segformer-b0-finetuned-segments-sidewalk-2

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: 0.5030
Mean Iou: 0.3338
Mean Accuracy: 0.4003
Overall Accuracy: 0.8621
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.8504
Accuracy Flat-sidewalk: 0.9481
Accuracy Flat-crosswalk: 0.6649
Accuracy Flat-cyclinglane: 0.8739
Accuracy Flat-parkingdriveway: 0.6017
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.5652
Accuracy Human-person: 0.8056
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9321
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: nan
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.6484
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.9052
Accuracy Construction-door: 0.0
Accuracy Construction-wall: 0.5216
Accuracy Construction-fenceguardrail: 0.5440
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0
Accuracy Object-pole: 0.3397
Accuracy Object-trafficsign: 0.0
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9282
Accuracy Nature-terrain: 0.9021
Accuracy Sky: 0.9671
Accuracy Void-ground: 0.0
Accuracy Void-dynamic: 0.0021
Accuracy Void-static: 0.4099
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7271
Iou Flat-sidewalk: 0.8940
Iou Flat-crosswalk: 0.5845
Iou Flat-cyclinglane: 0.7074
Iou Flat-parkingdriveway: 0.4377
Iou Flat-railtrack: nan
Iou Flat-curb: 0.4698
Iou Human-person: 0.5492
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8218
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: nan
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.4926
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.7177
Iou Construction-door: 0.0
Iou Construction-wall: 0.3855
Iou Construction-fenceguardrail: 0.4617
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0
Iou Object-pole: 0.2627
Iou Object-trafficsign: 0.0
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8451
Iou Nature-terrain: 0.7540
Iou Sky: 0.9238
Iou Void-ground: 0.0
Iou Void-dynamic: 0.0021
Iou Void-static: 0.3099
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: 0.0001
train_batch_size: 2
eval_batch_size: 2
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

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-tramtrain	Accuracy Vehicle-bicycle	Accuracy Construction-building	Accuracy Construction-wall	Accuracy Construction-fenceguardrail	Accuracy Construction-tunnel	Accuracy Object-pole	Accuracy Nature-vegetation	Accuracy Nature-terrain	Accuracy Sky	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-tramtrain	Iou Vehicle-bicycle	Iou Construction-building	Iou Construction-wall	Iou Construction-fenceguardrail	Iou Construction-tunnel	Iou Object-pole	Iou Nature-vegetation	Iou Nature-terrain	Iou Sky	Iou Void-dynamic	Iou Void-static
2.7613	0.05	20	3.0868	0.0602	0.1106	0.5474	nan	0.0259	0.9212	0.0	0.0658	0.0072	nan	0.0002	0.0	0.0218	nan	0.0010	0.7944	0.0	0.0	nan	0.0	0.9543	0.0010	0.6321	0.0	0.0051	0.0	0.0252	0.6044	0.0	0.0576	0.0066	0.0	0.0002	0.0	0.0214	0.0	0.0009	0.3473	0.0	0.0	0.0	0.0	0.4757	0.0010	0.5628	0.0	0.0042
2.7305	0.1	40	2.3324	0.0797	0.1332	0.5917	nan	0.3431	0.8926	0.0	0.0039	0.0002	nan	0.0001	0.0	0.2748	nan	0.0	0.8567	0.0003	0.0	nan	0.0	0.9383	0.0402	0.7798	0.0	0.0	nan	0.2348	0.6981	0.0	0.0039	0.0002	0.0	0.0001	0.0	0.2395	nan	0.0	0.3681	0.0003	0.0	nan	0.0	0.5245	0.0354	0.4452	0.0	0.0
2.0568	0.15	60	1.8469	0.1094	0.1570	0.6532	nan	0.5455	0.9454	0.0	0.0019	0.0003	nan	0.0006	0.0	0.6624	nan	0.0	0.8557	0.0005	0.0	nan	0.0	0.9423	0.0176	0.8932	0.0	0.0	nan	0.3961	0.6954	0.0	0.0019	0.0003	nan	0.0006	0.0	0.4714	nan	0.0	0.4564	0.0005	0.0	nan	0.0	0.5929	0.0172	0.7595	0.0	0.0
2.1332	0.2	80	1.6618	0.1131	0.1645	0.6598	nan	0.7639	0.8862	0.0	0.0041	0.0000	nan	0.0	0.0	0.6589	nan	0.0	0.9147	0.0	0.0	nan	0.0	0.9016	0.0497	0.9209	0.0	0.0	nan	0.4089	0.7503	0.0	0.0041	0.0000	nan	0.0	0.0	0.4850	nan	0.0	0.4606	0.0	0.0	nan	0.0	0.5990	0.0477	0.7493	0.0	0.0
1.7443	0.25	100	1.5016	0.1240	0.1751	0.6852	nan	0.7320	0.9302	0.0	0.0026	0.0000	nan	0.0000	0.0	0.7995	nan	0.0	0.8267	0.0	0.0	nan	0.0	0.9411	0.2347	0.9602	0.0	0.0	nan	0.4378	0.7466	0.0	0.0026	0.0000	nan	0.0000	0.0	0.5670	nan	0.0	0.5272	0.0	0.0	nan	0.0	0.6193	0.2130	0.7320	0.0	0.0
1.5469	0.3	120	1.4622	0.1251	0.1759	0.6853	nan	0.7861	0.9086	0.0	0.0132	0.0001	nan	0.0000	0.0	0.8150	nan	0.0	0.9092	0.0	0.0	nan	0.0	0.9155	0.2250	0.8810	0.0	0.0	nan	0.4372	0.7649	0.0	0.0132	0.0001	nan	0.0000	0.0	0.5459	nan	0.0	0.5111	0.0	0.0	nan	0.0	0.6301	0.2084	0.7685	0.0	0.0
2.391	0.35	140	1.3546	0.1284	0.1752	0.6877	nan	0.7597	0.9316	0.0	0.0980	0.0001	nan	0.0	0.0	0.6860	nan	0.0	0.9039	0.0004	0.0	nan	0.0	0.8969	0.2199	0.9348	0.0	0.0	nan	0.4500	0.7415	0.0	0.0963	0.0001	nan	0.0	0.0	0.5604	nan	0.0	0.4857	0.0004	0.0	nan	0.0	0.6485	0.2129	0.7852	0.0	0.0
1.3373	0.4	160	1.2827	0.1323	0.1749	0.6949	nan	0.7233	0.9491	0.0	0.0861	0.0002	nan	0.0	0.0	0.5863	nan	0.0	0.9085	0.0	0.0	nan	0.0	0.9354	0.3539	0.8788	0.0	0.0	nan	0.4679	0.7402	0.0	0.0855	0.0002	nan	0.0	0.0	0.5275	nan	0.0	0.4963	0.0	0.0	nan	0.0	0.6405	0.3330	0.8102	0.0	0.0
1.814	0.45	180	1.2086	0.1544	0.2041	0.7313	nan	0.7627	0.9523	0.0	0.2621	0.0019	nan	0.0	0.0	0.9054	nan	0.0	0.8242	0.0	0.0	nan	0.0	0.8895	0.7793	0.9496	0.0	0.0	nan	0.4967	0.7517	0.0	0.2536	0.0019	nan	0.0	0.0	0.5732	nan	0.0	0.5687	0.0	0.0	nan	0.0	0.7275	0.6120	0.8004	0.0	0.0
1.0337	0.5	200	1.1426	0.1558	0.2040	0.7258	nan	0.8122	0.9030	0.0	0.4009	0.0007	nan	0.0	0.0	0.8114	nan	0.0	0.8964	0.0001	0.0	nan	0.0	0.9169	0.6577	0.9259	0.0	0.0	nan	0.4576	0.7806	0.0	0.3591	0.0007	nan	0.0	0.0	0.6186	nan	0.0	0.5287	0.0001	0.0	nan	0.0	0.7077	0.5754	0.8004	0.0	0.0
0.9412	0.55	220	1.1058	0.1591	0.2085	0.7343	nan	0.8523	0.9132	0.0	0.3235	0.0025	nan	0.0	0.0	0.8658	nan	0.0	0.8340	0.0	0.0	nan	0.0	0.9034	0.8514	0.9175	0.0	0.0	nan	0.4732	0.7812	0.0	0.3108	0.0025	nan	0.0	0.0	0.6343	nan	0.0	0.5731	0.0	0.0	nan	0.0	0.7056	0.6467	0.8055	0.0	0.0
1.153	0.6	240	1.0892	0.1624	0.2075	0.7370	nan	0.6938	0.9608	0.0	0.4141	0.0014	nan	0.0	0.0	0.8492	nan	0.0	0.8864	0.0006	0.0	nan	0.0	0.8867	0.8333	0.9066	0.0	0.0	nan	0.4919	0.7415	0.0	0.3653	0.0014	nan	0.0	0.0	0.6615	nan	0.0	0.5507	0.0006	0.0	nan	0.0	0.7452	0.6554	0.8214	0.0	0.0
1.563	0.65	260	1.0588	0.1641	0.2147	0.7424	nan	0.7806	0.9269	0.0	0.5151	0.0068	nan	0.0000	0.0	0.8568	nan	0.0	0.8709	0.0006	0.0	nan	0.0	0.8876	0.8832	0.9268	0.0	0.0	nan	0.4749	0.7966	0.0	0.3921	0.0068	nan	0.0000	0.0	0.6588	nan	0.0	0.5605	0.0006	0.0	nan	0.0	0.7293	0.6449	0.8232	0.0	0.0
0.9941	0.7	280	1.0610	0.1630	0.2093	0.7392	nan	0.7278	0.9517	0.0	0.3672	0.0082	nan	0.0	0.0	0.8699	nan	0.0	0.8867	0.0008	0.0	nan	0.0	0.8936	0.8495	0.9318	0.0	0.0	nan	0.4707	0.7604	0.0	0.3468	0.0081	nan	0.0	0.0	0.6728	nan	0.0	0.5594	0.0008	0.0	nan	0.0	0.7455	0.6600	0.8277	0.0	0.0
1.3406	0.75	300	1.0624	0.1657	0.2100	0.7426	nan	0.6512	0.9705	0.0	0.4415	0.0445	nan	0.0001	0.0	0.8883	nan	0.0	0.9094	0.0022	0.0	nan	0.0	0.9107	0.8010	0.8917	0.0	0.0	nan	0.4941	0.7481	0.0	0.3908	0.0414	nan	0.0001	0.0	0.6783	nan	0.0	0.5749	0.0022	0.0	nan	0.0	0.7400	0.6269	0.8404	0.0	0.0
0.7236	0.8	320	1.0300	0.1636	0.2079	0.7422	nan	0.7688	0.9544	0.0	0.3767	0.0281	nan	0.0004	0.0	0.8168	nan	0.0	0.9440	0.0003	0.0	nan	0.0	0.8761	0.8169	0.8611	0.0	0.0	nan	0.5043	0.7757	0.0	0.3555	0.0272	nan	0.0004	0.0	0.6533	nan	0.0	0.5372	0.0003	0.0	nan	0.0	0.7411	0.6492	0.8271	0.0	0.0
1.1755	0.85	340	0.9857	0.1685	0.2153	0.7522	nan	0.8118	0.9416	0.0	0.4490	0.0403	nan	0.0009	0.0	0.8770	nan	0.0	0.8443	0.0005	0.0	nan	0.0	0.9363	0.8292	0.9430	0.0	0.0	nan	0.4974	0.8030	0.0	0.4005	0.0389	nan	0.0009	0.0	0.6780	nan	0.0	0.5794	0.0005	0.0	nan	0.0	0.7206	0.6654	0.8393	0.0	0.0
0.8277	0.9	360	0.9503	0.1700	0.2169	0.7553	nan	0.8139	0.9419	0.0	0.4585	0.0487	nan	0.0160	0.0	0.8913	nan	0.0	0.9150	0.0017	0.0	nan	0.0	0.9121	0.8460	0.8773	0.0	0.0	nan	0.5102	0.8072	0.0	0.4119	0.0462	nan	0.0158	0.0	0.6549	nan	0.0	0.5647	0.0017	0.0	nan	0.0	0.7548	0.6667	0.8349	0.0	0.0
1.0964	0.95	380	0.9795	0.1673	0.2180	0.7480	nan	0.7389	0.9635	0.0	0.5082	0.0363	nan	0.0384	0.0	0.9231	nan	0.0	0.8434	0.0004	0.0	nan	0.0	0.8410	0.9071	0.9566	0.0	0.0	nan	0.5140	0.7745	0.0	0.4370	0.0351	nan	0.0375	0.0	0.6404	nan	0.0	0.5966	0.0004	0.0	nan	0.0	0.7123	0.6021	0.8360	0.0	0.0
1.0782	1.0	400	0.9498	0.1701	0.2207	0.7541	nan	0.8392	0.9310	0.0	0.3950	0.0668	nan	0.0462	0.0	0.9183	nan	0.0	0.9110	0.0107	0.0	nan	0.0001	0.8825	0.8926	0.9477	0.0	0.0	nan	0.5075	0.8096	0.0	0.3669	0.0617	nan	0.0447	0.0	0.6404	nan	0.0	0.5702	0.0105	0.0	nan	0.0001	0.7646	0.6548	0.8433	0.0	0.0
