	0.3776	0.0	0.9370	0.8344	0.9638	0.0392	0.1159	0.3842	nan	0.7998	0.8802	0.7568	0.8149	0.4003	nan	0.4787	0.3785	0.8254	0.5012	0.7160	0.0000	0.3721	0.4138	nan	0.0	0.2852	0.0	0.8586	0.6915	0.9210	0.0391	0.1068	0.2844
0.289	32.2	3220	0.5375	0.3310	0.3974	0.8645	nan	0.9138	0.9561	0.8820	0.8661	0.5720	nan	0.6146	0.6838	0.9426	0.7162	0.8803	0.0001	0.4785	0.5373	nan	0.0	0.3802	0.0	0.9238	0.8489	0.9718	0.0499	0.0779	0.4219	nan	0.8003	0.8834	0.7696	0.8055	0.4462	nan	0.4882	0.4054	0.8205	0.5129	0.7174	0.0001	0.3723	0.4136	nan	0.0	0.2856	0.0	0.8570	0.6910	0.9193	0.0493	0.0712	0.2835
0.2487	32.4	3240	0.5523	0.3268	0.3871	0.8625	nan	0.9187	0.9563	0.8594	0.8648	0.4934	nan	0.5990	0.6711	0.9369	0.6823	0.8839	0.0	0.4806	0.4888	nan	0.0	0.3481	0.0	0.9509	0.8167	0.9694	0.0337	0.0784	0.3555	nan	0.7916	0.8780	0.7712	0.8003	0.4154	nan	0.4724	0.3935	0.8202	0.5160	0.7146	0.0	0.3756	0.4077	nan	0.0	0.2738	0.0	0.8502	0.6867	0.9196	0.0336	0.0730	0.2639
0.2751	32.6	3260	0.5379	0.3302	0.3977	0.8646	nan	0.9121	0.9500	0.8753	0.9137	0.5318	nan	0.6128	0.7200	0.9404	0.6830	0.8950	0.0	0.4321	0.5042	nan	0.0	0.3868	0.0	0.9330	0.8426	0.9678	0.0543	0.1186	0.4537	nan	0.8062	0.8810	0.7721	0.8017	0.4302	nan	0.4735	0.3650	0.8216	0.4992	0.7158	0.0	0.3598	0.4094	nan	0.0	0.2937	0.0	0.8611	0.7006	0.9218	0.0528	0.1057	0.2940
0.2146	32.8	3280	0.5411	0.3308	0.3962	0.8652	nan	0.9166	0.9557	0.8866	0.8705	0.5448	nan	0.6323	0.7013	0.9198	0.6761	0.8893	0.0	0.4838	0.5540	nan	0.0	0.3735	0.0	0.9398	0.8061	0.9691	0.0379	0.1093	0.4130	nan	0.8039	0.8826	0.7601	0.8051	0.4379	nan	0.4818	0.3646	0.8348	0.5066	0.7128	0.0	0.3684	0.4277	nan	0.0	0.2881	0.0	0.8582	0.6905	0.9209	0.0372	0.0991	0.3044
0.1737	33.0	3300	0.5535	0.3275	0.3920	0.8619	nan	0.9205	0.9533	0.8073	0.8570	0.5366	nan	0.6174	0.7063	0.9353	0.6978	0.9084	0.0026	0.4452	0.4873	nan	0.0	0.3763	0.0	0.9289	0.8407	0.9708	0.0530	0.1315	0.3679	nan	0.7819	0.8803	0.7416	0.7958	0.4339	nan	0.4824	0.3697	0.8245	0.4913	0.7099	0.0026	0.3544	0.4114	nan	0.0	0.2864	0.0	0.8583	0.6957	0.9186	0.0522	0.1208	0.2694
0.2887	33.2	3320	0.5487	0.3318	0.3981	0.8650	nan	0.9157	0.9523	0.8862	0.8404	0.6034	nan	0.6242	0.6927	0.9409	0.6859	0.8931	0.0176	0.4881	0.5069	nan	0.0	0.3733	0.0	0.9295	0.8605	0.9700	0.0472	0.1167	0.3947	nan	0.8002	0.8872	0.7346	0.7803	0.4661	nan	0.4898	0.4055	0.8261	0.5128	0.7164	0.0176	0.3722	0.4150	nan	0.0	0.2855	0.0	0.8573	0.6904	0.9198	0.0467	0.1075	0.2856
0.2513	33.4	3340	0.5620	0.3289	0.3959	0.8631	nan	0.9072	0.9558	0.8966	0.8900	0.5004	nan	0.5974	0.7006	0.9523	0.7080	0.8814	0.0083	0.4609	0.4908	nan	0.0	0.3896	0.0	0.9342	0.8421	0.9722	0.0483	0.1330	0.3993	nan	0.8033	0.8787	0.7596	0.7932	0.4152	nan	0.4720	0.3892	0.8149	0.4998	0.7152	0.0083	0.3634	0.4028	nan	0.0	0.2893	0.0	0.8591	0.6927	0.9205	0.0481	0.1220	0.2769
0.4103	33.6	3360	0.5414	0.3309	0.3961	0.8648	nan	0.9172	0.9476	0.8911	0.8681	0.6165	nan	0.6109	0.6804	0.9476	0.6826	0.8989	0.0131	0.4356	0.5144	nan	0.0	0.3596	0.0	0.9351	0.8393	0.9657	0.0470	0.1132	0.3923	nan	0.8066	0.8857	0.7506	0.7908	0.4665	nan	0.4816	0.4154	0.8163	0.5095	0.7124	0.0131	0.3470	0.4067	nan	0.0	0.2828	0.0	0.8588	0.6952	0.9212	0.0465	0.1033	0.2797
0.2976	33.8	3380	0.5478	0.3311	0.3944	0.8645	nan	0.9025	0.9560	0.8610	0.8737	0.5623	nan	0.6162	0.6924	0.9398	0.7009	0.9081	0.0006	0.4324	0.4880	nan	0.0	0.3651	0.0	0.9379	0.8394	0.9682	0.0493	0.1470	0.3792	nan	0.7959	0.8820	0.7619	0.7979	0.4472	nan	0.4843	0.3953	0.8233	0.5139	0.7095	0.0006	0.3541	0.4128	nan	0.0	0.2794	0.0	0.8571	0.6965	0.9204	0.0487	0.1320	0.2838
0.2006	34.0	3400	0.5363	0.3331	0.4001	0.8655	nan	0.9056	0.9546	0.8720	0.8848	0.5803	nan	0.6085	0.6952	0.9387	0.7381	0.8915	0.0112	0.4627	0.5221	nan	0.0	0.3783	0.0	0.9338	0.8346	0.9715	0.0504	0.1448	0.4238	nan	0.7998	0.8836	0.7622	0.8004	0.4558	nan	0.4819	0.4025	0.8255	0.5013	0.7175	0.0112	0.3646	0.4183	nan	0.0	0.2863	0.0	0.8597	0.6973	0.9197	0.0490	0.1273	0.2957
0.2257	34.2	3420	0.5415	0.3298	0.3941	0.8640	nan	0.9261	0.9529	0.8541	0.8626	0.5354	nan	0.6067	0.6768	0.9369	0.7352	0.8882	0.0139	0.4604	0.5260	nan	0.0	0.3819	0.0	0.9471	0.8016	0.9682	0.0439	0.1106	0.3842	nan	0.7978	0.8826	0.7513	0.7895	0.4350	nan	0.4774	0.3997	0.8256	0.5034	0.7179	0.0139	0.3638	0.4187	nan	0.0	0.2849	0.0	0.8538	0.6936	0.9210	0.0426	0.0991	0.2811