0.7965	1.05	420	0.9255	0.1777	0.2218	0.7587	nan	0.7880	0.9475	0.0	0.4400	0.1968	nan	0.0562	0.0	0.8233	nan	0.0	0.9296	0.0237	0.0	nan	0.0002	0.9219	0.8168	0.9317	0.0	0.0000	nan	0.5343	0.7958	0.0	0.4042	0.1576	nan	0.0541	0.0	0.6891	nan	0.0	0.5549	0.0233	0.0	nan	0.0002	0.7537	0.6747	0.8671	0.0	0.0000
0.922	1.1	440	0.9388	0.1807	0.2291	0.7606	nan	0.7224	0.9679	0.0	0.5214	0.1530	nan	0.1999	0.0	0.9419	nan	0.0	0.8134	0.0352	0.0	nan	0.0038	0.8962	0.8985	0.9484	0.0	0.0001	nan	0.5477	0.7810	0.0	0.4555	0.1328	nan	0.1722	0.0	0.6491	nan	0.0	0.5896	0.0345	0.0	nan	0.0038	0.7285	0.6468	0.8595	0.0	0.0001
0.9597	1.15	460	0.8921	0.1871	0.2313	0.7680	nan	0.7668	0.9610	0.0	0.4708	0.1648	nan	0.2614	0.0	0.8462	nan	0.0	0.9209	0.0645	0.0	nan	0.0045	0.9073	0.8795	0.9236	0.0	0.0001	nan	0.5479	0.8007	0.0	0.4173	0.1351	nan	0.2222	0.0	0.7046	nan	0.0	0.5693	0.0614	0.0	nan	0.0045	0.7710	0.6959	0.8697	0.0	0.0001
1.1612	1.2	480	0.9016	0.1862	0.2395	0.7663	nan	0.7936	0.9174	0.0	0.6213	0.2689	nan	0.2730	0.0	0.9463	nan	0.0	0.8782	0.0370	0.0	nan	0.0025	0.9261	0.8113	0.9482	0.0	0.0	nan	0.5339	0.8229	0.0	0.4730	0.1925	nan	0.2165	0.0	0.6488	nan	0.0	0.5951	0.0361	0.0	nan	0.0025	0.7526	0.6664	0.8309	0.0	0.0
0.7232	1.25	500	0.9214	0.1865	0.2339	0.7585	nan	0.7850	0.9326	0.0	0.5147	0.2372	nan	0.2890	0.0	0.7751	nan	0.0	0.9176	0.0962	0.0	nan	0.0034	0.8765	0.8715	0.9516	0.0	0.0003	nan	0.5020	0.8084	0.0	0.4293	0.1808	nan	0.2329	0.0	0.6994	nan	0.0	0.5538	0.0881	0.0	nan	0.0034	0.7671	0.6708	0.8440	0.0	0.0003
0.9287	1.3	520	0.8607	0.1905	0.2370	0.7733	nan	0.7871	0.9598	0.0	0.4933	0.1617	nan	0.3361	0.0054	0.9345	nan	0.0	0.8610	0.0878	0.0011	nan	0.0016	0.9270	0.8367	0.9516	0.0	0.0010	nan	0.5464	0.8032	0.0	0.4403	0.1437	nan	0.2679	0.0054	0.6850	nan	0.0	0.6180	0.0846	0.0011	nan	0.0016	0.7645	0.6727	0.8715	0.0	0.0010
0.8755	1.35	540	0.8452	0.1917	0.2400	0.7741	nan	0.8167	0.9424	0.0	0.4580	0.1835	nan	0.3927	0.0	0.9323	nan	0.0	0.9247	0.0795	0.0004	nan	0.0126	0.9129	0.8513	0.9330	0.0	0.0000	nan	0.5535	0.8188	0.0	0.4175	0.1566	nan	0.2816	0.0	0.6914	nan	0.0	0.5890	0.0746	0.0004	nan	0.0125	0.7838	0.6826	0.8807	0.0	0.0000
0.8307	1.4	560	0.8736	0.1969	0.2477	0.7701	nan	0.7960	0.9159	0.0	0.6137	0.2820	nan	0.3605	0.0040	0.8882	nan	0.0	0.8205	0.2042	0.0001	nan	0.0220	0.9564	0.8577	0.9562	0.0	0.0000	nan	0.5390	0.8248	0.0	0.4989	0.2211	nan	0.2697	0.0040	0.7151	nan	0.0	0.5995	0.1784	0.0001	nan	0.0212	0.7036	0.6576	0.8718	0.0	0.0000
1.402	1.45	580	0.8555	0.2004	0.2485	0.7757	nan	0.7734	0.9472	0.0	0.4870	0.2816	nan	0.3762	0.0425	0.9116	nan	0.0	0.8756	0.2250	0.0000	nan	0.0300	0.9312	0.8609	0.9604	0.0	0.0007	nan	0.5412	0.8108	0.0	0.4282	0.2203	nan	0.2856	0.0420	0.7089	nan	0.0	0.6075	0.2018	0.0000	nan	0.0293	0.7660	0.7043	0.8656	0.0	0.0007
0.5225	1.5	600	0.8549	0.2030	0.2554	0.7784	nan	0.7819	0.9345	0.0	0.4747	0.3873	nan	0.3925	0.0002	0.9286	nan	0.0	0.8833	0.3271	0.0003	nan	0.0200	0.9233	0.9065	0.9578	0.0	0.0003	nan	0.5434	0.8284	0.0	0.4261	0.2718	nan	0.2857	0.0002	0.7220	nan	0.0	0.6086	0.2643	0.0003	nan	0.0198	0.7647	0.6761	0.8826	0.0	0.0003
0.7842	1.55	620	0.8270	0.1988	0.2451	0.7764	nan	0.8065	0.9410	0.0	0.5719	0.2699	nan	0.3081	0.0169	0.8046	nan	0.0	0.9212	0.2539	0.0001	nan	0.0069	0.9267	0.8239	0.9468	0.0	0.0006	nan	0.5430	0.8323	0.0	0.4582	0.2285	nan	0.2238	0.0169	0.7203	nan	0.0	0.5823	0.2200	0.0001	nan	0.0069	0.7733	0.6741	0.8818	0.0	0.0006
1.2838	1.6	640	0.8154	0.1961	0.2442	0.7791	nan	0.8285	0.9424	0.0	0.4945	0.3133	nan	0.3188	0.0029	0.9346	nan	0.0	0.8954	0.1359	0.0007	nan	0.0097	0.9375	0.8022	0.9531	0.0	0.0007	nan	0.5634	0.8325	0.0	0.4374	0.2407	nan	0.2670	0.0029	0.6776	nan	0.0	0.5964	0.1276	0.0007	nan	0.0096	0.7607	0.6941	0.8684	0.0	0.0007
0.5899	1.65	660	0.7866	0.2102	0.2614	0.7878	nan	0.8118	0.9516	0.0	0.5615	0.3453	nan	0.4403	0.0394	0.9261	nan	0.0	0.8854	0.4125	0.0026	nan	0.0156	0.8996	0.8460	0.9625	0.0	0.0028	nan	0.5686	0.8279	0.0	0.4973	0.2537	nan	0.3117	0.0392	0.7022	nan	0.0	0.6196	0.2871	0.0026	nan	0.0155	0.8039	0.7211	0.8638	0.0	0.0026
0.3365	1.7	680	0.7968	0.2035	0.2514	0.7783	nan	0.8256	0.9462	0.0	0.4814	0.2454	nan	0.3610	0.0391	0.8841	nan	0.0	0.9000	0.3938	0.0005	nan	0.0202	0.9049	0.8311	0.9584	0.0	0.0005	nan	0.5482	0.8148	0.0	0.4367	0.2035	nan	0.2775	0.0389	0.7375	nan	0.0	0.5966	0.2763	0.0005	nan	0.0199	0.7964	0.6989	0.8619	0.0	0.0005
0.8643	1.75	700	0.8389	0.2030	0.2565	0.7685	nan	0.6074	0.9702	0.0	0.6285	0.2132	nan	0.4179	0.0942	0.8898	nan	0.0	0.8600	0.4551	0.0006	nan	0.0525	0.8914	0.8952	0.9680	0.0	0.0060	nan	0.5010	0.7981	0.0	0.4048	0.1829	nan	0.3156	0.0928	0.7511	nan	0.0	0.5995	0.2861	0.0006	nan	0.0508	0.7834	0.6712	0.8493	0.0	0.0058
0.6571	1.8	720	0.8190	0.2006	0.2499	0.7779	nan	0.8853	0.9355	0.0	0.5150	0.1614	nan	0.2138	0.0436	0.9182	nan	0.0	0.8259	0.3797	0.0009	nan	0.0864	0.9185	0.8900	0.9619	0.0	0.0100	nan	0.5303	0.8389	0.0	0.4602	0.1470	nan	0.1917	0.0433	0.7166	nan	0.0	0.6156	0.2741	0.0009	nan	0.0811	0.7654	0.6754	0.8694	0.0	0.0098
0.5954	1.85	740	0.8031	0.1996	0.2487	0.7804	nan	0.8086	0.9397	0.0	0.4842	0.3210	nan	0.4392	0.0001	0.9424	nan	0.0	0.9317	0.0724	0.0008	nan	0.0456	0.9138	0.8667	0.9368	0.0	0.0078	nan	0.5686	0.8255	0.0	0.4335	0.2459	nan	0.3208	0.0001	0.7003	nan	0.0	0.5781	0.0661	0.0008	nan	0.0433	0.7948	0.7174	0.8842	0.0	0.0076
0.9125	1.9	760	0.8012	0.2102	0.2593	0.7829	nan	0.8647	0.9201	0.0	0.5287	0.4671	nan	0.3677	0.0158	0.8576	nan	0.0	0.9063	0.2083	0.0194	nan	0.1107	0.9331	0.7981	0.9669	0.0	0.0752	nan	0.5650	0.8365	0.0	0.4572	0.2745	nan	0.2991	0.0158	0.7351	nan	0.0	0.6018	0.1772	0.0194	nan	0.0985	0.7915	0.7035	0.8749	0.0	0.0655
0.6386	1.95	780	0.7901	0.2072	0.2609	0.7804	nan	0.7345	0.9524	0.0	0.5187	0.3809	nan	0.4065	0.0009	0.9506	nan	0.0	0.8772	0.3611	0.0108	nan	0.0780	0.8944	0.9249	0.9548	0.0	0.0425	nan	0.5520	0.8184	0.0	0.4449	0.2717	nan	0.3105	0.0009	0.6957	nan	0.0	0.6343	0.2740	0.0108	nan	0.0724	0.7695	0.6606	0.8697	0.0	0.0388
0.3176	2.0	800	0.7634	0.2183	0.2676	0.7910	nan	0.8532	0.9308	0.0	0.6330	0.2618	nan	0.3674	0.1974	0.9196	nan	0.0	0.8899	0.2984	0.0118	nan	0.0899	0.9253	0.9016	0.9591	0.0	0.0575	nan	0.5576	0.8435	0.0	0.5225	0.2100	nan	0.3028	0.1901	0.7342	nan	0.0	0.6270	0.2481	0.0117	nan	0.0821	0.7903	0.7089	0.8835	0.0	0.0536
0.7566	2.05	820	0.7654	0.2206	0.2716	0.7893	nan	0.7937	0.9466	0.0	0.5917	0.3145	nan	0.4509	0.4391	0.9226	nan	0.0	0.9171	0.1885	0.0015	nan	0.0714	0.9195	0.8734	0.9564	0.0	0.0337	nan	0.5744	0.8346	0.0	0.4831	0.2478	nan	0.3384	0.3780	0.7203	nan	0.0	0.6003	0.1549	0.0015	nan	0.0681	0.7959	0.7238	0.8849	0.0	0.0328
0.6973	2.1	840	0.7914	0.2307	0.2962	0.7853	nan	0.8625	0.9106	0.0	0.5789	0.4898	nan	0.4095	0.6680	0.9001	nan	0.0076	0.8451	0.4735	0.0092	nan	0.1260	0.8844	0.9244	0.9642	0.0	0.1273	nan	0.5754	0.8320	0.0	0.4924	0.2650	nan	0.3076	0.4208	0.7530	nan	0.0076	0.6574	0.2890	0.0092	nan	0.1148	0.7836	0.6669	0.8648	0.0	0.1111
0.6372	2.15	860	0.7352	0.2278	0.2783	0.7952	nan	0.8073	0.9560	0.0	0.5443	0.3967	nan	0.4493	0.4180	0.9145	nan	0.0	0.9200	0.4095	0.0434	nan	0.0880	0.9358	0.7749	0.9506	0.0	0.0207	nan	0.6060	0.8353	0.0	0.4929	0.2740	nan	0.3301	0.3471	0.7383	nan	0.0	0.6297	0.2989	0.0426	nan	0.0825	0.7804	0.6953	0.8882	0.0	0.0200
0.4261	2.2	880	0.7658	0.2249	0.2814	0.7863	nan	0.8467	0.9297	0.0	0.5260	0.4671	nan	0.3961	0.5450	0.8252	nan	0.0003	0.9310	0.3836	0.0140	nan	0.0839	0.8837	0.9131	0.9430	0.0	0.0364	nan	0.5704	0.8411	0.0	0.4678	0.2774	nan	0.3140	0.3858	0.7268	nan	0.0003	0.6142	0.2781	0.0140	nan	0.0787	0.7873	0.6885	0.8935	0.0	0.0345
0.8689	2.25	900	0.7387	0.2327	0.2937	0.7955	nan	0.8181	0.9439	0.0	0.6526	0.4306	nan	0.4216	0.7438	0.9072	nan	0.0000	0.8277	0.3589	0.0379	nan	0.1510	0.9514	0.8186	0.9763	0.0	0.0641	nan	0.6028	0.8464	0.0	0.5317	0.2707	nan	0.3384	0.4162	0.7211	nan	0.0000	0.6261	0.3004	0.0377	nan	0.1316	0.7583	0.7095	0.8614	0.0	0.0601
0.5214	2.3	920	0.7337	0.2243	0.2753	0.7977	nan	0.8933	0.9406	0.0	0.5067	0.2624	nan	0.4666	0.2798	0.9468	nan	0.0	0.9058	0.4086	0.0139	nan	0.1140	0.9218	0.8674	0.9611	0.0	0.0439	nan	0.5863	0.8514	0.0	0.4646	0.2249	nan	0.3358	0.2535	0.7001	nan	0.0	0.6470	0.2953	0.0139	nan	0.1031	0.8052	0.7375	0.8945	0.0	0.0403
0.5208	2.35	940	0.7267	0.2328	0.2877	0.7944	nan	0.8149	0.9260	0.0	0.6306	0.5415	nan	0.4704	0.3438	0.8691	nan	0.0	0.9233	0.3991	0.0276	nan	0.1909	0.9505	0.7492	0.9305	0.0	0.1518	nan	0.6006	0.8577	0.0	0.5069	0.3083	nan	0.3449	0.2962	0.7478	nan	0.0	0.6286	0.2942	0.0275	nan	0.1547	0.7654	0.6693	0.8903	0.0	0.1255