0.4326	34.4	3440	0.5417	0.3294	0.3947	0.8637	nan	0.9052	0.9549	0.8269	0.8951	0.5536	nan	0.6217	0.6910	0.9435	0.6943	0.8881	0.0018	0.4866	0.4962	nan	0.0	0.3746	0.0	0.9314	0.8309	0.9675	0.0527	0.0989	0.4151	nan	0.8059	0.8810	0.7439	0.7955	0.4410	nan	0.4807	0.3832	0.8202	0.5109	0.7148	0.0018	0.3689	0.4100	nan	0.0	0.2899	0.0	0.8571	0.6969	0.9204	0.0517	0.0897	0.2790
0.2292	34.6	3460	0.5559	0.3287	0.3932	0.8633	nan	0.9079	0.9519	0.8792	0.8793	0.5331	nan	0.6398	0.6943	0.9425	0.7024	0.9035	0.0024	0.4352	0.4817	nan	0.0	0.3454	0.0	0.9405	0.8299	0.9647	0.0536	0.1159	0.3781	nan	0.7973	0.8800	0.7641	0.8047	0.4294	nan	0.4832	0.3792	0.8205	0.5079	0.7118	0.0024	0.3549	0.4048	nan	0.0	0.2733	0.0	0.8549	0.6967	0.9208	0.0525	0.1047	0.2744
0.2658	34.8	3480	0.5504	0.3289	0.3970	0.8625	nan	0.9220	0.9456	0.8887	0.8513	0.5837	nan	0.6315	0.7036	0.9389	0.7088	0.8942	0.0129	0.4524	0.5221	nan	0.0	0.3573	0.0	0.9397	0.7981	0.9664	0.0561	0.1350	0.3948	nan	0.7995	0.8830	0.7426	0.7819	0.4389	nan	0.4780	0.3703	0.8248	0.5079	0.7157	0.0129	0.3607	0.4141	nan	0.0	0.2797	0.0	0.8560	0.6833	0.9211	0.0544	0.1199	0.2814
0.3044	35.0	3500	0.5452	0.3312	0.3954	0.8652	nan	0.9145	0.9601	0.8612	0.8706	0.5129	nan	0.6326	0.6910	0.9538	0.6795	0.8853	0.0182	0.4946	0.4987	nan	0.0	0.3939	0.0	0.9307	0.8403	0.9728	0.0538	0.1214	0.3659	nan	0.8094	0.8827	0.7601	0.8169	0.4179	nan	0.4830	0.3940	0.8126	0.5101	0.7161	0.0182	0.3810	0.4171	nan	0.0	0.2906	0.0	0.8587	0.6917	0.9194	0.0530	0.1102	0.2572
0.2551	35.2	3520	0.5405	0.3314	0.3991	0.8654	nan	0.9269	0.9486	0.8632	0.8578	0.6053	nan	0.6070	0.6956	0.9388	0.7500	0.8872	0.0031	0.4522	0.5009	nan	0.0	0.3851	0.0	0.9386	0.8488	0.9691	0.0552	0.1268	0.4122	nan	0.8022	0.8860	0.7534	0.8029	0.4602	nan	0.4826	0.3766	0.8295	0.5042	0.7166	0.0031	0.3619	0.4118	nan	0.0	0.2845	0.0	0.8539	0.6899	0.9207	0.0541	0.1155	0.2954
0.2235	35.4	3540	0.5502	0.3305	0.3955	0.8657	nan	0.9112	0.9522	0.9031	0.9004	0.5615	nan	0.6282	0.6857	0.9439	0.7139	0.9051	0.0	0.4590	0.4974	nan	0.0	0.3270	0.0	0.9365	0.8151	0.9670	0.0522	0.1330	0.3637	nan	0.8165	0.8836	0.7468	0.8175	0.4391	nan	0.4803	0.3976	0.8186	0.5068	0.7096	0.0	0.3632	0.4181	nan	0.0	0.2644	0.0	0.8558	0.6873	0.9209	0.0514	0.1220	0.2762
0.195	35.6	3560	0.5518	0.3289	0.3980	0.8623	nan	0.9201	0.9548	0.8682	0.8304	0.5371	nan	0.6360	0.7131	0.9368	0.7322	0.8795	0.0154	0.4689	0.5000	nan	0.0	0.3789	0.0	0.9314	0.8547	0.9714	0.0600	0.1546	0.3921	nan	0.7935	0.8823	0.7551	0.7748	0.4251	nan	0.4840	0.3551	0.8248	0.4927	0.7168	0.0154	0.3679	0.4162	nan	0.0	0.2861	0.0	0.8559	0.6895	0.9204	0.0587	0.1335	0.2777
0.2556	35.8	3580	0.5525	0.3293	0.3921	0.8652	nan	0.9216	0.9550	0.8601	0.8843	0.5388	nan	0.5964	0.6865	0.9449	0.6897	0.9038	0.0070	0.4649	0.4871	nan	0.0	0.3398	0.0	0.9361	0.8358	0.9711	0.0558	0.1360	0.3341	nan	0.8094	0.8824	0.7519	0.8060	0.4316	nan	0.4776	0.3859	0.8152	0.5009	0.7117	0.0070	0.3686	0.4151	nan	0.0	0.2694	0.0	0.8567	0.6891	0.9208	0.0552	0.1222	0.2615
0.2154	36.0	3600	0.5433	0.3308	0.3980	0.8647	nan	0.9201	0.9559	0.8640	0.8616	0.5407	nan	0.6301	0.7026	0.9349	0.6881	0.8748	0.0277	0.4972	0.5478	nan	0.0	0.3789	0.0	0.9336	0.8429	0.9719	0.0551	0.1166	0.3907	nan	0.8040	0.8825	0.7413	0.8068	0.4357	nan	0.4831	0.3737	0.8271	0.4949	0.7167	0.0274	0.3793	0.4153	nan	0.0	0.2867	0.0	0.8565	0.6891	0.9204	0.0535	0.1028	0.2903
0.2498	36.2	3620	0.5501	0.3300	0.3960	0.8638	nan	0.9154	0.9530	0.8862	0.8582	0.5307	nan	0.6384	0.6879	0.9402	0.6883	0.8849	0.0210	0.5036	0.5174	nan	0.0	0.3669	0.0	0.9381	0.8308	0.9676	0.0537	0.1081	0.3818	nan	0.8016	0.8823	0.7435	0.7984	0.4291	nan	0.4827	0.3844	0.8239	0.5028	0.7126	0.0210	0.3733	0.4158	nan	0.0	0.2830	0.0	0.8561	0.6907	0.9217	0.0524	0.0962	0.2892
0.2964	36.4	3640	0.5703	0.3288	0.3923	0.8627	nan	0.9172	0.9580	0.8728	0.8201	0.5379	nan	0.6182	0.6826	0.9486	0.6790	0.8794	0.0228	0.5022	0.5064	nan	0.0	0.3353	0.0	0.9384	0.8399	0.9680	0.0550	0.1228	0.3489	nan	0.7944	0.8825	0.7522	0.7786	0.4316	nan	0.4818	0.4108	0.8096	0.4936	0.7136	0.0228	0.3767	0.4122	nan	0.0	0.2698	0.0	0.8566	0.6891	0.9212	0.0542	0.1088	0.2606
0.1969	36.6	3660	0.5711	0.3310	0.3976	0.8636	nan	0.9123	0.9616	0.8882	0.8351	0.5196	nan	0.6219	0.7110	0.9284	0.6814	0.8712	0.0241	0.5262	0.5090	nan	0.0	0.3725	0.0	0.9351	0.8255	0.9723	0.0547	0.1293	0.4428	nan	0.8006	0.8790	0.7592	0.7846	0.4225	nan	0.4833	0.3735	0.8307	0.4862	0.7170	0.0239	0.3912	0.4232	nan	0.0	0.2865	0.0	0.8585	0.6861	0.9188	0.0540	0.1136	0.2985
0.3516	36.8	3680	0.5746	0.3265	0.3889	0.8629	nan	0.9154	0.9574	0.8800	0.8467	0.5155	nan	0.6213	0.6915	0.9440	0.6713	0.9039	0.0088	0.4248	0.4879	nan	0.0	0.3450	0.0	0.9438	0.8139	0.9680	0.0480	0.1070	0.3491	nan	0.7995	0.8809	0.7627	0.7792	0.4209	nan	0.4850	0.3889	0.8186	0.4899	0.7092	0.0088	0.3455	0.4128	nan	0.0	0.2702	0.0	0.8549	0.6862	0.9204	0.0474	0.0971	0.2706
0.2443	37.0	3700	0.5623	0.3308	0.3961	0.8639	nan	0.9196	0.9530	0.8647	0.8400	0.5330	nan	0.6569	0.7081	0.9375	0.6353	0.9017	0.0233	0.4416	0.5001	nan	0.0	0.3880	0.0	0.9301	0.8585	0.9722	0.0581	0.1177	0.4349	nan	0.7941	0.8831	0.7637	0.7768	0.4278	nan	0.4867	0.3696	0.8333	0.4909	0.7142	0.0230	0.3589	0.4204	nan	0.0	0.2909	0.0	0.8589	0.6929	0.9199	0.0571	0.1046	0.3183
0.2205	37.2	3720	0.5538	0.3325	0.3984	0.8648	nan	0.9269	0.9521	0.8640	0.8531	0.5207	nan	0.6250	0.7025	0.9407	0.6954	0.8853	0.0154	0.4907	0.5174	nan	0.0	0.4016	0.0	0.9392	0.8402	0.9700	0.0566	0.1375	0.4140	nan	0.7950	0.8840	0.7662	0.7821	0.4232	nan	0.4869	0.3935	0.8264	0.4915	0.7197	0.0151	0.3853	0.4275	nan	0.0	0.2952	0.0	0.8574	0.6978	0.9212	0.0553	0.1201	0.2957
0.3025	37.4	3740	0.5609	0.3323	0.3989	0.8644	nan	0.9209	0.9532	0.8738	0.8480	0.5285	nan	0.6428	0.7023	0.9466	0.7093	0.8835	0.0266	0.4493	0.5339	nan	0.0	0.3866	0.0	0.9391	0.8430	0.9722	0.0602	0.1396	0.4053	nan	0.7982	0.8827	0.7652	0.7893	0.4261	nan	0.4927	0.3887	0.8205	0.4985	0.7168	0.0257	0.3659	0.4293	nan	0.0	0.2934	0.0	0.8581	0.6966	0.9205	0.0580	0.1212	0.2871
0.1673	37.6	3760	0.5527	0.3344	0.3982	0.8660	nan	0.9095	0.9568	0.8877	0.9015	0.5053	nan	0.6153	0.6737	0.9337	0.7090	0.8835	0.0251	0.4950	0.5075	nan	0.0	0.3798	0.0	0.9434	0.8205	0.9644	0.0557	0.1220	0.4530	nan	0.8040	0.8796	0.7634	0.8208	0.4180	nan	0.4851	0.4074	0.8332	0.5003	0.7162	0.0250	0.3842	0.4233	nan	0.0	0.2914	0.0	0.8572	0.7018	0.9224	0.0543	0.1077	0.3056
0.2675	37.8	3780	0.5447	0.3332	0.3985	0.8675	nan	0.9163	0.9516	0.8911	0.8982	0.5608	nan	0.6385	0.6919	0.9447	0.7040	0.8985	0.0175	0.4942	0.4828	nan	0.0	0.3810	0.0	0.9385	0.8318	0.9687	0.0415	0.1180	0.3822	nan	0.8122	0.8852	0.7665	0.8174	0.4477	nan	0.4907	0.4086	0.8217	0.4903	0.7168	0.0175	0.3812	0.4057	nan	0.0	0.2898	0.0	0.8586	0.6978	0.9225	0.0410	0.1057	0.2856
0.3265	38.0	3800	0.5478	0.3330	0.3974	0.8666	nan	0.9102	0.9580	0.8791	0.8852	0.5250	nan	0.6191	0.6985	0.9427	0.6986	0.8914	0.0159	0.5026	0.5082	nan	0.0	0.3802	0.0	0.9403	0.8309	0.9674	0.0431	0.1208	0.3983	nan	0.8120	0.8810	0.7700	0.8110	0.4322	nan	0.4861	0.3959	0.8289	0.4964	0.7179	0.0159	0.3820	0.4156	nan	0.0	0.2913	0.0	0.8572	0.6918	0.9231	0.0421	0.1083	0.2979
0.3039	38.2	3820	0.5614	0.3311	0.3977	0.8632	nan	0.9221	0.9528	0.8428	0.8212	0.5654	nan	0.6246	0.6923	0.9494	0.7144	0.8942	0.0186	0.4669	0.5247	nan	0.0	0.3988	0.0	0.9270	0.8596	0.9696	0.0484	0.1315	0.4009	nan	0.7876	0.8843	0.7533	0.7556	0.4595	nan	0.4914	0.4025	0.8208	0.4990	0.7154	0.0184	0.3704	0.4115	nan	0.0	0.3004	0.0	0.8597	0.6913	0.9217	0.0464	0.1163	0.2892
0.1783	38.4	3840	0.5446	0.3338	0.3987	0.8664	nan	0.9165	0.9547	0.8682	0.8523	0.5737	nan	0.6303	0.6940	0.9467	0.7144	0.9011	0.0253	0.4848	0.5002	nan	0.0	0.3839	0.0	0.9352	0.8333	0.9715	0.0388	0.1275	0.4048	nan	0.8016	0.8854	0.7721	0.7800	0.4583	nan	0.4899	0.4165	0.8255	0.4934	0.7177	0.0252	0.3786	0.4133	nan	0.0	0.2933	0.0	0.8600	0.6981	0.9217	0.0379	0.1130	0.3001
0.225	38.6	3860	0.5453	0.3336	0.3985	0.8653	nan	0.9198	0.9522	0.8662	0.8526	0.5641	nan	0.6328	0.6890	0.9423	0.7045	0.8886	0.0277	0.5066	0.5224	nan	0.0	0.3700	0.0	0.9381	0.8258	0.9684	0.0464	0.1223	0.4113	nan	0.7991	0.8840	0.7678	0.7814	0.4416	nan	0.4897	0.4184	0.8284	0.4932	0.7202	0.0276	0.3867	0.4184	nan	0.0	0.2889	0.0	0.8575	0.6925	0.9225	0.0455	0.1086	0.3025
0.4114	38.8	3880	0.5522	0.3322	0.3988	0.8652	nan	0.9230	0.9514	0.8829	0.8660	0.5539	nan	0.6151	0.7024	0.9444	0.7040	0.8778	0.0173	0.4875	0.5031	nan	0.0	0.3745	0.0	0.9384	0.8523	0.9714	0.0543	0.1376	0.4035	nan	0.8004	0.8841	0.7639	0.7880	0.4421	nan	0.4856	0.4016	0.8241	0.4862	0.7181	0.0172	0.3794	0.4153	nan	0.0	0.2884	0.0	0.8573	0.6961	0.9209	0.0535	0.1216	0.2880