0.4238	2.4	960	0.7309	0.2366	0.2926	0.8005	nan	0.7982	0.9567	0.0	0.6051	0.4682	nan	0.3919	0.3990	0.9027	nan	0.0	0.8916	0.5417	0.0353	nan	0.1755	0.9047	0.8810	0.9623	0.0	0.1564	nan	0.5918	0.8473	0.0	0.5152	0.3068	nan	0.3195	0.3256	0.7681	nan	0.0	0.6564	0.3014	0.0351	nan	0.1468	0.8048	0.6933	0.8908	0.0	0.1322
0.8412	2.45	980	0.7161	0.2377	0.2973	0.8011	nan	0.7932	0.9429	0.0	0.6902	0.4637	nan	0.4717	0.4468	0.9455	nan	0.0	0.8412	0.4509	0.0503	nan	0.2405	0.9278	0.9010	0.9642	0.0	0.0868	nan	0.6052	0.8543	0.0	0.5610	0.3038	nan	0.3439	0.3773	0.7258	nan	0.0	0.6534	0.2925	0.0500	nan	0.1878	0.7845	0.6631	0.8865	0.0	0.0812
0.5655	2.5	1000	0.7348	0.2298	0.2781	0.7957	nan	0.7909	0.9648	0.0	0.5791	0.3012	nan	0.3884	0.3717	0.8679	nan	0.0022	0.9401	0.4082	0.0555	nan	0.1984	0.9071	0.8846	0.9387	0.0	0.0223	nan	0.5959	0.8299	0.0	0.4782	0.2517	nan	0.3231	0.3125	0.7599	nan	0.0022	0.6033	0.3076	0.0551	nan	0.1594	0.8094	0.7249	0.8907	0.0	0.0214
0.7384	2.55	1020	0.7513	0.2378	0.2971	0.7978	nan	0.8575	0.9361	0.0	0.6079	0.3507	nan	0.4339	0.6078	0.9337	nan	0.0	0.8237	0.4384	0.0862	nan	0.2071	0.9175	0.9434	0.9726	0.0	0.0933	nan	0.5855	0.8541	0.0	0.5126	0.2705	nan	0.3202	0.4578	0.7333	nan	0.0	0.6607	0.3288	0.0849	nan	0.1632	0.7833	0.6521	0.8803	0.0	0.0829
0.4505	2.6	1040	0.6991	0.2419	0.2946	0.8065	nan	0.8519	0.9496	0.0	0.5998	0.4032	nan	0.4200	0.6174	0.9215	nan	0.0	0.9099	0.3669	0.0730	nan	0.1828	0.9343	0.8852	0.9646	0.0	0.0513	nan	0.6016	0.8521	0.0	0.5216	0.3007	nan	0.3368	0.4736	0.7485	nan	0.0	0.6427	0.3000	0.0723	nan	0.1543	0.8127	0.7390	0.8936	0.0	0.0483
0.7751	2.65	1060	0.7158	0.2396	0.2928	0.8054	nan	0.8765	0.9437	0.0	0.6421	0.3645	nan	0.4043	0.6175	0.9243	nan	0.0024	0.9442	0.3364	0.1020	nan	0.1617	0.9067	0.8818	0.9277	0.0	0.0419	nan	0.6212	0.8522	0.0	0.5525	0.2856	nan	0.3304	0.4588	0.7393	nan	0.0024	0.6193	0.2679	0.0991	nan	0.1385	0.8139	0.7229	0.8831	0.0	0.0398
0.4084	2.7	1080	0.6969	0.2433	0.3003	0.8033	nan	0.8009	0.9641	0.0	0.5948	0.3905	nan	0.4429	0.6324	0.9354	nan	0.0101	0.8741	0.5220	0.1051	nan	0.2007	0.9009	0.9270	0.9541	0.0	0.0537	nan	0.5990	0.8424	0.0	0.5236	0.3057	nan	0.3572	0.4822	0.7521	nan	0.0101	0.6622	0.3172	0.1017	nan	0.1682	0.7988	0.6714	0.9002	0.0	0.0507
0.6027	2.75	1100	0.6949	0.2479	0.3082	0.8075	nan	0.8341	0.9419	0.0	0.7221	0.4349	nan	0.3905	0.7062	0.9355	nan	0.1095	0.8850	0.4048	0.0685	nan	0.2423	0.9251	0.9030	0.9563	0.0	0.0951	nan	0.6012	0.8556	0.0	0.5713	0.3019	nan	0.3308	0.4444	0.7463	nan	0.1083	0.6535	0.3044	0.0681	nan	0.1889	0.8088	0.7173	0.8951	0.0	0.0886
0.5604	2.8	1120	0.7088	0.2384	0.2963	0.7983	nan	0.8958	0.9221	0.0	0.5037	0.4195	nan	0.4886	0.5263	0.9226	nan	0.1092	0.8839	0.4980	0.0297	nan	0.1528	0.9296	0.8950	0.9724	0.0	0.0360	nan	0.5899	0.8513	0.0	0.4599	0.2847	nan	0.3662	0.4326	0.7445	nan	0.1072	0.6486	0.3068	0.0295	nan	0.1338	0.8115	0.7191	0.8717	0.0	0.0341
0.6021	2.85	1140	0.6871	0.2497	0.3123	0.8053	nan	0.7812	0.9488	0.0	0.7286	0.3579	nan	0.4775	0.6876	0.9340	nan	0.1364	0.8634	0.5531	0.0875	nan	0.2299	0.9258	0.9185	0.9539	0.0	0.0967	nan	0.5935	0.8525	0.0	0.5174	0.2828	nan	0.3536	0.4797	0.7435	nan	0.1352	0.6754	0.3267	0.0843	nan	0.1784	0.8146	0.7146	0.9011	0.0	0.0874
0.427	2.9	1160	0.7337	0.2496	0.3085	0.7957	nan	0.9120	0.9019	0.0	0.4910	0.4695	nan	0.4441	0.6778	0.9200	nan	0.1586	0.9047	0.3808	0.2318	nan	0.1995	0.9200	0.9107	0.9638	0.0	0.0759	nan	0.5600	0.8412	0.0	0.4545	0.3161	nan	0.3302	0.4772	0.7585	nan	0.1567	0.6592	0.3040	0.2019	nan	0.1619	0.8138	0.7326	0.8995	0.0	0.0710
1.467	2.95	1180	0.6791	0.2566	0.3129	0.8080	nan	0.8072	0.9673	0.0001	0.5832	0.3502	nan	0.4367	0.6963	0.8874	nan	0.2178	0.8914	0.4549	0.2335	nan	0.2155	0.9217	0.9134	0.9644	0.0	0.1576	nan	0.6291	0.8331	0.0001	0.4854	0.3024	nan	0.3449	0.4463	0.7793	nan	0.2148	0.6656	0.3146	0.1972	nan	0.1721	0.8086	0.7202	0.9045	0.0	0.1367
0.4948	3.0	1200	0.6475	0.2541	0.3129	0.8104	nan	0.8970	0.9315	0.0	0.6339	0.3953	nan	0.4469	0.6895	0.9462	nan	0.1653	0.8717	0.4766	0.1571	nan	0.1673	0.9343	0.9133	0.9589	0.0	0.1163	nan	0.6070	0.8543	0.0	0.5599	0.3012	nan	0.3574	0.4398	0.7469	nan	0.1636	0.6808	0.3457	0.1457	nan	0.1441	0.8059	0.7196	0.9021	0.0	0.1026
0.6043	3.05	1220	0.6707	0.2560	0.3153	0.8068	nan	0.8157	0.9502	0.0	0.5979	0.3755	nan	0.5489	0.6437	0.9352	nan	0.2218	0.9093	0.5134	0.1391	nan	0.1843	0.8991	0.9095	0.9738	0.0	0.1578	nan	0.6025	0.8431	0.0	0.5091	0.2977	nan	0.3828	0.4757	0.7477	nan	0.2134	0.6698	0.3313	0.1336	nan	0.1552	0.8189	0.7327	0.8895	0.0	0.1315
0.4598	3.1	1240	0.6892	0.2581	0.3140	0.7997	nan	0.8928	0.8943	0.0	0.6877	0.5196	nan	0.3936	0.5410	0.8889	nan	0.3065	0.9306	0.3944	0.2426	nan	0.2158	0.9185	0.8739	0.9643	0.0	0.0704	nan	0.5899	0.8331	0.0	0.5820	0.2897	nan	0.3400	0.4383	0.7739	nan	0.2903	0.6351	0.3052	0.2211	nan	0.1768	0.8174	0.7421	0.9022	0.0	0.0655
0.4447	3.15	1260	0.6843	0.2626	0.3244	0.8032	nan	0.8615	0.9225	0.0	0.5512	0.5469	nan	0.5238	0.5965	0.8869	nan	0.3305	0.9182	0.5815	0.1706	nan	0.2166	0.8888	0.9081	0.9617	0.0	0.1920	nan	0.6126	0.8447	0.0	0.4871	0.3121	nan	0.3896	0.4787	0.7852	nan	0.3121	0.6589	0.3191	0.1535	nan	0.1769	0.8168	0.7239	0.9055	0.0	0.1629
0.8554	3.2	1280	0.6761	0.2609	0.3188	0.8083	nan	0.8374	0.9397	0.0	0.6792	0.3960	nan	0.5186	0.6371	0.9253	nan	0.3085	0.9172	0.5093	0.1481	nan	0.2061	0.8966	0.9092	0.9593	0.0	0.0944	nan	0.5952	0.8498	0.0	0.5433	0.3114	nan	0.3752	0.5019	0.7593	nan	0.2916	0.6579	0.3461	0.1429	nan	0.1732	0.8204	0.7312	0.9018	0.0	0.0876
0.4684	3.25	1300	0.6606	0.2643	0.3290	0.8075	nan	0.7621	0.9520	0.0004	0.6344	0.6092	nan	0.4210	0.7337	0.9321	nan	0.4412	0.9121	0.5063	0.1623	nan	0.2298	0.9060	0.9127	0.9675	0.0	0.1163	nan	0.6038	0.8498	0.0004	0.5122	0.3250	nan	0.3498	0.4887	0.7759	nan	0.3899	0.6623	0.3472	0.1517	nan	0.1860	0.8249	0.7217	0.9004	0.0	0.1035
0.5551	3.3	1320	0.6564	0.2613	0.3219	0.8121	nan	0.8541	0.9352	0.0001	0.7145	0.4218	nan	0.4867	0.7040	0.9204	nan	0.3058	0.8780	0.5158	0.1345	nan	0.1888	0.9291	0.9253	0.9637	0.0	0.1007	nan	0.6243	0.8634	0.0001	0.5626	0.3277	nan	0.3676	0.5269	0.7680	nan	0.2910	0.6705	0.3331	0.1305	nan	0.1595	0.7965	0.6849	0.9013	0.0	0.0916
0.3733	3.35	1340	0.6680	0.2592	0.3144	0.8097	nan	0.8646	0.9534	0.0	0.5535	0.3296	nan	0.4921	0.6983	0.9406	nan	0.2946	0.9210	0.4653	0.1622	nan	0.2004	0.9082	0.9002	0.9570	0.0	0.1055	nan	0.5946	0.8547	0.0	0.5013	0.2790	nan	0.3738	0.5169	0.7603	nan	0.2786	0.6693	0.3418	0.1571	nan	0.1683	0.8147	0.7277	0.9023	0.0	0.0961
0.9523	3.4	1360	0.6612	0.2647	0.3279	0.8094	nan	0.7985	0.9595	0.0008	0.5197	0.5052	nan	0.5551	0.7424	0.9382	nan	0.3255	0.8777	0.5568	0.1699	nan	0.2358	0.9243	0.8726	0.9651	0.0	0.2192	nan	0.6007	0.8438	0.0008	0.4760	0.3616	nan	0.3910	0.4673	0.7748	nan	0.3058	0.6938	0.3369	0.1571	nan	0.1923	0.8153	0.7065	0.9017	0.0	0.1798
0.2759	3.45	1380	0.6389	0.2682	0.3309	0.8103	nan	0.7294	0.9500	0.0018	0.7360	0.6108	nan	0.5313	0.7121	0.9158	nan	0.3389	0.9052	0.4796	0.1449	nan	0.2493	0.9246	0.8808	0.9614	0.0	0.1859	nan	0.5762	0.8552	0.0018	0.5199	0.3725	nan	0.4012	0.5055	0.7905	nan	0.3213	0.6739	0.3270	0.1398	nan	0.1977	0.8205	0.7447	0.9027	0.0	0.1632
0.5138	3.5	1400	0.6407	0.2674	0.3283	0.8110	nan	0.8591	0.9298	0.0050	0.6663	0.4472	nan	0.4690	0.7420	0.9120	nan	0.3200	0.8964	0.4909	0.1656	nan	0.2765	0.9273	0.9084	0.9551	0.0	0.2066	nan	0.5913	0.8464	0.0050	0.5573	0.3489	nan	0.3679	0.4653	0.7927	nan	0.3077	0.6810	0.3369	0.1564	nan	0.2116	0.8193	0.7135	0.9055	0.0	0.1832
0.511	3.55	1420	0.6657	0.2620	0.3263	0.8078	nan	0.8603	0.9122	0.0041	0.6877	0.5644	nan	0.4254	0.7158	0.9445	nan	0.2016	0.8632	0.5811	0.1696	nan	0.2271	0.9443	0.8776	0.9504	0.0	0.1869	nan	0.5901	0.8572	0.0041	0.5759	0.3356	nan	0.3561	0.5105	0.7540	nan	0.1967	0.6959	0.3337	0.1587	nan	0.1884	0.8096	0.6874	0.9083	0.0	0.1591
0.5465	3.6	1440	0.6670	0.2567	0.3131	0.8072	nan	0.8742	0.9221	0.0044	0.6417	0.4449	nan	0.4785	0.6379	0.9160	nan	0.2040	0.9454	0.4412	0.1302	nan	0.1910	0.9072	0.9156	0.9591	0.0	0.0926	nan	0.5866	0.8550	0.0044	0.5503	0.3312	nan	0.3873	0.4994	0.7611	nan	0.1998	0.6437	0.3050	0.1274	nan	0.1612	0.8213	0.7303	0.9064	0.0	0.0877
0.7715	3.65	1460	0.6173	0.2737	0.3374	0.8162	nan	0.8676	0.9270	0.0168	0.7102	0.5839	nan	0.4582	0.7432	0.9277	nan	0.3844	0.8948	0.5458	0.1776	nan	0.2791	0.9208	0.8757	0.9749	0.0	0.1730	nan	0.5879	0.8679	0.0167	0.6301	0.3471	nan	0.3642	0.4961	0.7790	nan	0.3500	0.6835	0.3404	0.1657	nan	0.2200	0.8279	0.7596	0.8942	0.0	0.1531
0.7065	3.7	1480	0.5998	0.2853	0.3453	0.8286	nan	0.7538	0.9517	0.2818	0.8644	0.5783	nan	0.5715	0.7038	0.9136	nan	0.3720	0.9097	0.4817	0.1914	nan	0.2495	0.9363	0.8578	0.9695	0.0	0.1182	nan	0.6257	0.8724	0.2761	0.6601	0.3861	nan	0.3855	0.5232	0.7831	nan	0.3411	0.6675	0.3472	0.1844	nan	0.2035	0.8145	0.7587	0.9034	0.0	0.1109
0.2569	3.75	1500	0.6145	0.2786	0.3424	0.8239	nan	0.8278	0.9394	0.1052	0.8458	0.5420	nan	0.4832	0.7527	0.9215	nan	0.3995	0.9075	0.4897	0.2011	nan	0.2399	0.9034	0.9299	0.9610	0.0	0.1657	nan	0.6148	0.8737	0.1052	0.6503	0.3872	nan	0.3676	0.4860	0.7827	nan	0.3607	0.6765	0.3603	0.1899	nan	0.1923	0.8189	0.7189	0.9042	0.0	0.1459
0.4115	3.8	1520	0.5884	0.2819	0.3460	0.8296	nan	0.8087	0.9485	0.1128	0.8786	0.5479	nan	0.4899	0.7350	0.9285	nan	0.3790	0.8919	0.6044	0.2065	nan	0.2434	0.9280	0.8974	0.9625	0.0	0.1631	nan	0.6310	0.8814	0.1128	0.6625	0.4050	nan	0.3724	0.5007	0.7736	nan	0.3508	0.6879	0.3570	0.1842	nan	0.1980	0.8244	0.7464	0.9061	0.0	0.1439
0.4283	3.85	1540	0.5846	0.2858	0.3435	0.8317	nan	0.8047	0.9570	0.3339	0.7484	0.5613	nan	0.5463	0.6730	0.9375	nan	0.2810	0.9304	0.4821	0.1922	nan	0.2742	0.9031	0.8917	0.9685	0.0	0.1628	nan	0.6640	0.8629	0.3326	0.6167	0.4016	nan	0.4112	0.4918	0.7682	nan	0.2691	0.6648	0.3391	0.1823	nan	0.2147	0.8308	0.7606	0.9095	0.0	0.1402
1.2293	3.9	1560	0.5655	0.2862	0.3444	0.8307	nan	0.8930	0.9441	0.0980	0.7981	0.4731	nan	0.4821	0.7490	0.9003	nan	0.4094	0.8911	0.4557	0.2125	nan	0.3735	0.9501	0.8356	0.9734	0.0	0.2380	nan	0.6520	0.8734	0.0977	0.6700	0.3840	nan	0.3923	0.4878	0.8019	nan	0.3876	0.6759	0.3397	0.1994	nan	0.2524	0.8100	0.7343	0.9069	0.0	0.2081
0.551	3.95	1580	0.5840	0.2746	0.3351	0.8279	nan	0.8951	0.9488	0.0918	0.7733	0.4412	nan	0.4940	0.7607	0.9474	nan	0.2989	0.9079	0.3421	0.2720	nan	0.2512	0.8946	0.9348	0.9657	0.0	0.1694	nan	0.6506	0.8781	0.0916	0.6825	0.3515	nan	0.3937	0.4535	0.7536	nan	0.2914	0.6783	0.2943	0.2325	nan	0.1999	0.8190	0.6868	0.9100	0.0	0.1450
0.5974	4.0	1600	0.5798	0.2811	0.3436	0.8290	nan	0.8757	0.9483	0.0435	0.8546	0.4860	nan	0.3770	0.7800	0.9186	nan	0.4403	0.8583	0.4272	0.4097	nan	0.2627	0.9422	0.8878	0.9663	0.0	0.1747	nan	0.6478	0.8755	0.0434	0.7003	0.3740	nan	0.3254	0.4481	0.7903	nan	0.4180	0.6837	0.3085	0.2761	nan	0.2069	0.8195	0.7304	0.9142	0.0	0.1506
0.6838	4.05	1620	0.5720	0.2897	0.3477	0.8361	nan	0.8162	0.9585	0.4193	0.7652	0.4378	nan	0.5470	0.7513	0.9386	nan	0.2966	0.9111	0.5052	0.2637	nan	0.2369	0.9216	0.9073	0.9678	0.0	0.1353	nan	0.6712	0.8629	0.4166	0.6664	0.3313	nan	0.4150	0.4917	0.7564	nan	0.2839	0.6897	0.3708	0.2397	nan	0.1945	0.8295	0.7321	0.9097	0.0	0.1190
0.249	4.1	1640	0.5752	0.2890	0.3477	0.8331	nan	0.8699	0.9562	0.2723	0.6850	0.4823	nan	0.4803	0.7654	0.9243	nan	0.3359	0.9115	0.4675	0.3045	nan	0.2403	0.9081	0.9098	0.9665	0.0	0.2982	nan	0.6679	0.8657	0.2715	0.6086	0.3427	nan	0.4042	0.4793	0.7827	nan	0.3204	0.6944	0.3710	0.2664	nan	0.1948	0.8306	0.7223	0.9116	0.0	0.2256
0.3792	4.15	1660	0.5946	0.2777	0.3363	0.8240	nan	0.8625	0.9373	0.0506	0.7383	0.5229	nan	0.5175	0.7418	0.9228	nan	0.3341	0.9048	0.4666	0.2446	nan	0.1873	0.9388	0.8941	0.9618	0.0	0.1981	nan	0.6262	0.8718	0.0505	0.6408	0.3294	nan	0.4035	0.5152	0.7783	nan	0.3093	0.6794	0.3817	0.2246	nan	0.1628	0.8176	0.7375	0.9122	0.0	0.1676
0.4183	4.2	1680	0.6212	0.2785	0.3376	0.8232	nan	0.8498	0.9561	0.0200	0.6881	0.3660	nan	0.5542	0.7594	0.9256	nan	0.3792	0.9184	0.5085	0.2863	nan	0.2577	0.9151	0.9032	0.9591	0.0	0.2177	nan	0.6273	0.8604	0.0200	0.6005	0.3124	nan	0.4123	0.4977	0.7862	nan	0.3542	0.6779	0.3742	0.2459	nan	0.2049	0.8302	0.7404	0.9142	0.0	0.1762
0.2699	4.25	1700	0.5899	0.2822	0.3440	0.8267	nan	0.8552	0.9474	0.0274	0.7366	0.5422	nan	0.4857	0.7785	0.9296	nan	0.4462	0.9134	0.4919	0.2642	nan	0.2801	0.9266	0.8999	0.9634	0.0	0.1752	nan	0.6366	0.8708	0.0274	0.6422	0.3777	nan	0.3961	0.4915	0.7847	nan	0.4050	0.6745	0.3621	0.2391	nan	0.2136	0.8287	0.7351	0.9128	0.0	0.1489
0.3989	4.3	1720	0.6231	0.2841	0.3468	0.8223	nan	0.8792	0.9530	0.0161	0.5854	0.5658	nan	0.4450	0.7600	0.9184	nan	0.4922	0.8668	0.5987	0.3056	nan	0.2943	0.9190	0.9046	0.9662	0.0	0.2798	nan	0.6260	0.8591	0.0161	0.5481	0.4005	nan	0.3765	0.4868	0.8046	nan	0.4483	0.7014	0.3641	0.2546	nan	0.2204	0.8204	0.7416	0.9131	0.0	0.2263
0.4176	4.35	1740	0.6305	0.2813	0.3433	0.8213	nan	0.8866	0.9441	0.0586	0.5899	0.5263	nan	0.4457	0.7762	0.9337	nan	0.3808	0.8942	0.5550	0.3426	nan	0.2724	0.9101	0.9081	0.9592	0.0	0.2577	nan	0.6137	0.8609	0.0586	0.5374	0.3811	nan	0.3753	0.4899	0.7856	nan	0.3419	0.6951	0.3900	0.2916	nan	0.2118	0.8240	0.7356	0.9129	0.0	0.2139
0.665	4.4	1760	0.5933	0.2891	0.3511	0.8278	nan	0.7736	0.9516	0.2287	0.7554	0.5664	nan	0.5432	0.7323	0.9141	nan	0.3558	0.9120	0.5390	0.3023	nan	0.2489	0.9245	0.8939	0.9611	0.0	0.2811	nan	0.6395	0.8645	0.2281	0.5482	0.3688	nan	0.4263	0.5084	0.7994	nan	0.3267	0.6862	0.3662	0.2701	nan	0.1997	0.8291	0.7602	0.9106	0.0	0.2306
0.874	4.45	1780	0.5883	0.2880	0.3505	0.8274	nan	0.8497	0.9478	0.0476	0.7267	0.4998	nan	0.5323	0.7796	0.9107	nan	0.4468	0.8911	0.5308	0.3893	nan	0.2478	0.9309	0.8921	0.9707	0.0	0.2717	nan	0.6304	0.8654	0.0470	0.6103	0.3452	nan	0.4215	0.4955	0.7995	nan	0.3911	0.6997	0.3881	0.3311	nan	0.1970	0.8274	0.7533	0.9060	0.0	0.2183
0.7538	4.5	1800	0.5811	0.2881	0.3498	0.8302	nan	0.8316	0.9579	0.1509	0.6903	0.5482	nan	0.5237	0.7837	0.9128	nan	0.4372	0.9149	0.5377	0.1952	nan	0.2565	0.9232	0.8963	0.9629	0.0	0.3200	nan	0.6422	0.8669	0.1507	0.5779	0.3704	nan	0.4299	0.4537	0.8106	nan	0.4011	0.6868	0.3957	0.1857	nan	0.2034	0.8319	0.7533	0.9122	0.0	0.2589
0.6365	4.55	1820	0.5876	0.2955	0.3636	0.8301	nan	0.8343	0.9461	0.1927	0.7764	0.4975	nan	0.4979	0.7919	0.9231	nan	0.5684	0.8520	0.5700	0.3431	nan	0.3030	0.9248	0.9176	0.9722	0.0	0.3618	nan	0.6433	0.8655	0.1852	0.5979	0.3792	nan	0.4052	0.4986	0.8025	nan	0.4528	0.7038	0.3865	0.2838	nan	0.2196	0.8245	0.7282	0.9092	0.0	0.2760
0.428	4.6	1840	0.5977	0.2939	0.3567	0.8298	nan	0.7673	0.9436	0.3886	0.7394	0.6442	nan	0.4835	0.7331	0.9532	nan	0.3945	0.9011	0.4807	0.2633	nan	0.2596	0.9343	0.8962	0.9621	0.0	0.3116	nan	0.6477	0.8661	0.3730	0.5415	0.4030	nan	0.3969	0.5352	0.7716	nan	0.3449	0.6973	0.3898	0.2379	nan	0.2056	0.8194	0.7117	0.9136	0.0	0.2567
0.6182	4.65	1860	0.5867	0.3038	0.3678	0.8324	nan	0.8254	0.9389	0.4681	0.7267	0.5169	nan	0.5150	0.7768	0.8874	nan	0.5958	0.8997	0.4930	0.3416	nan	0.2805	0.9209	0.9070	0.9717	0.0	0.3368	nan	0.6537	0.8564	0.4020	0.5827	0.4089	nan	0.4127	0.5067	0.8066	nan	0.4905	0.6892	0.3875	0.2863	nan	0.2175	0.8256	0.7127	0.9033	0.0	0.2755
0.3454	4.7	1880	0.5938	0.2944	0.3538	0.8346	nan	0.8415	0.9487	0.2709	0.7772	0.4819	nan	0.5045	0.7767	0.9380	nan	0.3981	0.9300	0.4494	0.2627	nan	0.2903	0.9146	0.9041	0.9630	0.0	0.3156	nan	0.6584	0.8708	0.2652	0.6088	0.3816	nan	0.4122	0.5299	0.7921	nan	0.3576	0.6763	0.3656	0.2484	nan	0.2235	0.8323	0.7407	0.9094	0.0	0.2549
0.2997	4.75	1900	0.5960	0.2984	0.3632	0.8292	nan	0.8630	0.9258	0.2607	0.8035	0.5357	nan	0.4565	0.7725	0.9385	nan	0.5276	0.8711	0.5219	0.3040	nan	0.2698	0.9126	0.9310	0.9595	0.0	0.4058	nan	0.6364	0.8556	0.2459	0.6304	0.4054	nan	0.3895	0.5403	0.8012	nan	0.4315	0.7040	0.3764	0.2688	nan	0.2119	0.8219	0.7169	0.9138	0.0	0.3018
0.4208	4.8	1920	0.5733	0.3001	0.3602	0.8363	nan	0.8515	0.9458	0.2674	0.7616	0.5101	nan	0.5824	0.7751	0.9234	nan	0.4475	0.8996	0.5099	0.2579	nan	0.2709	0.9328	0.8720	0.9686	0.0	0.3913	nan	0.6507	0.8693	0.2508	0.6614	0.3964	nan	0.4241	0.5249	0.8013	nan	0.3989	0.6884	0.3615	0.2463	nan	0.2200	0.8282	0.7565	0.9110	0.0	0.3131
0.8041	4.85	1940	0.5805	0.3067	0.3649	0.8395	nan	0.7677	0.9671	0.5468	0.7375	0.5220	nan	0.5240	0.7851	0.9276	nan	0.4776	0.9261	0.5061	0.3278	nan	0.2665	0.9185	0.8835	0.9623	0.0	0.2645	nan	0.6759	0.8542	0.5203	0.6358	0.3904	nan	0.4115	0.5321	0.7932	nan	0.4043	0.6673	0.3778	0.2885	nan	0.2168	0.8373	0.7651	0.9132	0.0	0.2238
0.6315	4.9	1960	0.5730	0.3018	0.3667	0.8345	nan	0.8376	0.9518	0.2453	0.7895	0.5459	nan	0.4480	0.7837	0.9079	nan	0.5551	0.8532	0.5561	0.3127	nan	0.3208	0.9208	0.9234	0.9751	0.0	0.4399	nan	0.6488	0.8649	0.2422	0.6620	0.4140	nan	0.3623	0.5323	0.8041	nan	0.4737	0.7008	0.3608	0.2749	nan	0.2361	0.8293	0.7342	0.9013	0.0	0.3137
0.6156	4.95	1980	0.5638	0.2939	0.3542	0.8367	nan	0.8313	0.9381	0.2337	0.8851	0.5886	nan	0.4909	0.6870	0.9371	nan	0.3126	0.8979	0.5187	0.2581	nan	0.2609	0.9295	0.9152	0.9585	0.0	0.3372	nan	0.6575	0.8819	0.2305	0.6751	0.4178	nan	0.3900	0.5455	0.7890	nan	0.2931	0.6887	0.3486	0.2441	nan	0.2119	0.8245	0.7210	0.9113	0.0	0.2804