0.3183	39.0	3900	0.5606	0.3328	0.3998	0.8647	nan	0.9060	0.9583	0.9010	0.8560	0.5249	nan	0.6344	0.7096	0.9405	0.7132	0.8943	0.0278	0.4535	0.5242	nan	0.0	0.3676	0.0	0.9324	0.8466	0.9727	0.0528	0.1654	0.4136	nan	0.7977	0.8814	0.7650	0.7972	0.4288	nan	0.4878	0.3925	0.8284	0.4884	0.7143	0.0276	0.3659	0.4193	nan	0.0	0.2876	0.0	0.8589	0.6971	0.9205	0.0515	0.1429	0.2962
0.1599	39.2	3920	0.5639	0.3326	0.4008	0.8648	nan	0.9177	0.9496	0.8944	0.8597	0.5585	nan	0.6347	0.6986	0.9407	0.7324	0.8963	0.0220	0.4472	0.5093	nan	0.0	0.3966	0.0	0.9344	0.8417	0.9759	0.0518	0.1374	0.4278	nan	0.7979	0.8848	0.7590	0.7839	0.4500	nan	0.4861	0.3999	0.8308	0.4947	0.7124	0.0219	0.3625	0.4157	nan	0.0	0.2960	0.0	0.8588	0.6920	0.9196	0.0506	0.1226	0.3032
0.1912	39.4	3940	0.5743	0.3317	0.4001	0.8621	nan	0.9255	0.9529	0.8602	0.8035	0.5365	nan	0.6278	0.7037	0.9419	0.7415	0.8824	0.0225	0.4784	0.5083	nan	0.0	0.3925	0.0	0.9309	0.8556	0.9678	0.0586	0.1616	0.4520	nan	0.7806	0.8843	0.7608	0.7396	0.4379	nan	0.4874	0.3991	0.8321	0.4917	0.7159	0.0224	0.3718	0.4088	nan	0.0	0.2991	0.0	0.8594	0.6943	0.9233	0.0569	0.1403	0.3101
0.1929	39.6	3960	0.5533	0.3336	0.3983	0.8664	nan	0.9145	0.9567	0.8780	0.8785	0.5326	nan	0.6201	0.6954	0.9441	0.7251	0.8932	0.0175	0.4511	0.5063	nan	0.0	0.3645	0.0	0.9376	0.8556	0.9668	0.0599	0.1376	0.4119	nan	0.8069	0.8836	0.7737	0.7970	0.4339	nan	0.4909	0.4057	0.8277	0.4963	0.7156	0.0175	0.3638	0.4154	nan	0.0	0.2858	0.0	0.8571	0.6979	0.9233	0.0583	0.1225	0.3008
0.2046	39.8	3980	0.5478	0.3328	0.3989	0.8651	nan	0.9137	0.9527	0.8850	0.8629	0.5475	nan	0.6513	0.6917	0.9501	0.7157	0.8959	0.0302	0.4559	0.4935	nan	0.0	0.3826	0.0	0.9365	0.8380	0.9709	0.0622	0.1429	0.3846	nan	0.8011	0.8853	0.7719	0.7860	0.4364	nan	0.4939	0.4126	0.8176	0.4915	0.7145	0.0298	0.3643	0.4094	nan	0.0	0.2893	0.0	0.8596	0.7026	0.9215	0.0601	0.1249	0.2786
0.2124	40.0	4000	0.5469	0.3338	0.3971	0.8648	nan	0.9139	0.9556	0.8820	0.8486	0.5587	nan	0.6254	0.6837	0.9488	0.6886	0.8895	0.0436	0.4589	0.5057	nan	0.0	0.3852	0.0	0.9415	0.8259	0.9674	0.0602	0.1522	0.3719	nan	0.7978	0.8841	0.7667	0.7868	0.4348	nan	0.4916	0.4260	0.8164	0.4981	0.7151	0.0422	0.3647	0.4133	nan	0.0	0.2909	0.0	0.8580	0.7014	0.9223	0.0582	0.1331	0.2787
0.2639	40.2	4020	0.5490	0.3331	0.3973	0.8645	nan	0.9167	0.9571	0.8747	0.8435	0.5483	nan	0.6163	0.6799	0.9466	0.6981	0.8783	0.0341	0.4940	0.5385	nan	0.0	0.3867	0.0	0.9397	0.8219	0.9689	0.0517	0.1350	0.3841	nan	0.7986	0.8846	0.7600	0.7865	0.4373	nan	0.4890	0.4220	0.8214	0.5010	0.7104	0.0338	0.3718	0.4169	nan	0.0	0.2926	0.0	0.8581	0.6996	0.9221	0.0501	0.1200	0.2837
0.2048	40.4	4040	0.5667	0.3333	0.3995	0.8650	nan	0.9160	0.9596	0.8597	0.8643	0.5079	nan	0.6294	0.7180	0.9363	0.7071	0.8852	0.0492	0.4894	0.5114	nan	0.0	0.3861	0.0	0.9371	0.8250	0.9709	0.0449	0.1722	0.4148	nan	0.8015	0.8811	0.7560	0.7972	0.4217	nan	0.4856	0.3851	0.8329	0.4829	0.7140	0.0469	0.3744	0.4178	nan	0.0	0.2916	0.0	0.8594	0.6948	0.9220	0.0439	0.1467	0.3086
0.2393	40.6	4060	0.5496	0.3338	0.4007	0.8659	nan	0.9189	0.9560	0.8533	0.8601	0.5780	nan	0.6240	0.7153	0.9415	0.7141	0.8869	0.0425	0.4994	0.5112	nan	0.0	0.3644	0.0	0.9301	0.8590	0.9660	0.0529	0.1807	0.3687	nan	0.7998	0.8868	0.7594	0.7862	0.4686	nan	0.4890	0.3917	0.8237	0.4850	0.7125	0.0416	0.3768	0.4133	nan	0.0	0.2843	0.0	0.8594	0.6937	0.9224	0.0516	0.1515	0.2831
0.2078	40.8	4080	0.5565	0.3331	0.3989	0.8640	nan	0.9075	0.9584	0.8797	0.8243	0.5607	nan	0.6293	0.6998	0.9389	0.6987	0.8881	0.0354	0.5087	0.5127	nan	0.0	0.3743	0.0	0.9336	0.8437	0.9657	0.0517	0.1553	0.3984	nan	0.7934	0.8830	0.7597	0.7734	0.4435	nan	0.4889	0.4078	0.8254	0.4922	0.7161	0.0350	0.3819	0.4155	nan	0.0	0.2899	0.0	0.8592	0.6962	0.9221	0.0502	0.1345	0.2905
0.1814	41.0	4100	0.5725	0.3316	0.3970	0.8630	nan	0.9143	0.9596	0.8614	0.8038	0.5553	nan	0.6325	0.7069	0.9467	0.7007	0.8946	0.0254	0.4619	0.5136	nan	0.0	0.3808	0.0	0.9308	0.8270	0.9720	0.0547	0.1610	0.4000	nan	0.7865	0.8835	0.7575	0.7554	0.4427	nan	0.4863	0.4079	0.8213	0.4962	0.7135	0.0252	0.3659	0.4134	nan	0.0	0.2917	0.0	0.8617	0.6992	0.9202	0.0535	0.1389	0.2910