0.5439	5.0	2000	0.5363	0.3043	0.3607	0.8446	nan	0.8489	0.9601	0.3915	0.8429	0.4637	nan	0.5036	0.7628	0.9421	nan	0.4124	0.8932	0.4898	0.2474	nan	0.3144	0.9374	0.8650	0.9533	0.0	0.3542	nan	0.6865	0.8770	0.3754	0.6982	0.3798	nan	0.4104	0.5451	0.7973	nan	0.3767	0.6985	0.3503	0.2380	nan	0.2374	0.8229	0.7416	0.9096	0.0	0.2874
0.2921	5.05	2020	0.5513	0.3002	0.3627	0.8356	nan	0.8919	0.9336	0.3205	0.7263	0.5076	nan	0.5175	0.7830	0.9229	nan	0.4495	0.8970	0.5529	0.3204	nan	0.3129	0.9272	0.8924	0.9596	0.0	0.3283	nan	0.6479	0.8734	0.2885	0.6299	0.3873	nan	0.4185	0.4954	0.8109	nan	0.4097	0.7016	0.3614	0.2927	nan	0.2387	0.8317	0.7451	0.9106	0.0	0.2624
0.6915	5.1	2040	0.5531	0.3059	0.3681	0.8421	nan	0.8269	0.9601	0.3997	0.7719	0.5937	nan	0.4974	0.7539	0.9546	nan	0.4575	0.8561	0.5497	0.3381	nan	0.3103	0.9221	0.9117	0.9663	0.0	0.3413	nan	0.6779	0.8745	0.3852	0.6487	0.4223	nan	0.3950	0.5335	0.7866	nan	0.4007	0.7027	0.3747	0.2875	nan	0.2379	0.8301	0.7435	0.9128	0.0	0.2695
0.7205	5.15	2060	0.5381	0.3135	0.3766	0.8472	nan	0.8097	0.9537	0.5707	0.8599	0.5940	nan	0.5006	0.7718	0.9312	nan	0.5611	0.9039	0.5247	0.3268	nan	0.2895	0.9074	0.9293	0.9620	0.0	0.2790	nan	0.6989	0.8818	0.5452	0.6729	0.4109	nan	0.4148	0.5520	0.8063	nan	0.4606	0.6878	0.3673	0.2911	nan	0.2290	0.8296	0.7196	0.9150	0.0	0.2348
0.4198	5.2	2080	0.5377	0.3126	0.3768	0.8472	nan	0.8799	0.9260	0.5648	0.8756	0.5908	nan	0.4769	0.7933	0.9342	nan	0.5268	0.9198	0.4895	0.3641	nan	0.3008	0.9240	0.8852	0.9608	0.0	0.2697	nan	0.6976	0.8803	0.4799	0.7336	0.3944	nan	0.3937	0.5160	0.7916	nan	0.4277	0.6859	0.3814	0.3481	nan	0.2368	0.8322	0.7488	0.9139	0.0	0.2285
0.4787	5.25	2100	0.5828	0.3083	0.3727	0.8373	nan	0.7520	0.9649	0.5734	0.7829	0.4978	nan	0.4095	0.7795	0.9292	nan	0.6352	0.8823	0.5275	0.3475	nan	0.3115	0.9224	0.9128	0.9610	0.0	0.3652	nan	0.6632	0.8537	0.5448	0.5818	0.3850	nan	0.3510	0.4944	0.8117	nan	0.4951	0.7070	0.3702	0.3153	nan	0.2366	0.8296	0.7229	0.9149	0.0	0.2808
0.6091	5.3	2120	0.5420	0.3145	0.3785	0.8476	nan	0.8530	0.9484	0.5382	0.7625	0.6436	nan	0.4914	0.7768	0.9399	nan	0.5746	0.8907	0.5608	0.3487	nan	0.2801	0.9265	0.8854	0.9686	0.0	0.3441	nan	0.7087	0.8764	0.5017	0.6457	0.4296	nan	0.3970	0.5348	0.8046	nan	0.4684	0.7002	0.3703	0.3112	nan	0.2265	0.8362	0.7549	0.9130	0.0	0.2711
0.5754	5.35	2140	0.5511	0.3153	0.3794	0.8454	nan	0.8401	0.9574	0.5039	0.7375	0.4996	nan	0.5354	0.7639	0.9352	nan	0.5871	0.8810	0.5443	0.4794	nan	0.3352	0.9209	0.8936	0.9660	0.0	0.3804	nan	0.6997	0.8685	0.4590	0.6263	0.3956	nan	0.4287	0.5474	0.8090	nan	0.4664	0.7062	0.3688	0.3695	nan	0.2489	0.8395	0.7409	0.9139	0.0	0.2870
0.2469	5.4	2160	0.5532	0.3118	0.3772	0.8454	nan	0.8764	0.9408	0.4215	0.7855	0.5509	nan	0.5446	0.7970	0.9419	nan	0.5908	0.9139	0.4847	0.3551	nan	0.3086	0.9145	0.9024	0.9654	0.0	0.4003	nan	0.6953	0.8762	0.3819	0.6548	0.4135	nan	0.4283	0.5433	0.7982	nan	0.4336	0.6991	0.3734	0.3291	nan	0.2382	0.8383	0.7469	0.9140	0.0	0.3013
0.545	5.45	2180	0.5622	0.3072	0.3687	0.8429	nan	0.8509	0.9421	0.4680	0.7772	0.6208	nan	0.5111	0.7643	0.9449	nan	0.4878	0.8891	0.5112	0.2509	nan	0.2772	0.9421	0.8669	0.9659	0.0	0.3605	nan	0.6890	0.8763	0.4355	0.6387	0.4306	nan	0.4138	0.5533	0.7941	nan	0.4101	0.7011	0.3593	0.2397	nan	0.2255	0.8231	0.7285	0.9177	0.0	0.2862
0.3423	5.5	2200	0.5471	0.3175	0.3802	0.8469	nan	0.8365	0.9467	0.6776	0.7153	0.6631	nan	0.5239	0.7117	0.9037	nan	0.5642	0.8848	0.5269	0.3369	nan	0.3197	0.9215	0.9258	0.9730	0.0	0.3564	nan	0.7046	0.8745	0.5882	0.6158	0.4507	nan	0.4169	0.5472	0.8069	nan	0.4715	0.6967	0.3690	0.3015	nan	0.2462	0.8329	0.7243	0.9152	0.0	0.2809
0.7796	5.55	2220	0.5268	0.3224	0.3854	0.8541	nan	0.8531	0.9534	0.6563	0.7505	0.6015	nan	0.5452	0.7764	0.9288	nan	0.5783	0.8999	0.5193	0.3708	nan	0.2862	0.9254	0.9106	0.9599	0.0	0.4322	nan	0.7120	0.8872	0.5593	0.6643	0.4447	nan	0.4383	0.5378	0.8055	nan	0.4818	0.7070	0.3758	0.3226	nan	0.2317	0.8357	0.7484	0.9188	0.0	0.3241
0.8624	5.6	2240	0.5248	0.3180	0.3785	0.8528	nan	0.8320	0.9601	0.6255	0.8090	0.4824	nan	0.5484	0.7757	0.9345	nan	0.5070	0.9071	0.5118	0.3312	nan	0.2944	0.9293	0.8889	0.9652	0.0	0.4317	nan	0.7181	0.8796	0.5577	0.6749	0.3941	nan	0.4310	0.5292	0.8059	nan	0.4327	0.7014	0.3739	0.2955	nan	0.2360	0.8366	0.7497	0.9179	0.0	0.3229
0.3634	5.65	2260	0.5443	0.3181	0.3860	0.8476	nan	0.8487	0.9378	0.5755	0.8258	0.5930	nan	0.5538	0.7832	0.9092	nan	0.5944	0.8991	0.5306	0.3346	nan	0.3345	0.9031	0.9433	0.9729	0.0	0.4254	nan	0.7033	0.8801	0.5258	0.6909	0.4090	nan	0.4385	0.5209	0.8065	nan	0.5022	0.7033	0.3846	0.2970	nan	0.2471	0.8329	0.6923	0.9140	0.0	0.3141
0.2797	5.7	2280	0.5302	0.3168	0.3824	0.8480	nan	0.8648	0.9472	0.5428	0.7831	0.5424	nan	0.5445	0.7821	0.9294	nan	0.5781	0.8791	0.5827	0.3386	nan	0.3245	0.9229	0.8789	0.9672	0.0	0.4456	nan	0.6900	0.8757	0.4866	0.6787	0.4070	nan	0.4411	0.5126	0.8095	nan	0.4671	0.7098	0.3615	0.2937	nan	0.2476	0.8402	0.7565	0.9152	0.0	0.3266
0.1797	5.75	2300	0.5317	0.3147	0.3782	0.8495	nan	0.8203	0.9477	0.6078	0.8220	0.5707	nan	0.5383	0.7828	0.9457	nan	0.4343	0.9009	0.5141	0.3573	nan	0.3075	0.9256	0.9098	0.9741	0.0	0.3658	nan	0.7032	0.8810	0.5656	0.6403	0.3933	nan	0.4407	0.5354	0.7925	nan	0.3746	0.7050	0.3889	0.3190	nan	0.2347	0.8383	0.7423	0.9113	0.0	0.2881
0.5644	5.8	2320	0.5369	0.3148	0.3757	0.8484	nan	0.8616	0.9474	0.5526	0.7460	0.5805	nan	0.5501	0.7767	0.9128	nan	0.4465	0.9165	0.4971	0.3640	nan	0.3087	0.9138	0.9208	0.9670	0.0	0.3858	nan	0.6989	0.8795	0.5158	0.6561	0.4035	nan	0.4404	0.5207	0.8134	nan	0.3941	0.6938	0.3978	0.3258	nan	0.2369	0.8342	0.7337	0.9174	0.0	0.2961
0.1964	5.85	2340	0.5327	0.3195	0.3838	0.8509	nan	0.8527	0.9508	0.5990	0.7380	0.5984	nan	0.5913	0.8077	0.9177	nan	0.5340	0.9099	0.4833	0.3553	nan	0.3509	0.9191	0.8964	0.9711	0.0	0.4218	nan	0.7038	0.8797	0.5531	0.6504	0.4121	nan	0.4448	0.5074	0.8132	nan	0.4467	0.6989	0.3945	0.3201	nan	0.2557	0.8404	0.7640	0.9165	0.0	0.3041
0.4384	5.9	2360	0.5454	0.3192	0.3832	0.8485	nan	0.8127	0.9515	0.6528	0.7309	0.6527	nan	0.5201	0.7885	0.9358	nan	0.5321	0.9071	0.5287	0.3836	nan	0.3681	0.9195	0.9241	0.9605	0.0	0.3093	nan	0.7050	0.8719	0.6001	0.6246	0.4093	nan	0.4295	0.5411	0.8038	nan	0.4301	0.6993	0.4022	0.3414	nan	0.2727	0.8357	0.7466	0.9182	0.0	0.2643
0.5521	5.95	2380	0.5450	0.3181	0.3853	0.8482	nan	0.8560	0.9507	0.5660	0.7590	0.5323	nan	0.5214	0.8004	0.9221	nan	0.5502	0.8802	0.5828	0.4796	nan	0.3853	0.9075	0.9352	0.9629	0.0	0.3514	nan	0.7086	0.8744	0.5299	0.6538	0.4051	nan	0.4307	0.5390	0.8216	nan	0.4232	0.7072	0.3742	0.3703	nan	0.2754	0.8361	0.7043	0.9204	0.0	0.2857
0.2178	6.0	2400	0.5370	0.3149	0.3783	0.8498	nan	0.8785	0.9415	0.4410	0.8533	0.4924	nan	0.4942	0.8034	0.9354	nan	0.4936	0.9003	0.5008	0.4520	nan	0.3458	0.9286	0.9177	0.9687	0.0	0.3810	nan	0.6900	0.8846	0.4233	0.7104	0.3852	nan	0.4016	0.5307	0.8110	nan	0.3953	0.7077	0.3784	0.4031	nan	0.2577	0.8387	0.7205	0.9180	0.0	0.3059
0.693	6.05	2420	0.5791	0.3063	0.3753	0.8345	nan	0.8797	0.9091	0.2829	0.8128	0.6815	nan	0.4859	0.7957	0.9210	nan	0.4950	0.8916	0.5606	0.4030	nan	0.3335	0.9176	0.9259	0.9662	0.0	0.3711	nan	0.6464	0.8590	0.2698	0.6943	0.3936	nan	0.4060	0.5075	0.8139	nan	0.4059	0.7098	0.3766	0.3572	nan	0.2580	0.8384	0.7247	0.9193	0.0	0.3145
0.8485	6.1	2440	0.5579	0.3103	0.3758	0.8417	nan	0.8633	0.9372	0.4062	0.7335	0.5853	nan	0.6005	0.8006	0.9257	nan	0.5042	0.9127	0.5564	0.3637	nan	0.3339	0.9185	0.8852	0.9717	0.0	0.3523	nan	0.6720	0.8662	0.3832	0.6457	0.4099	nan	0.4451	0.5260	0.8081	nan	0.3937	0.7020	0.3679	0.3316	nan	0.2573	0.8432	0.7600	0.9154	0.0	0.2918
0.3458	6.15	2460	0.5232	0.3241	0.3894	0.8529	nan	0.8564	0.9437	0.6726	0.7498	0.5351	nan	0.5987	0.7840	0.9274	nan	0.5838	0.9022	0.4921	0.4499	nan	0.3085	0.9290	0.9013	0.9691	0.0001	0.4685	nan	0.7172	0.8811	0.5821	0.6364	0.3984	nan	0.4409	0.5658	0.8120	nan	0.4450	0.7107	0.3794	0.4009	nan	0.2392	0.8401	0.7502	0.9196	0.0001	0.3291
0.4566	6.2	2480	0.5509	0.3181	0.3811	0.8464	nan	0.8121	0.9532	0.6799	0.7389	0.5701	nan	0.5020	0.7729	0.9238	nan	0.5868	0.9196	0.5326	0.3936	nan	0.2654	0.9039	0.9235	0.9650	0.0	0.3722	nan	0.7056	0.8703	0.5975	0.5844	0.4077	nan	0.4199	0.5680	0.8115	nan	0.4602	0.6966	0.3985	0.3464	nan	0.2207	0.8364	0.7264	0.9188	0.0	0.2930
0.4565	6.25	2500	0.5394	0.3208	0.3869	0.8481	nan	0.8448	0.9382	0.5453	0.8180	0.6267	nan	0.5155	0.7826	0.9294	nan	0.6249	0.8760	0.5397	0.4171	nan	0.3241	0.9337	0.9028	0.9707	0.0000	0.4034	nan	0.6966	0.8782	0.4975	0.6630	0.4067	nan	0.4345	0.5484	0.8074	nan	0.4861	0.7078	0.3875	0.3807	nan	0.2506	0.8248	0.7358	0.9169	0.0000	0.3224
1.1005	6.3	2520	0.5402	0.3231	0.3854	0.8507	nan	0.8377	0.9519	0.5976	0.7748	0.5888	nan	0.5128	0.7740	0.9352	nan	0.6054	0.9112	0.5292	0.5233	nan	0.3278	0.9288	0.8547	0.9659	0.0001	0.3279	nan	0.7126	0.8744	0.5529	0.6383	0.4099	nan	0.4374	0.5552	0.8120	nan	0.4640	0.6983	0.3791	0.4527	nan	0.2566	0.8349	0.7391	0.9170	0.0001	0.2828
0.2207	6.35	2540	0.5332	0.3244	0.3869	0.8532	nan	0.8412	0.9548	0.6991	0.7256	0.5815	nan	0.5547	0.7929	0.9370	nan	0.6367	0.9161	0.4979	0.4871	nan	0.3373	0.9296	0.8773	0.9615	0.0001	0.2629	nan	0.7273	0.8751	0.6248	0.6242	0.4075	nan	0.4579	0.5366	0.8074	nan	0.4858	0.6955	0.3922	0.4361	nan	0.2535	0.8378	0.7510	0.9193	0.0001	0.2242
1.2242	6.4	2560	0.5335	0.3245	0.3913	0.8505	nan	0.8537	0.9532	0.6924	0.7466	0.5349	nan	0.4987	0.7862	0.9260	nan	0.6608	0.8481	0.5421	0.4431	nan	0.3381	0.9166	0.9321	0.9683	0.0003	0.4884	nan	0.7269	0.8751	0.6249	0.6294	0.3980	nan	0.4335	0.5333	0.8227	nan	0.5177	0.7083	0.3668	0.3896	nan	0.2504	0.8253	0.6903	0.9196	0.0003	0.3486
0.2624	6.45	2580	0.5302	0.3234	0.3906	0.8527	nan	0.8538	0.9315	0.7346	0.8716	0.5670	nan	0.5070	0.7985	0.9226	nan	0.6132	0.9140	0.5071	0.3684	nan	0.3089	0.9179	0.9104	0.9678	0.0001	0.4131	nan	0.7205	0.8820	0.5964	0.6873	0.4037	nan	0.4274	0.5024	0.8115	nan	0.5276	0.7006	0.3769	0.3526	nan	0.2427	0.8361	0.7219	0.9181	0.0001	0.3168
0.4379	6.5	2600	0.5405	0.3193	0.3822	0.8500	nan	0.8573	0.9431	0.6131	0.8102	0.5854	nan	0.4968	0.7775	0.9328	nan	0.5723	0.8892	0.5663	0.3600	nan	0.2899	0.9267	0.8993	0.9682	0.0003	0.3594	nan	0.6997	0.8745	0.5621	0.6754	0.4188	nan	0.4259	0.5253	0.8013	nan	0.4813	0.7090	0.3746	0.3283	nan	0.2321	0.8350	0.7449	0.9198	0.0003	0.2913
0.2589	6.55	2620	0.5678	0.3200	0.3886	0.8441	nan	0.8670	0.9070	0.6453	0.8242	0.6664	nan	0.5432	0.7791	0.9383	nan	0.5403	0.8899	0.5376	0.4021	nan	0.2898	0.9267	0.8920	0.9668	0.0008	0.4309	nan	0.6796	0.8593	0.5299	0.6899	0.4220	nan	0.4350	0.5322	0.8019	nan	0.4486	0.7123	0.3834	0.3552	nan	0.2334	0.8377	0.7571	0.9205	0.0008	0.3199
0.4476	6.6	2640	0.5511	0.3248	0.3915	0.8485	nan	0.8430	0.9293	0.6094	0.8363	0.5725	nan	0.5780	0.7830	0.9105	nan	0.6046	0.8959	0.4993	0.5181	nan	0.3014	0.9269	0.8975	0.9717	0.0012	0.4586	nan	0.6932	0.8658	0.5129	0.6819	0.4108	nan	0.4579	0.5251	0.8236	nan	0.5008	0.7077	0.3803	0.4360	nan	0.2388	0.8394	0.7477	0.9191	0.0012	0.3257
0.4216	6.65	2660	0.5520	0.3202	0.3835	0.8466	nan	0.8152	0.9464	0.5677	0.8015	0.4941	nan	0.5367	0.7741	0.9261	nan	0.5530	0.9116	0.5077	0.5682	nan	0.3005	0.9176	0.9153	0.9709	0.0005	0.3826	nan	0.6866	0.8668	0.5373	0.6149	0.3831	nan	0.4369	0.5380	0.8101	nan	0.4630	0.7074	0.3914	0.4575	nan	0.2377	0.8421	0.7353	0.9190	0.0005	0.2992
0.2667	6.7	2680	0.5308	0.3214	0.3867	0.8521	nan	0.8435	0.9454	0.6781	0.7700	0.6056	nan	0.5283	0.7824	0.9389	nan	0.5513	0.8908	0.5275	0.4716	nan	0.3125	0.9272	0.9143	0.9652	0.0	0.3344	nan	0.7211	0.8762	0.5885	0.6435	0.4032	nan	0.4438	0.5282	0.7975	nan	0.4443	0.7156	0.3868	0.4004	nan	0.2438	0.8385	0.7427	0.9201	0.0	0.2699
2.0493	6.75	2700	0.5243	0.3272	0.3910	0.8543	nan	0.8100	0.9585	0.7106	0.7883	0.5286	nan	0.5681	0.7830	0.9304	nan	0.5762	0.9028	0.5058	0.4973	nan	0.3626	0.9212	0.9028	0.9696	0.0	0.4046	nan	0.7197	0.8704	0.6290	0.6364	0.3928	nan	0.4592	0.5169	0.8173	nan	0.4675	0.7170	0.3970	0.4319	nan	0.2671	0.8423	0.7513	0.9168	0.0	0.3095
0.4642	6.8	2720	0.5212	0.3244	0.3917	0.8530	nan	0.8441	0.9378	0.7164	0.8075	0.5656	nan	0.5566	0.7890	0.9303	nan	0.5987	0.8988	0.5575	0.5170	nan	0.2980	0.9296	0.9007	0.9708	0.0001	0.3246	nan	0.7339	0.8754	0.5626	0.6723	0.3832	nan	0.4541	0.5324	0.8093	nan	0.4808	0.7115	0.3955	0.4459	nan	0.2388	0.8385	0.7419	0.9139	0.0001	0.2662
0.2145	6.85	2740	0.5132	0.3248	0.3895	0.8544	nan	0.8595	0.9436	0.6879	0.7470	0.5924	nan	0.5879	0.7901	0.9341	nan	0.5284	0.9070	0.5211	0.5201	nan	0.2974	0.9166	0.9240	0.9679	0.0001	0.3484	nan	0.7255	0.8773	0.5858	0.6587	0.4155	nan	0.4663	0.5406	0.8077	nan	0.4265	0.7141	0.4020	0.4501	nan	0.2356	0.8391	0.7354	0.9177	0.0001	0.2722
0.4063	6.9	2760	0.5361	0.3220	0.3895	0.8509	nan	0.8555	0.9436	0.6271	0.8035	0.5409	nan	0.5472	0.8135	0.9235	nan	0.5415	0.9100	0.5083	0.5264	nan	0.3230	0.8940	0.9304	0.9706	0.0	0.4140	nan	0.7077	0.8750	0.5618	0.6543	0.4048	nan	0.4524	0.4875	0.8146	nan	0.4539	0.7119	0.3884	0.4398	nan	0.2468	0.8366	0.7279	0.9167	0.0	0.3033
0.6925	6.95	2780	0.5236	0.3233	0.3878	0.8550	nan	0.8471	0.9432	0.6304	0.8584	0.5937	nan	0.5270	0.8061	0.9344	nan	0.4979	0.8939	0.4934	0.4571	nan	0.3266	0.9315	0.9025	0.9746	0.0001	0.4051	nan	0.7087	0.8838	0.5668	0.6939	0.4079	nan	0.4448	0.5120	0.8064	nan	0.4197	0.7144	0.3861	0.4241	nan	0.2499	0.8380	0.7564	0.9138	0.0001	0.2968
0.7474	7.0	2800	0.5119	0.3259	0.3937	0.8576	nan	0.8171	0.9455	0.6966	0.8827	0.6395	nan	0.5605	0.8110	0.9223	nan	0.5373	0.9162	0.5301	0.5053	nan	0.2899	0.9258	0.8950	0.9630	0.0005	0.3655	nan	0.7282	0.8929	0.6199	0.7045	0.4120	nan	0.4593	0.5145	0.8057	nan	0.4281	0.7023	0.3796	0.4522	nan	0.2335	0.8398	0.7333	0.9178	0.0005	0.2798
0.2227	7.05	2820	0.5167	0.3240	0.3871	0.8554	nan	0.8269	0.9594	0.6970	0.8035	0.5477	nan	0.5662	0.7892	0.9209	nan	0.5777	0.9020	0.5823	0.4074	nan	0.2947	0.9254	0.8947	0.9592	0.0000	0.3469	nan	0.7257	0.8808	0.6422	0.6481	0.4210	nan	0.4616	0.5472	0.8107	nan	0.4423	0.7088	0.3690	0.3700	nan	0.2359	0.8384	0.7525	0.9187	0.0000	0.2717
0.3415	7.1	2840	0.5241	0.3283	0.3938	0.8563	nan	0.8127	0.9570	0.7036	0.8446	0.5570	nan	0.5501	0.7909	0.9260	nan	0.6164	0.8988	0.5719	0.4452	nan	0.3547	0.9189	0.9031	0.9719	0.0001	0.3854	nan	0.7200	0.8819	0.6477	0.6370	0.4242	nan	0.4560	0.5521	0.8160	nan	0.4728	0.7117	0.3814	0.3944	nan	0.2617	0.8449	0.7572	0.9200	0.0001	0.2967
0.4736	7.15	2860	0.5160	0.3287	0.3950	0.8590	nan	0.8511	0.9539	0.6646	0.8362	0.5849	nan	0.5757	0.8075	0.9453	nan	0.6334	0.9038	0.5061	0.5039	nan	0.3276	0.9063	0.9206	0.9736	0.0000	0.3493	nan	0.7299	0.8868	0.6173	0.6905	0.4347	nan	0.4683	0.5539	0.7985	nan	0.4454	0.7058	0.3812	0.4355	nan	0.2514	0.8417	0.7517	0.9181	0.0000	0.2785
0.347	7.2	2880	0.5354	0.3252	0.3927	0.8523	nan	0.8353	0.9435	0.6053	0.8082	0.5620	nan	0.6266	0.8110	0.9323	nan	0.6617	0.8917	0.5513	0.4797	nan	0.3006	0.9282	0.9131	0.9694	0.0001	0.3544	nan	0.7076	0.8722	0.5651	0.6826	0.4080	nan	0.4754	0.5298	0.8070	nan	0.4846	0.7106	0.3840	0.4302	nan	0.2382	0.8379	0.7471	0.9190	0.0001	0.2811
0.2296	7.25	2900	0.5279	0.3262	0.3922	0.8520	nan	0.8701	0.9329	0.5918	0.7744	0.6423	nan	0.6022	0.7969	0.9303	nan	0.5805	0.9008	0.5388	0.5496	nan	0.3169	0.9257	0.8912	0.9632	0.0018	0.3488	nan	0.7114	0.8755	0.5482	0.6829	0.3919	nan	0.4739	0.5488	0.8056	nan	0.4649	0.7086	0.3834	0.4688	nan	0.2468	0.8435	0.7628	0.9202	0.0018	0.2739
0.189	7.3	2920	0.5241	0.3251	0.3903	0.8545	nan	0.8401	0.9559	0.6265	0.7828	0.5646	nan	0.5545	0.7936	0.9468	nan	0.5930	0.8959	0.4996	0.5261	nan	0.3586	0.9177	0.9049	0.9675	0.0005	0.3710	nan	0.7174	0.8779	0.5908	0.6313	0.4113	nan	0.4620	0.5478	0.7993	nan	0.4325	0.7175	0.3764	0.4438	nan	0.2637	0.8444	0.7602	0.9194	0.0005	0.2833
0.3063	7.35	2940	0.5280	0.3257	0.3915	0.8530	nan	0.8172	0.9564	0.6314	0.7968	0.5760	nan	0.5438	0.7952	0.9382	nan	0.6095	0.9192	0.4968	0.5883	nan	0.3393	0.9083	0.8960	0.9601	0.0021	0.3636	nan	0.7141	0.8763	0.5948	0.6221	0.4073	nan	0.4574	0.5614	0.7996	nan	0.4361	0.7076	0.3852	0.4651	nan	0.2595	0.8459	0.7626	0.9188	0.0021	0.2797
0.4401	7.4	2960	0.5136	0.3256	0.3934	0.8532	nan	0.8283	0.9465	0.6558	0.8274	0.5652	nan	0.5747	0.7982	0.9396	nan	0.6431	0.8997	0.5158	0.5259	nan	0.3297	0.9196	0.9034	0.9632	0.0007	0.3586	nan	0.7106	0.8763	0.5888	0.6457	0.4056	nan	0.4671	0.5508	0.8027	nan	0.4563	0.7169	0.3820	0.4387	nan	0.2550	0.8431	0.7574	0.9200	0.0007	0.2762
0.2574	7.45	2980	0.5224	0.3258	0.3901	0.8546	nan	0.8373	0.9480	0.6458	0.7745	0.6382	nan	0.5915	0.7857	0.9350	nan	0.6127	0.9178	0.5356	0.4685	nan	0.3218	0.9262	0.8958	0.9611	0.0010	0.2979	nan	0.7300	0.8777	0.5962	0.6540	0.4238	nan	0.4664	0.5638	0.8005	nan	0.4611	0.7044	0.3746	0.4136	nan	0.2538	0.8418	0.7699	0.9205	0.0010	0.2461
0.2011	7.5	3000	0.5178	0.3308	0.3992	0.8559	nan	0.8220	0.9522	0.6833	0.7676	0.6534	nan	0.5776	0.8089	0.9246	nan	0.6553	0.8986	0.5169	0.5191	nan	0.3743	0.9302	0.8792	0.9684	0.0018	0.4401	nan	0.7254	0.8769	0.6213	0.6373	0.4316	nan	0.4623	0.5464	0.8182	nan	0.4765	0.7167	0.3780	0.4383	nan	0.2716	0.8439	0.7637	0.9201	0.0018	0.3246