0.2567	41.2	4120	0.5650	0.3338	0.4004	0.8642	nan	0.9152	0.9571	0.8746	0.8153	0.5407	nan	0.6357	0.7117	0.9335	0.7007	0.8922	0.0394	0.4790	0.5202	nan	0.0	0.3966	0.0	0.9361	0.8420	0.9689	0.0540	0.1538	0.4448	nan	0.7913	0.8830	0.7554	0.7639	0.4380	nan	0.4901	0.3981	0.8338	0.4948	0.7163	0.0389	0.3738	0.4204	nan	0.0	0.2998	0.0	0.8602	0.6987	0.9224	0.0525	0.1320	0.3197
0.2896	41.4	4140	0.5601	0.3330	0.3974	0.8647	nan	0.9187	0.9546	0.8675	0.8405	0.5406	nan	0.6342	0.6926	0.9394	0.7069	0.9018	0.0310	0.4718	0.4809	nan	0.0	0.3771	0.0	0.9371	0.8425	0.9648	0.0562	0.1446	0.4146	nan	0.7950	0.8834	0.7509	0.7731	0.4368	nan	0.4882	0.4113	0.8278	0.4961	0.7153	0.0307	0.3731	0.4106	nan	0.0	0.2925	0.0	0.8594	0.7007	0.9221	0.0549	0.1267	0.3068
0.3246	41.6	4160	0.5513	0.3353	0.4016	0.8649	nan	0.8991	0.9553	0.8772	0.8812	0.5339	nan	0.6264	0.7115	0.9371	0.7019	0.8935	0.0492	0.4714	0.5189	nan	0.0	0.3912	0.0	0.9361	0.8461	0.9721	0.0535	0.1646	0.4310	nan	0.7970	0.8783	0.7584	0.8089	0.4272	nan	0.4885	0.3998	0.8321	0.4971	0.7159	0.0473	0.3732	0.4235	nan	0.0	0.2971	0.0	0.8599	0.6960	0.9215	0.0519	0.1400	0.3159
0.183	41.8	4180	0.5584	0.3333	0.3996	0.8632	nan	0.9098	0.9565	0.8712	0.8553	0.5203	nan	0.6204	0.7110	0.9412	0.6864	0.8697	0.0525	0.4972	0.5270	nan	0.0004	0.3852	0.0	0.9339	0.8570	0.9723	0.0573	0.1439	0.4199	nan	0.7885	0.8791	0.7588	0.7939	0.4212	nan	0.4851	0.3923	0.8273	0.4997	0.7143	0.0491	0.3821	0.4232	nan	0.0004	0.2950	0.0	0.8590	0.6974	0.9220	0.0554	0.1234	0.2978
0.2632	42.0	4200	0.5550	0.3321	0.3971	0.8644	nan	0.9228	0.9555	0.8512	0.8400	0.5500	nan	0.6147	0.7113	0.9360	0.7100	0.8997	0.0353	0.4812	0.4897	nan	0.0	0.3548	0.0	0.9344	0.8419	0.9677	0.0582	0.1642	0.3899	nan	0.7913	0.8852	0.7554	0.7713	0.4493	nan	0.4821	0.3950	0.8265	0.4878	0.7123	0.0346	0.3697	0.4130	nan	0.0	0.2834	0.0	0.8597	0.6977	0.9223	0.0565	0.1414	0.2922
0.2848	42.2	4220	0.5634	0.3324	0.3999	0.8632	nan	0.9233	0.9550	0.8669	0.8158	0.5515	nan	0.6135	0.6994	0.9432	0.7296	0.8800	0.0365	0.4810	0.5216	nan	0.0029	0.3932	0.0	0.9348	0.8395	0.9727	0.0631	0.1655	0.4095	nan	0.7846	0.8867	0.7485	0.7562	0.4511	nan	0.4805	0.4111	0.8239	0.4920	0.7137	0.0352	0.3743	0.4172	nan	0.0029	0.2939	0.0	0.8596	0.6973	0.9209	0.0606	0.1410	0.2871
0.206	42.4	4240	0.5625	0.3327	0.3979	0.8644	nan	0.9194	0.9546	0.8750	0.8388	0.5506	nan	0.6148	0.7052	0.9508	0.6943	0.8894	0.0344	0.4839	0.4932	nan	0.0032	0.3809	0.0	0.9369	0.8392	0.9680	0.0564	0.1521	0.3923	nan	0.7953	0.8846	0.7526	0.7746	0.4464	nan	0.4850	0.4112	0.8189	0.5019	0.7146	0.0339	0.3735	0.4142	nan	0.0032	0.2908	0.0	0.8596	0.6940	0.9229	0.0553	0.1326	0.2820
0.2817	42.6	4260	0.5692	0.3332	0.4001	0.8642	nan	0.9219	0.9512	0.8871	0.8516	0.5390	nan	0.6230	0.7110	0.9399	0.6919	0.8973	0.0404	0.4531	0.5056	nan	0.0004	0.3816	0.0	0.9305	0.8599	0.9702	0.0580	0.1729	0.4164	nan	0.7975	0.8838	0.7482	0.7855	0.4362	nan	0.4847	0.3988	0.8301	0.4999	0.7117	0.0387	0.3560	0.4177	nan	0.0004	0.2924	0.0	0.8593	0.6893	0.9232	0.0563	0.1476	0.3044
0.2577	42.8	4280	0.5701	0.3324	0.3980	0.8634	nan	0.9114	0.9568	0.8920	0.8317	0.5336	nan	0.6317	0.7140	0.9472	0.6752	0.8923	0.0476	0.4521	0.5036	nan	0.0	0.3748	0.0	0.9372	0.8327	0.9693	0.0572	0.1765	0.3976	nan	0.7957	0.8822	0.7496	0.7705	0.4287	nan	0.4888	0.4010	0.8228	0.5000	0.7135	0.0437	0.3627	0.4188	nan	0.0	0.2892	0.0	0.8585	0.6931	0.9229	0.0559	0.1499	0.2889
0.2172	43.0	4300	0.5740	0.3316	0.3972	0.8627	nan	0.9228	0.9554	0.8651	0.8260	0.5232	nan	0.6327	0.7140	0.9460	0.6933	0.8863	0.0328	0.4770	0.5052	nan	0.0	0.3847	0.0	0.9393	0.7973	0.9736	0.0578	0.1704	0.4074	nan	0.7896	0.8822	0.7552	0.7635	0.4241	nan	0.4908	0.3915	0.8249	0.4980	0.7151	0.0323	0.3729	0.4183	nan	0.0	0.2919	0.0	0.8576	0.6881	0.9209	0.0560	0.1441	0.2934
0.1669	43.2	4320	0.5665	0.3328	0.3949	0.8639	nan	0.9213	0.9541	0.8533	0.8303	0.5344	nan	0.6299	0.6738	0.9448	0.6959	0.9067	0.0249	0.4701	0.4973	nan	0.0	0.3765	0.0	0.9368	0.8342	0.9663	0.0573	0.1411	0.3894	nan	0.7937	0.8832	0.7529	0.7682	0.4305	nan	0.4917	0.4330	0.8245	0.5070	0.7138	0.0248	0.3726	0.4157	nan	0.0	0.2920	0.0	0.8578	0.6945	0.9231	0.0557	0.1239	0.2902
0.1945	43.4	4340	0.5480	0.3354	0.4007	0.8655	nan	0.9179	0.9545	0.8559	0.8445	0.5883	nan	0.6167	0.7046	0.9441	0.7119	0.8885	0.0461	0.4860	0.5091	nan	0.0082	0.3755	0.0	0.9379	0.8292	0.9669	0.0551	0.1684	0.4127	nan	0.7972	0.8852	0.7587	0.7747	0.4630	nan	0.4931	0.4186	0.8249	0.4932	0.7180	0.0449	0.3812	0.4199	nan	0.0082	0.2912	0.0	0.8578	0.6924	0.9231	0.0536	0.1429	0.2907
0.1965	43.6	4360	0.5552	0.3331	0.3983	0.8643	nan	0.9263	0.9549	0.8336	0.8259	0.5720	nan	0.6204	0.7127	0.9399	0.7128	0.8928	0.0394	0.4803	0.5086	nan	0.0044	0.3739	0.0	0.9376	0.8190	0.9692	0.0507	0.1698	0.4016	nan	0.7882	0.8854	0.7529	0.7665	0.4597	nan	0.4920	0.3970	0.8279	0.4933	0.7163	0.0387	0.3743	0.4188	nan	0.0044	0.2899	0.0	0.8579	0.6908	0.9225	0.0493	0.1440	0.2907
0.204	43.8	4380	0.5638	0.3335	0.3997	0.8633	nan	0.9265	0.9527	0.8304	0.8326	0.5707	nan	0.6162	0.7071	0.9425	0.7099	0.8895	0.0430	0.4756	0.5113	nan	0.0071	0.3900	0.0	0.9297	0.8284	0.9724	0.0592	0.1751	0.4213	nan	0.7861	0.8850	0.7472	0.7636	0.4525	nan	0.4878	0.4060	0.8260	0.4973	0.7143	0.0414	0.3692	0.4188	nan	0.0071	0.2951	0.0	0.8598	0.6940	0.9218	0.0569	0.1478	0.2951
0.1892	44.0	4400	0.5656	0.3336	0.3988	0.8643	nan	0.9138	0.9557	0.8701	0.8558	0.5273	nan	0.6244	0.7049	0.9442	0.6964	0.8960	0.0435	0.4677	0.5181	nan	0.0	0.3784	0.0	0.9344	0.8297	0.9703	0.0575	0.1613	0.4108	nan	0.7969	0.8818	0.7539	0.7828	0.4324	nan	0.4907	0.4036	0.8296	0.5029	0.7142	0.0418	0.3674	0.4234	nan	0.0	0.2901	0.0	0.8579	0.6896	0.9223	0.0552	0.1389	0.2999
0.1853	44.2	4420	0.5710	0.3336	0.3989	0.8643	nan	0.9249	0.9565	0.8739	0.8279	0.5440	nan	0.6141	0.6969	0.9378	0.7115	0.8772	0.0448	0.4893	0.5103	nan	0.0017	0.3864	0.0	0.9446	0.8040	0.9729	0.0551	0.1619	0.4278	nan	0.7885	0.8851	0.7514	0.7727	0.4499	nan	0.4871	0.4057	0.8338	0.4940	0.7171	0.0427	0.3788	0.4196	nan	0.0017	0.2913	0.0	0.8544	0.6855	0.9217	0.0529	0.1384	0.3019
0.2382	44.4	4440	0.5510	0.3344	0.4009	0.8656	nan	0.9130	0.9544	0.8733	0.8561	0.5810	nan	0.6270	0.7086	0.9450	0.7063	0.8929	0.0406	0.4619	0.5102	nan	0.0	0.3961	0.0	0.9355	0.8393	0.9720	0.0571	0.1726	0.3869	nan	0.7987	0.8849	0.7573	0.7851	0.4622	nan	0.4931	0.3962	0.8262	0.4944	0.7145	0.0398	0.3666	0.4220	nan	0.0	0.2937	0.0	0.8584	0.6901	0.9227	0.0553	0.1478	0.2914
0.545	44.6	4460	0.5576	0.3347	0.4015	0.8655	nan	0.9193	0.9532	0.8698	0.8525	0.5624	nan	0.6285	0.7048	0.9402	0.7046	0.8890	0.0408	0.4668	0.5192	nan	0.0008	0.3966	0.0	0.9351	0.8473	0.9731	0.0576	0.1650	0.4219	nan	0.7953	0.8856	0.7615	0.7784	0.4559	nan	0.4921	0.3971	0.8323	0.4944	0.7161	0.0403	0.3702	0.4220	nan	0.0008	0.2941	0.0	0.8589	0.6937	0.9225	0.0555	0.1416	0.3032
0.1884	44.8	4480	0.5629	0.3327	0.3978	0.8643	nan	0.9169	0.9518	0.8798	0.8140	0.5893	nan	0.6368	0.6972	0.9502	0.6607	0.8943	0.0325	0.4542	0.4986	nan	0.0	0.3766	0.0	0.9396	0.8397	0.9721	0.0560	0.1573	0.4130	nan	0.7876	0.8875	0.7535	0.7583	0.4677	nan	0.4947	0.3990	0.8247	0.5010	0.7152	0.0320	0.3647	0.4133	nan	0.0	0.2879	0.0	0.8578	0.6926	0.9226	0.0537	0.1363	0.2959
0.2923	45.0	4500	0.5616	0.3339	0.3990	0.8650	nan	0.9173	0.9557	0.8755	0.8252	0.5651	nan	0.6296	0.6884	0.9450	0.7051	0.8954	0.0372	0.4756	0.5088	nan	0.0	0.3701	0.0	0.9374	0.8284	0.9722	0.0515	0.1652	0.4195	nan	0.7929	0.8858	0.7509	0.7694	0.4588	nan	0.4933	0.4113	0.8299	0.4984	0.7165	0.0364	0.3720	0.4157	nan	0.0	0.2878	0.0	0.8582	0.6938	0.9222	0.0493	0.1424	0.3002
0.2543	45.2	4520	0.5568	0.3336	0.4005	0.8648	nan	0.9084	0.9580	0.8815	0.8395	0.5639	nan	0.6210	0.7035	0.9500	0.7201	0.8849	0.0470	0.4772	0.5017	nan	0.0112	0.3809	0.0	0.9386	0.8336	0.9716	0.0545	0.1766	0.3912	nan	0.7968	0.8839	0.7519	0.7791	0.4486	nan	0.4920	0.3974	0.8221	0.4875	0.7179	0.0449	0.3753	0.4151	nan	0.0112	0.2881	0.0	0.8577	0.6930	0.9223	0.0525	0.1497	0.2894
0.2007	45.4	4540	0.5609	0.3321	0.3979	0.8649	nan	0.9169	0.9557	0.8861	0.8301	0.5554	nan	0.6364	0.7000	0.9451	0.7117	0.9021	0.0332	0.4500	0.5003	nan	0.0	0.3724	0.0	0.9417	0.8152	0.9708	0.0463	0.1737	0.3899	nan	0.7938	0.8865	0.7460	0.7765	0.4541	nan	0.4913	0.3963	0.8265	0.4896	0.7151	0.0327	0.3616	0.4152	nan	0.0	0.2861	0.0	0.8561	0.6909	0.9224	0.0447	0.1486	0.2931
0.2637	45.6	4560	0.5717	0.3323	0.3990	0.8643	nan	0.9211	0.9550	0.8755	0.8222	0.5417	nan	0.6328	0.7098	0.9431	0.7144	0.9018	0.0329	0.4463	0.5084	nan	0.0	0.3904	0.0	0.9374	0.8291	0.9689	0.0463	0.1734	0.4185	nan	0.7891	0.8855	0.7530	0.7694	0.4454	nan	0.4888	0.3885	0.8306	0.4896	0.7145	0.0325	0.3598	0.4183	nan	0.0	0.2933	0.0	0.8585	0.6943	0.9232	0.0448	0.1483	0.3065