0.4648	7.55	3020	0.5195	0.3262	0.3936	0.8554	nan	0.8115	0.9435	0.7026	0.8761	0.6243	nan	0.5565	0.7928	0.9452	nan	0.5088	0.8747	0.5096	0.4780	nan	0.3481	0.9374	0.8897	0.9764	0.0023	0.4253	nan	0.7098	0.8858	0.6181	0.6691	0.4295	nan	0.4501	0.5528	0.7976	nan	0.4049	0.7163	0.3796	0.4216	nan	0.2585	0.8373	0.7494	0.9152	0.0023	0.3131
0.6733	7.6	3040	0.5130	0.3307	0.3902	0.8596	nan	0.8054	0.9600	0.7130	0.8504	0.6160	nan	0.5544	0.7568	0.9275	nan	0.4902	0.9133	0.4835	0.5441	nan	0.3624	0.9317	0.8806	0.9719	0.0039	0.3302	nan	0.7229	0.8837	0.6434	0.6942	0.4353	nan	0.4568	0.5679	0.8081	nan	0.4138	0.7045	0.3893	0.4581	nan	0.2711	0.8414	0.7573	0.9195	0.0039	0.2798
0.2566	7.65	3060	0.5087	0.3276	0.3876	0.8587	nan	0.8311	0.9608	0.6606	0.8304	0.6021	nan	0.5327	0.7922	0.9352	nan	0.5187	0.9157	0.4867	0.4866	nan	0.3294	0.9225	0.8916	0.9686	0.0031	0.3488	nan	0.7297	0.8809	0.6097	0.7022	0.4208	nan	0.4496	0.5500	0.8094	nan	0.4300	0.7030	0.3713	0.4261	nan	0.2575	0.8462	0.7652	0.9212	0.0031	0.2813
0.2088	7.7	3080	0.5238	0.3238	0.3869	0.8548	nan	0.8322	0.9579	0.6290	0.7927	0.5920	nan	0.5397	0.7963	0.9421	nan	0.5256	0.9012	0.5071	0.4444	nan	0.3433	0.9164	0.9145	0.9737	0.0023	0.3833	nan	0.7222	0.8791	0.5979	0.6441	0.4227	nan	0.4483	0.5460	0.8087	nan	0.4303	0.7140	0.3595	0.3930	nan	0.2586	0.8449	0.7559	0.9188	0.0023	0.2902
0.1203	7.75	3100	0.5278	0.3280	0.3930	0.8549	nan	0.8378	0.9572	0.6342	0.7416	0.5747	nan	0.5537	0.7924	0.9377	nan	0.5714	0.8854	0.5095	0.5284	nan	0.3688	0.9216	0.9220	0.9685	0.0019	0.4759	nan	0.7197	0.8786	0.5989	0.6394	0.4054	nan	0.4526	0.5422	0.8168	nan	0.4628	0.7213	0.3766	0.4463	nan	0.2680	0.8407	0.7366	0.9225	0.0019	0.3372
0.2608	7.8	3120	0.5191	0.3313	0.3980	0.8577	nan	0.8447	0.9526	0.6915	0.7644	0.5950	nan	0.5725	0.7977	0.9276	nan	0.5619	0.9001	0.5401	0.5980	nan	0.3398	0.9123	0.9128	0.9658	0.0022	0.4603	nan	0.7286	0.8847	0.6295	0.6659	0.4097	nan	0.4630	0.5567	0.8174	nan	0.4509	0.7122	0.3852	0.4659	nan	0.2580	0.8456	0.7429	0.9224	0.0022	0.3285
0.3279	7.85	3140	0.5182	0.3261	0.3895	0.8565	nan	0.8754	0.9377	0.6520	0.8463	0.5450	nan	0.5787	0.7919	0.9364	nan	0.5406	0.9177	0.5215	0.5099	nan	0.2969	0.9198	0.8986	0.9676	0.0001	0.3388	nan	0.7174	0.8834	0.5716	0.7226	0.4151	nan	0.4551	0.5589	0.8080	nan	0.4297	0.7005	0.3859	0.4316	nan	0.2398	0.8447	0.7470	0.9211	0.0001	0.2770
0.2844	7.9	3160	0.5194	0.3272	0.3959	0.8549	nan	0.8743	0.9315	0.6626	0.8240	0.5496	nan	0.5966	0.8137	0.9480	nan	0.5595	0.8893	0.4858	0.5255	nan	0.3356	0.9204	0.9207	0.9667	0.0005	0.4695	nan	0.7090	0.8792	0.5714	0.7119	0.4155	nan	0.4590	0.5253	0.8040	nan	0.4325	0.7181	0.3852	0.4540	nan	0.2547	0.8413	0.7367	0.9219	0.0005	0.3230
0.5684	7.95	3180	0.5121	0.3279	0.3940	0.8571	nan	0.8553	0.9454	0.6462	0.8029	0.5836	nan	0.6038	0.8031	0.9351	nan	0.5309	0.9101	0.5188	0.5292	nan	0.3222	0.9133	0.9162	0.9660	0.0011	0.4312	nan	0.7184	0.8856	0.5949	0.6847	0.4205	nan	0.4709	0.5246	0.8107	nan	0.4381	0.7130	0.3845	0.4484	nan	0.2497	0.8455	0.7377	0.9229	0.0011	0.3132
0.7347	8.0	3200	0.5145	0.3260	0.3921	0.8563	nan	0.8746	0.9391	0.5956	0.8231	0.6081	nan	0.5561	0.8013	0.9391	nan	0.5224	0.8860	0.5383	0.5408	nan	0.3237	0.9283	0.9091	0.9736	0.0007	0.3944	nan	0.7101	0.8844	0.5352	0.6994	0.4319	nan	0.4593	0.5131	0.8117	nan	0.4332	0.7186	0.3869	0.4568	nan	0.2494	0.8433	0.7502	0.9195	0.0007	0.3026
0.3951	8.05	3220	0.5248	0.3246	0.3880	0.8550	nan	0.8594	0.9496	0.5535	0.7891	0.6590	nan	0.5476	0.7888	0.9251	nan	0.5069	0.9076	0.5464	0.5248	nan	0.3052	0.9143	0.9065	0.9703	0.0012	0.3728	nan	0.7090	0.8867	0.5243	0.6704	0.4243	nan	0.4555	0.5451	0.8167	nan	0.4199	0.7082	0.3905	0.4450	nan	0.2448	0.8456	0.7577	0.9217	0.0012	0.2947
0.5386	8.1	3240	0.5081	0.3291	0.3942	0.8591	nan	0.8490	0.9513	0.6513	0.8080	0.6438	nan	0.5491	0.7938	0.9309	nan	0.5074	0.8825	0.5664	0.5281	nan	0.2941	0.9284	0.9051	0.9709	0.0011	0.4580	nan	0.7213	0.8898	0.5996	0.6775	0.4415	nan	0.4572	0.5347	0.8190	nan	0.4199	0.7183	0.3909	0.4520	nan	0.2348	0.8411	0.7533	0.9219	0.0011	0.3276
0.3427	8.15	3260	0.5050	0.3335	0.4012	0.8620	nan	0.8688	0.9426	0.6687	0.8717	0.6235	nan	0.5698	0.7984	0.9317	nan	0.6125	0.9027	0.4949	0.6004	nan	0.3038	0.9206	0.8923	0.9688	0.0005	0.4644	nan	0.7267	0.8940	0.5718	0.7306	0.4407	nan	0.4602	0.5414	0.8186	nan	0.4707	0.7159	0.3832	0.4837	nan	0.2414	0.8461	0.7605	0.9218	0.0005	0.3304
0.2192	8.2	3280	0.5025	0.3340	0.4031	0.8612	nan	0.8296	0.9587	0.7066	0.8294	0.6055	nan	0.5831	0.7952	0.9406	nan	0.6312	0.8687	0.5282	0.5888	nan	0.3280	0.9213	0.9002	0.9686	0.0008	0.5121	nan	0.7292	0.8884	0.6255	0.6936	0.4344	nan	0.4738	0.5272	0.8197	nan	0.4721	0.7198	0.3785	0.4816	nan	0.2525	0.8455	0.7536	0.9231	0.0008	0.3333
0.3164	8.25	3300	0.5091	0.3307	0.3985	0.8604	nan	0.8461	0.9477	0.6770	0.8525	0.6419	nan	0.5858	0.7839	0.9440	nan	0.5681	0.8881	0.5760	0.5712	nan	0.3126	0.9178	0.9070	0.9681	0.0005	0.3644	nan	0.7243	0.8934	0.6073	0.7121	0.4389	nan	0.4767	0.5487	0.8049	nan	0.4354	0.7152	0.3806	0.4662	nan	0.2490	0.8447	0.7497	0.9230	0.0005	0.2810
0.2422	8.3	3320	0.5094	0.3316	0.3961	0.8599	nan	0.8480	0.9497	0.6642	0.8462	0.6084	nan	0.5776	0.7764	0.9300	nan	0.5956	0.9112	0.5116	0.5757	nan	0.3272	0.9128	0.9199	0.9645	0.0019	0.3596	nan	0.7241	0.8913	0.6014	0.7076	0.4395	nan	0.4733	0.5570	0.8116	nan	0.4733	0.7093	0.3819	0.4721	nan	0.2543	0.8430	0.7359	0.9237	0.0019	0.2781
0.2059	8.35	3340	0.5124	0.3326	0.3965	0.8604	nan	0.8287	0.9558	0.6835	0.8190	0.6446	nan	0.5971	0.7732	0.9365	nan	0.6057	0.9197	0.4854	0.5597	nan	0.3477	0.9155	0.8993	0.9699	0.0015	0.3481	nan	0.7275	0.8898	0.6147	0.6876	0.4473	nan	0.4771	0.5542	0.8068	nan	0.4774	0.7029	0.3809	0.4761	nan	0.2639	0.8460	0.7606	0.9217	0.0015	0.2737
0.4715	8.4	3360	0.5091	0.3339	0.3972	0.8612	nan	0.8532	0.9494	0.6418	0.8538	0.6039	nan	0.5897	0.7764	0.9130	nan	0.6347	0.9133	0.5009	0.5310	nan	0.3487	0.9243	0.9135	0.9684	0.0017	0.3969	nan	0.7272	0.8913	0.5862	0.7102	0.4465	nan	0.4771	0.5522	0.8247	nan	0.5041	0.7088	0.3843	0.4682	nan	0.2631	0.8433	0.7376	0.9225	0.0017	0.3030
0.2273	8.45	3380	0.5109	0.3334	0.4002	0.8615	nan	0.8355	0.9516	0.6732	0.8607	0.6210	nan	0.5978	0.7895	0.9370	nan	0.6041	0.9008	0.5054	0.5390	nan	0.3700	0.9185	0.9118	0.9698	0.0012	0.4207	nan	0.7336	0.8916	0.6046	0.6914	0.4461	nan	0.4815	0.5473	0.8142	nan	0.4724	0.7169	0.3771	0.4684	nan	0.2700	0.8462	0.7461	0.9227	0.0012	0.3040
0.3574	8.5	3400	0.5104	0.3305	0.3953	0.8597	nan	0.8398	0.9561	0.6710	0.8069	0.6259	nan	0.5775	0.7799	0.9375	nan	0.5869	0.9042	0.5103	0.4920	nan	0.3655	0.9175	0.9066	0.9688	0.0008	0.4070	nan	0.7310	0.8859	0.6094	0.6723	0.4474	nan	0.4730	0.5506	0.8140	nan	0.4517	0.7165	0.3690	0.4300	nan	0.2697	0.8465	0.7569	0.9229	0.0008	0.2983
0.3476	8.55	3420	0.4991	0.3328	0.3988	0.8620	nan	0.8457	0.9567	0.6882	0.8295	0.6244	nan	0.5629	0.7814	0.9270	nan	0.6536	0.8941	0.5220	0.5063	nan	0.3468	0.9271	0.8998	0.9683	0.0003	0.4289	nan	0.7348	0.8910	0.6148	0.7020	0.4386	nan	0.4674	0.5530	0.8255	nan	0.4658	0.7186	0.3678	0.4341	nan	0.2642	0.8434	0.7590	0.9232	0.0003	0.3144
0.3728	8.6	3440	0.5029	0.3331	0.3994	0.8618	nan	0.8387	0.9484	0.7098	0.8829	0.6024	nan	0.5643	0.7591	0.9298	nan	0.6295	0.9002	0.5154	0.5666	nan	0.3372	0.9267	0.9077	0.9673	0.0015	0.3931	nan	0.7372	0.8923	0.5936	0.7159	0.4306	nan	0.4657	0.5657	0.8217	nan	0.4689	0.7171	0.3759	0.4701	nan	0.2607	0.8440	0.7472	0.9236	0.0015	0.2945
0.3215	8.65	3460	0.5001	0.3317	0.3966	0.8617	nan	0.8409	0.9522	0.6916	0.8789	0.6052	nan	0.5472	0.7743	0.9375	nan	0.6106	0.9060	0.5107	0.5587	nan	0.3397	0.9219	0.9049	0.9687	0.0009	0.3458	nan	0.7373	0.8924	0.6030	0.7149	0.4208	nan	0.4623	0.5638	0.8139	nan	0.4601	0.7135	0.3776	0.4696	nan	0.2622	0.8446	0.7534	0.9230	0.0009	0.2691
0.4356	8.7	3480	0.5057	0.3301	0.3949	0.8606	nan	0.8475	0.9565	0.6858	0.8473	0.5677	nan	0.5664	0.7822	0.9409	nan	0.6240	0.9065	0.5442	0.5624	nan	0.3118	0.9114	0.9083	0.9653	0.0005	0.3137	nan	0.7341	0.8887	0.6047	0.7018	0.4274	nan	0.4696	0.5607	0.8099	nan	0.4581	0.7119	0.3788	0.4647	nan	0.2515	0.8455	0.7520	0.9238	0.0005	0.2482
0.6613	8.75	3500	0.5102	0.3327	0.3972	0.8606	nan	0.8291	0.9565	0.7071	0.8434	0.6047	nan	0.5574	0.7827	0.9328	nan	0.6421	0.8954	0.5175	0.5439	nan	0.3320	0.9286	0.9025	0.9656	0.0009	0.3710	nan	0.7357	0.8859	0.6202	0.6805	0.4237	nan	0.4675	0.5528	0.8207	nan	0.4908	0.7162	0.3851	0.4645	nan	0.2578	0.8449	0.7582	0.9246	0.0009	0.2829
0.2286	8.8	3520	0.5043	0.3332	0.4014	0.8612	nan	0.8477	0.9511	0.6811	0.8473	0.5966	nan	0.5674	0.8045	0.9322	nan	0.7107	0.8905	0.5294	0.5589	nan	0.3282	0.9295	0.9030	0.9731	0.0003	0.3936	nan	0.7347	0.8896	0.6042	0.6983	0.4228	nan	0.4699	0.5478	0.8227	nan	0.4964	0.7171	0.3830	0.4736	nan	0.2552	0.8441	0.7488	0.9203	0.0003	0.2991