0.2242	45.8	4580	0.5667	0.3334	0.4015	0.8649	nan	0.9136	0.9554	0.8918	0.8294	0.5630	nan	0.6379	0.7156	0.9441	0.7065	0.8943	0.0332	0.4626	0.5050	nan	0.0002	0.3820	0.0	0.9327	0.8470	0.9715	0.0525	0.1811	0.4286	nan	0.7938	0.8858	0.7463	0.7742	0.4544	nan	0.4910	0.3872	0.8305	0.4931	0.7159	0.0328	0.3677	0.4167	nan	0.0002	0.2920	0.0	0.8591	0.6931	0.9226	0.0508	0.1541	0.3063
0.2077	46.0	4600	0.5704	0.3335	0.4009	0.8639	nan	0.9186	0.9545	0.8799	0.8255	0.5367	nan	0.6310	0.7120	0.9448	0.7086	0.8841	0.0392	0.4831	0.5068	nan	0.0014	0.3928	0.0	0.9355	0.8493	0.9700	0.0541	0.1707	0.4308	nan	0.7895	0.8843	0.7591	0.7648	0.4382	nan	0.4893	0.3974	0.8304	0.4980	0.7192	0.0383	0.3770	0.4149	nan	0.0013	0.2951	0.0	0.8583	0.6924	0.9230	0.0522	0.1454	0.3037
0.2303	46.2	4620	0.5680	0.3344	0.4011	0.8640	nan	0.9214	0.9547	0.8622	0.8349	0.5366	nan	0.6267	0.7143	0.9383	0.7167	0.8872	0.0470	0.4759	0.5223	nan	0.0004	0.3855	0.0	0.9386	0.8178	0.9730	0.0522	0.1957	0.4342	nan	0.7897	0.8834	0.7621	0.7688	0.4337	nan	0.4887	0.3977	0.8337	0.4979	0.7184	0.0446	0.3737	0.4187	nan	0.0004	0.2942	0.0	0.8589	0.6960	0.9219	0.0501	0.1616	0.3076
0.2416	46.4	4640	0.5610	0.3351	0.4016	0.8657	nan	0.9130	0.9565	0.8805	0.8649	0.5386	nan	0.6282	0.7027	0.9453	0.7148	0.8796	0.0445	0.4777	0.5155	nan	0.0026	0.3939	0.0	0.9399	0.8338	0.9752	0.0533	0.1779	0.4120	nan	0.8008	0.8834	0.7603	0.7909	0.4372	nan	0.4903	0.4038	0.8288	0.4988	0.7189	0.0421	0.3767	0.4190	nan	0.0026	0.2929	0.0	0.8576	0.6959	0.9208	0.0515	0.1498	0.3010
0.2184	46.6	4660	0.5555	0.3352	0.4010	0.8663	nan	0.9068	0.9565	0.8836	0.8610	0.5496	nan	0.6466	0.6964	0.9414	0.7119	0.8952	0.0323	0.4742	0.5191	nan	0.0001	0.3819	0.0	0.9382	0.8402	0.9694	0.0520	0.1601	0.4156	nan	0.8021	0.8847	0.7578	0.7934	0.4466	nan	0.4890	0.4106	0.8314	0.5025	0.7181	0.0318	0.3726	0.4212	nan	0.0001	0.2919	0.0	0.8577	0.6956	0.9237	0.0502	0.1383	0.3083
0.1826	46.8	4680	0.5596	0.3355	0.4021	0.8660	nan	0.9205	0.9538	0.8689	0.8527	0.5679	nan	0.6334	0.7069	0.9413	0.7197	0.8963	0.0387	0.4459	0.5135	nan	0.0	0.3846	0.0	0.9340	0.8386	0.9690	0.0539	0.1831	0.4445	nan	0.7956	0.8871	0.7610	0.7836	0.4569	nan	0.4910	0.4123	0.8315	0.4961	0.7160	0.0374	0.3608	0.4173	nan	0.0	0.2940	0.0	0.8604	0.6967	0.9236	0.0520	0.1532	0.3092
0.2876	47.0	4700	0.5607	0.3351	0.4009	0.8660	nan	0.9139	0.9581	0.8768	0.8519	0.5571	nan	0.6288	0.7033	0.9474	0.7171	0.8873	0.0396	0.4696	0.5193	nan	0.0002	0.3829	0.0	0.9368	0.8234	0.9720	0.0522	0.1690	0.4203	nan	0.7980	0.8856	0.7632	0.7853	0.4514	nan	0.4887	0.4120	0.8270	0.5003	0.7176	0.0383	0.3718	0.4198	nan	0.0002	0.2922	0.0	0.8595	0.6975	0.9227	0.0504	0.1421	0.2988
0.2054	47.2	4720	0.5624	0.3355	0.4025	0.8661	nan	0.9205	0.9548	0.8758	0.8515	0.5647	nan	0.6314	0.7137	0.9443	0.7155	0.8873	0.0449	0.4818	0.5171	nan	0.0003	0.4001	0.0	0.9357	0.8323	0.9700	0.0539	0.1759	0.4095	nan	0.7960	0.8870	0.7616	0.7844	0.4559	nan	0.4904	0.4078	0.8285	0.4966	0.7185	0.0432	0.3766	0.4167	nan	0.0003	0.2971	0.0	0.8604	0.6981	0.9234	0.0519	0.1468	0.2953
0.4083	47.4	4740	0.5622	0.3340	0.4002	0.8654	nan	0.9254	0.9533	0.8684	0.8463	0.5556	nan	0.6250	0.6973	0.9440	0.7274	0.8843	0.0352	0.4770	0.5069	nan	0.0005	0.3994	0.0	0.9393	0.8374	0.9727	0.0546	0.1629	0.3932	nan	0.7917	0.8863	0.7617	0.7808	0.4506	nan	0.4880	0.4072	0.8267	0.4947	0.7176	0.0348	0.3759	0.4150	nan	0.0005	0.2939	0.0	0.8581	0.6983	0.9223	0.0527	0.1395	0.2910
0.1672	47.6	4760	0.5579	0.3350	0.4009	0.8657	nan	0.9115	0.9590	0.8695	0.8583	0.5368	nan	0.6343	0.7032	0.9453	0.7149	0.8763	0.0445	0.4881	0.5199	nan	0.0078	0.3999	0.0	0.9392	0.8320	0.9718	0.0522	0.1480	0.4150	nan	0.8004	0.8829	0.7649	0.7929	0.4375	nan	0.4899	0.4103	0.8272	0.4995	0.7187	0.0426	0.3814	0.4194	nan	0.0078	0.2959	0.0	0.8588	0.6984	0.9228	0.0506	0.1274	0.2920
0.2235	47.8	4780	0.5543	0.3360	0.4020	0.8662	nan	0.9115	0.9572	0.8600	0.8739	0.5505	nan	0.6245	0.7003	0.9451	0.7209	0.8740	0.0499	0.5106	0.5062	nan	0.0153	0.3866	0.0	0.9376	0.8452	0.9745	0.0562	0.1534	0.4095	nan	0.8033	0.8834	0.7674	0.7971	0.4419	nan	0.4909	0.4108	0.8263	0.4959	0.7192	0.0470	0.3876	0.4181	nan	0.0152	0.2923	0.0	0.8590	0.6967	0.9215	0.0545	0.1315	0.2924
0.1709	48.0	4800	0.5545	0.3354	0.4005	0.8658	nan	0.9191	0.9543	0.8556	0.8559	0.5595	nan	0.6393	0.6908	0.9399	0.7181	0.8889	0.0458	0.4761	0.5079	nan	0.0024	0.3920	0.0	0.9383	0.8380	0.9720	0.0569	0.1589	0.4074	nan	0.7967	0.8850	0.7631	0.7870	0.4446	nan	0.4932	0.4121	0.8298	0.4998	0.7182	0.0438	0.3756	0.4181	nan	0.0024	0.2942	0.0	0.8590	0.6980	0.9229	0.0550	0.1363	0.2994