0.5112	8.85	3540	0.5066	0.3330	0.4009	0.8607	nan	0.8456	0.9551	0.6827	0.8328	0.5947	nan	0.5432	0.8081	0.9257	nan	0.7082	0.8912	0.5458	0.5710	nan	0.3294	0.9227	0.9104	0.9731	0.0007	0.3885	nan	0.7358	0.8884	0.6060	0.6924	0.4196	nan	0.4633	0.5515	0.8246	nan	0.5041	0.7150	0.3862	0.4705	nan	0.2566	0.8446	0.7494	0.9208	0.0007	0.2937
0.2001	8.9	3560	0.5062	0.3323	0.3985	0.8608	nan	0.8616	0.9486	0.6559	0.8483	0.5931	nan	0.5557	0.8030	0.9372	nan	0.6620	0.9065	0.5201	0.5532	nan	0.3315	0.9194	0.9065	0.9742	0.0011	0.3765	nan	0.7221	0.8908	0.5735	0.7319	0.4276	nan	0.4633	0.5559	0.8147	nan	0.4853	0.7133	0.3848	0.4727	nan	0.2587	0.8458	0.7556	0.9197	0.0011	0.2856
0.4449	8.95	3580	0.5070	0.3339	0.4017	0.8621	nan	0.8382	0.9518	0.6850	0.8674	0.6389	nan	0.5610	0.8051	0.9349	nan	0.6780	0.9031	0.5389	0.5243	nan	0.3420	0.9239	0.8957	0.9721	0.0010	0.3909	nan	0.7346	0.8926	0.6133	0.7150	0.4256	nan	0.4659	0.5535	0.8186	nan	0.4980	0.7149	0.3800	0.4462	nan	0.2630	0.8463	0.7667	0.9214	0.0010	0.2952
0.5528	9.0	3600	0.5069	0.3323	0.3980	0.8607	nan	0.8544	0.9505	0.6579	0.8515	0.6126	nan	0.5407	0.7794	0.9402	nan	0.6528	0.8853	0.5449	0.5210	nan	0.3233	0.9271	0.9107	0.9678	0.0025	0.4164	nan	0.7252	0.8907	0.6020	0.7089	0.4306	nan	0.4598	0.5602	0.8158	nan	0.4872	0.7213	0.3830	0.4383	nan	0.2521	0.8432	0.7532	0.9231	0.0025	0.3053
0.2328	9.05	3620	0.5070	0.3334	0.3984	0.8620	nan	0.8472	0.9541	0.6656	0.8739	0.5919	nan	0.5629	0.7770	0.9416	nan	0.6339	0.8930	0.5268	0.5231	nan	0.3440	0.9200	0.9090	0.9711	0.0028	0.4117	nan	0.7263	0.8912	0.6041	0.7111	0.4369	nan	0.4712	0.5604	0.8146	nan	0.4792	0.7210	0.3851	0.4437	nan	0.2611	0.8456	0.7568	0.9215	0.0028	0.3022
0.2324	9.1	3640	0.5062	0.3327	0.3976	0.8619	nan	0.8482	0.9542	0.6546	0.8663	0.6266	nan	0.5457	0.7925	0.9348	nan	0.6466	0.9013	0.5276	0.5083	nan	0.3420	0.9210	0.9122	0.9683	0.0020	0.3724	nan	0.7298	0.8916	0.5968	0.7104	0.4382	nan	0.4663	0.5614	0.8163	nan	0.4880	0.7187	0.3855	0.4376	nan	0.2610	0.8454	0.7588	0.9236	0.0020	0.2836
0.3582	9.15	3660	0.5074	0.3317	0.3981	0.8616	nan	0.8538	0.9512	0.6518	0.8663	0.6249	nan	0.5704	0.7998	0.9389	nan	0.6558	0.9009	0.5349	0.4816	nan	0.3398	0.9190	0.9122	0.9704	0.0005	0.3682	nan	0.7275	0.8925	0.5900	0.7143	0.4460	nan	0.4727	0.5529	0.8144	nan	0.4836	0.7185	0.3814	0.4207	nan	0.2602	0.8445	0.7577	0.9219	0.0005	0.2838
0.3549	9.2	3680	0.5050	0.3343	0.3997	0.8630	nan	0.8323	0.9570	0.6858	0.8634	0.6097	nan	0.6074	0.7945	0.9414	nan	0.6485	0.9043	0.5285	0.4922	nan	0.3433	0.9199	0.9101	0.9687	0.0006	0.3824	nan	0.7353	0.8903	0.6169	0.7155	0.4411	nan	0.4873	0.5549	0.8110	nan	0.4889	0.7173	0.3845	0.4338	nan	0.2634	0.8453	0.7589	0.9233	0.0006	0.2943
0.2044	9.25	3700	0.5051	0.3350	0.3999	0.8626	nan	0.8512	0.9529	0.6664	0.8516	0.6323	nan	0.5947	0.7924	0.9321	nan	0.6447	0.9161	0.5253	0.5003	nan	0.3555	0.9118	0.9035	0.9714	0.0018	0.3936	nan	0.7291	0.8916	0.6054	0.7171	0.4488	nan	0.4850	0.5580	0.8164	nan	0.4939	0.7113	0.3838	0.4383	nan	0.2700	0.8465	0.7658	0.9210	0.0018	0.3023
0.2446	9.3	3720	0.5030	0.3346	0.3997	0.8629	nan	0.8521	0.9520	0.6690	0.8542	0.6262	nan	0.5859	0.7897	0.9342	nan	0.6436	0.8990	0.5412	0.5025	nan	0.3331	0.9239	0.9075	0.9699	0.0012	0.4070	nan	0.7282	0.8928	0.5983	0.7268	0.4440	nan	0.4814	0.5570	0.8184	nan	0.4939	0.7192	0.3819	0.4334	nan	0.2590	0.8449	0.7595	0.9226	0.0012	0.3090
0.4304	9.35	3740	0.5059	0.3341	0.4000	0.8626	nan	0.8611	0.9480	0.6555	0.8566	0.6283	nan	0.5766	0.7884	0.9345	nan	0.6515	0.8963	0.5551	0.5071	nan	0.3245	0.9270	0.9061	0.9722	0.0014	0.4101	nan	0.7255	0.8949	0.5879	0.7312	0.4432	nan	0.4746	0.5611	0.8188	nan	0.4915	0.7188	0.3833	0.4363	nan	0.2542	0.8444	0.7557	0.9212	0.0014	0.3142
0.2588	9.4	3760	0.5021	0.3350	0.4017	0.8627	nan	0.8472	0.9525	0.6787	0.8524	0.6224	nan	0.5635	0.7954	0.9313	nan	0.6508	0.8922	0.5305	0.5289	nan	0.3487	0.9250	0.9146	0.9706	0.0025	0.4445	nan	0.7309	0.8934	0.6009	0.7138	0.4390	nan	0.4744	0.5574	0.8227	nan	0.4939	0.7219	0.3838	0.4494	nan	0.2635	0.8446	0.7483	0.9229	0.0025	0.3225
0.2119	9.45	3780	0.5013	0.3353	0.4009	0.8628	nan	0.8374	0.9551	0.6953	0.8547	0.6074	nan	0.5668	0.7922	0.9278	nan	0.6525	0.9062	0.5282	0.5396	nan	0.3521	0.9214	0.9166	0.9637	0.0023	0.4071	nan	0.7349	0.8926	0.6146	0.7018	0.4347	nan	0.4748	0.5605	0.8233	nan	0.4956	0.7165	0.3907	0.4601	nan	0.2663	0.8458	0.7437	0.9248	0.0023	0.3107
0.3602	9.5	3800	0.5001	0.3359	0.4029	0.8630	nan	0.8477	0.9533	0.6792	0.8746	0.6007	nan	0.5703	0.7876	0.9290	nan	0.6544	0.8841	0.5509	0.5496	nan	0.3605	0.9223	0.9088	0.9716	0.0042	0.4422	nan	0.7300	0.8939	0.6027	0.7141	0.4382	nan	0.4733	0.5647	0.8244	nan	0.4943	0.7215	0.3884	0.4546	nan	0.2682	0.8459	0.7519	0.9223	0.0042	0.3211
0.3596	9.55	3820	0.5028	0.3356	0.4031	0.8627	nan	0.8429	0.9501	0.6709	0.8786	0.6145	nan	0.5972	0.7853	0.9249	nan	0.6541	0.8860	0.5516	0.5548	nan	0.3424	0.9266	0.9132	0.9706	0.0040	0.4269	nan	0.7313	0.8955	0.6033	0.7161	0.4375	nan	0.4782	0.5677	0.8254	nan	0.4954	0.7200	0.3870	0.4558	nan	0.2607	0.8439	0.7446	0.9230	0.0040	0.3152
0.1618	9.6	3840	0.5027	0.3349	0.4009	0.8631	nan	0.8443	0.9513	0.6816	0.8709	0.6367	nan	0.5743	0.7922	0.9313	nan	0.6455	0.9063	0.5386	0.5307	nan	0.3294	0.9198	0.9116	0.9678	0.0024	0.3921	nan	0.7331	0.8958	0.6113	0.7142	0.4373	nan	0.4746	0.5649	0.8208	nan	0.4937	0.7160	0.3872	0.4513	nan	0.2579	0.8466	0.7498	0.9237	0.0024	0.3011
0.3248	9.65	3860	0.5019	0.3351	0.4010	0.8630	nan	0.8368	0.9550	0.6750	0.8657	0.6173	nan	0.5786	0.7971	0.9302	nan	0.6513	0.8936	0.5448	0.5378	nan	0.3320	0.9278	0.9084	0.9684	0.0027	0.4099	nan	0.7329	0.8936	0.6129	0.7080	0.4386	nan	0.4756	0.5595	0.8233	nan	0.4967	0.7186	0.3875	0.4537	nan	0.2580	0.8450	0.7491	0.9239	0.0027	0.3085
0.2453	9.7	3880	0.5017	0.3349	0.4020	0.8630	nan	0.8353	0.9550	0.6888	0.8622	0.6032	nan	0.5871	0.8023	0.9382	nan	0.6545	0.8936	0.5229	0.5678	nan	0.3499	0.9268	0.9034	0.9737	0.0015	0.3965	nan	0.7323	0.8927	0.6113	0.7031	0.4392	nan	0.4779	0.5499	0.8184	nan	0.4905	0.7189	0.3911	0.4690	nan	0.2648	0.8455	0.7542	0.9207	0.0015	0.3022
0.1806	9.75	3900	0.5077	0.3345	0.4028	0.8622	nan	0.8265	0.9536	0.7033	0.8593	0.6410	nan	0.5829	0.7988	0.9422	nan	0.6510	0.8951	0.5256	0.5560	nan	0.3534	0.9217	0.9061	0.9736	0.0015	0.3939	nan	0.7322	0.8926	0.6123	0.7034	0.4338	nan	0.4765	0.5529	0.8139	nan	0.4896	0.7196	0.3880	0.4634	nan	0.2663	0.8467	0.7571	0.9205	0.0015	0.2983
0.2304	9.8	3920	0.5031	0.3335	0.4006	0.8616	nan	0.8446	0.9487	0.6844	0.8610	0.6197	nan	0.5669	0.8028	0.9304	nan	0.6597	0.8880	0.5229	0.5268	nan	0.3339	0.9337	0.9111	0.9712	0.0014	0.4127	nan	0.7305	0.8928	0.5928	0.7114	0.4340	nan	0.4734	0.5523	0.8231	nan	0.4956	0.7204	0.3856	0.4507	nan	0.2569	0.8405	0.7445	0.9219	0.0014	0.3094
0.4254	9.85	3940	0.5017	0.3347	0.4030	0.8621	nan	0.8486	0.9453	0.6676	0.8672	0.6292	nan	0.5922	0.8086	0.9359	nan	0.6462	0.9005	0.5243	0.5506	nan	0.3475	0.9265	0.9061	0.9662	0.0025	0.4269	nan	0.7284	0.8943	0.5861	0.7158	0.4345	nan	0.4780	0.5507	0.8202	nan	0.4933	0.7197	0.3851	0.4646	nan	0.2649	0.8460	0.7536	0.9245	0.0025	0.3135
0.4458	9.9	3960	0.5053	0.3338	0.4010	0.8616	nan	0.8520	0.9496	0.6683	0.8631	0.5919	nan	0.5839	0.7966	0.9355	nan	0.6470	0.9033	0.5407	0.5456	nan	0.3294	0.9143	0.9126	0.9700	0.0035	0.4240	nan	0.7279	0.8924	0.5850	0.7144	0.4364	nan	0.4776	0.5567	0.8202	nan	0.4919	0.7181	0.3822	0.4567	nan	0.2582	0.8475	0.7467	0.9226	0.0035	0.3100
0.4539	9.95	3980	0.5068	0.3324	0.3974	0.8612	nan	0.8555	0.9476	0.6411	0.8650	0.5977	nan	0.5588	0.7964	0.9328	nan	0.6389	0.9109	0.5344	0.5445	nan	0.3130	0.9243	0.9155	0.9645	0.0014	0.3780	nan	0.7247	0.8940	0.5799	0.7150	0.4343	nan	0.4683	0.5587	0.8182	nan	0.4902	0.7141	0.3868	0.4622	nan	0.2504	0.8448	0.7385	0.9242	0.0014	0.2972
0.3016	10.0	4000	0.5030	0.3338	0.4003	0.8621	nan	0.8504	0.9481	0.6649	0.8739	0.6017	nan	0.5652	0.8056	0.9321	nan	0.6484	0.9052	0.5216	0.5440	nan	0.3397	0.9282	0.9021	0.9671	0.0021	0.4099	nan	0.7271	0.8940	0.5845	0.7074	0.4377	nan	0.4698	0.5492	0.8218	nan	0.4926	0.7177	0.3855	0.4617	nan	0.2627	0.8451	0.7540	0.9238	0.0021	0.3099

Framework versions

Transformers 4.32.1
Pytorch 2.2.0+cpu
Datasets 2.17.0
Tokenizers 0.13.3

apisdn
/

segformer-b0-finetuned-segments-sidewalk-2

segformer-b0-finetuned-segments-sidewalk-2

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

Model tree for apisdn/segformer-b0-finetuned-segments-sidewalk-2

Evaluation results