0.1971	48.2	4820	0.5670	0.3350	0.4016	0.8650	nan	0.9256	0.9510	0.8611	0.8418	0.5510	nan	0.6382	0.7026	0.9410	0.7221	0.8870	0.0495	0.4642	0.5116	nan	0.0034	0.3877	0.0	0.9391	0.8510	0.9741	0.0591	0.1810	0.4094	nan	0.7916	0.8856	0.7597	0.7817	0.4443	nan	0.4900	0.4121	0.8290	0.4948	0.7179	0.0469	0.3711	0.4176	nan	0.0034	0.2935	0.0	0.8582	0.6946	0.9218	0.0566	0.1520	0.2972
0.171	48.4	4840	0.5661	0.3359	0.4025	0.8660	nan	0.9140	0.9551	0.8705	0.8604	0.5374	nan	0.6421	0.7092	0.9367	0.7126	0.9025	0.0444	0.4708	0.5105	nan	0.0001	0.3947	0.0	0.9320	0.8468	0.9718	0.0581	0.1750	0.4346	nan	0.8004	0.8845	0.7634	0.7911	0.4395	nan	0.4932	0.4057	0.8341	0.4971	0.7155	0.0426	0.3722	0.4212	nan	0.0001	0.2977	0.0	0.8610	0.6978	0.9230	0.0556	0.1477	0.3061
0.2308	48.6	4860	0.5698	0.3346	0.4005	0.8658	nan	0.9134	0.9581	0.8708	0.8555	0.5386	nan	0.6392	0.7061	0.9416	0.7159	0.9018	0.0434	0.4663	0.5152	nan	0.0002	0.3962	0.0009	0.9308	0.8413	0.9734	0.0557	0.1743	0.3780	nan	0.7989	0.8840	0.7618	0.7888	0.4392	nan	0.4916	0.4040	0.8280	0.4942	0.7153	0.0416	0.3711	0.4209	nan	0.0002	0.2946	0.0009	0.8607	0.6983	0.9218	0.0537	0.1481	0.2893
0.3308	48.8	4880	0.5632	0.3345	0.3995	0.8653	nan	0.9199	0.9576	0.8567	0.8448	0.5450	nan	0.6039	0.7080	0.9440	0.7164	0.8963	0.0468	0.4774	0.5163	nan	0.0005	0.3864	0.0002	0.9346	0.8348	0.9709	0.0540	0.1751	0.3950	nan	0.7950	0.8843	0.7614	0.7809	0.4403	nan	0.4875	0.4070	0.8274	0.4964	0.7168	0.0446	0.3740	0.4198	nan	0.0005	0.2931	0.0002	0.8604	0.6973	0.9229	0.0521	0.1480	0.2928
0.2157	49.0	4900	0.5679	0.3340	0.3996	0.8649	nan	0.9212	0.9571	0.8586	0.8432	0.5201	nan	0.6230	0.7059	0.9459	0.7138	0.8908	0.0447	0.4815	0.5144	nan	0.0013	0.3984	0.0	0.9352	0.8365	0.9730	0.0532	0.1656	0.4051	nan	0.7927	0.8843	0.7600	0.7781	0.4313	nan	0.4907	0.4053	0.8277	0.4982	0.7175	0.0427	0.3758	0.4187	nan	0.0013	0.2954	0.0	0.8604	0.6976	0.9226	0.0513	0.1412	0.2953
0.1995	49.2	4920	0.5624	0.3342	0.3991	0.8650	nan	0.9232	0.9573	0.8594	0.8321	0.5407	nan	0.6283	0.6985	0.9424	0.7210	0.8847	0.0381	0.4907	0.4938	nan	0.0051	0.3792	0.0	0.9406	0.8216	0.9738	0.0576	0.1728	0.4110	nan	0.7902	0.8852	0.7585	0.7766	0.4416	nan	0.4911	0.4078	0.8289	0.4945	0.7183	0.0370	0.3798	0.4153	nan	0.0050	0.2903	0.0	0.8580	0.6976	0.9219	0.0553	0.1463	0.2951
0.1987	49.4	4940	0.5592	0.3343	0.3992	0.8656	nan	0.9200	0.9534	0.8583	0.8485	0.5631	nan	0.6339	0.6878	0.9467	0.7136	0.8904	0.0396	0.4887	0.5149	nan	0.0001	0.3819	0.0	0.9395	0.8324	0.9694	0.0535	0.1491	0.3884	nan	0.7947	0.8869	0.7597	0.7798	0.4530	nan	0.4922	0.4136	0.8253	0.5013	0.7174	0.0384	0.3769	0.4189	nan	0.0001	0.2899	0.0	0.8582	0.6960	0.9236	0.0516	0.1289	0.2897
0.2885	49.6	4960	0.5725	0.3352	0.4023	0.8654	nan	0.9204	0.9541	0.8668	0.8478	0.5540	nan	0.6438	0.7021	0.9474	0.7129	0.8930	0.0447	0.4809	0.5232	nan	0.0005	0.3977	0.0	0.9288	0.8360	0.9725	0.0560	0.1726	0.4167	nan	0.7936	0.8867	0.7565	0.7790	0.4502	nan	0.4933	0.4101	0.8268	0.5000	0.7165	0.0426	0.3755	0.4197	nan	0.0005	0.2974	0.0	0.8618	0.6990	0.9228	0.0536	0.1459	0.2961
0.2003	49.8	4980	0.5684	0.3347	0.4007	0.8653	nan	0.9234	0.9548	0.8649	0.8360	0.5620	nan	0.6358	0.7031	0.9465	0.7147	0.8898	0.0441	0.4763	0.5209	nan	0.0028	0.3760	0.0	0.9350	0.8279	0.9722	0.0572	0.1811	0.3994	nan	0.7906	0.8867	0.7551	0.7770	0.4518	nan	0.4913	0.4060	0.8252	0.4977	0.7176	0.0421	0.3753	0.4196	nan	0.0028	0.2900	0.0	0.8603	0.6989	0.9228	0.0548	0.1522	0.2916
0.2005	50.0	5000	0.5610	0.3348	0.4014	0.8658	nan	0.9169	0.9533	0.8682	0.8532	0.5622	nan	0.6472	0.7021	0.9415	0.7166	0.9008	0.0390	0.4542	0.5200	nan	0.0002	0.3901	0.0002	0.9345	0.8414	0.9709	0.0564	0.1721	0.4028	nan	0.7966	0.8867	0.7573	0.7814	0.4545	nan	0.4940	0.4052	0.8295	0.4977	0.7150	0.0377	0.3664	0.4217	nan	0.0002	0.2928	0.0002	0.8600	0.6971	0.9232	0.0541	0.1464	0.2966

Framework versions

Transformers 4.53.3
Pytorch 2.7.1+cu126
Datasets 4.0.0
Tokenizers 0.21.2

hcdolm
/

segformer-b0-finetuned-segments-sidewalk-oct-22

segformer-b0-finetuned-segments-sidewalk-oct-22

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for hcdolm/segformer-b0-finetuned-segments-sidewalk-oct-22

Evaluation results