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: 0.6403
Mean Iou: 0.3210
Mean Accuracy: 0.3874
Overall Accuracy: 0.8493
Accuracy Unlabeled: nan
Accuracy Flat-road: 0.8443
Accuracy Flat-sidewalk: 0.9507
Accuracy Flat-crosswalk: 0.6730
Accuracy Flat-cyclinglane: 0.7954
Accuracy Flat-parkingdriveway: 0.5373
Accuracy Flat-railtrack: nan
Accuracy Flat-curb: 0.5756
Accuracy Human-person: 0.7428
Accuracy Human-rider: 0.0
Accuracy Vehicle-car: 0.9401
Accuracy Vehicle-truck: 0.0
Accuracy Vehicle-bus: 0.0
Accuracy Vehicle-tramtrain: 0.0
Accuracy Vehicle-motorcycle: 0.0
Accuracy Vehicle-bicycle: 0.7730
Accuracy Vehicle-caravan: 0.0
Accuracy Vehicle-cartrailer: 0.0
Accuracy Construction-building: 0.8978
Accuracy Construction-door: 0.0147
Accuracy Construction-wall: 0.5139
Accuracy Construction-fenceguardrail: 0.4087
Accuracy Construction-bridge: 0.0
Accuracy Construction-tunnel: nan
Accuracy Construction-stairs: 0.0052
Accuracy Object-pole: 0.3614
Accuracy Object-trafficsign: 0.0023
Accuracy Object-trafficlight: 0.0
Accuracy Nature-vegetation: 0.9300
Accuracy Nature-terrain: 0.8478
Accuracy Sky: 0.9626
Accuracy Void-ground: 0.0113
Accuracy Void-dynamic: 0.2611
Accuracy Void-static: 0.3470
Accuracy Void-unclear: 0.0
Iou Unlabeled: nan
Iou Flat-road: 0.7257
Iou Flat-sidewalk: 0.8649
Iou Flat-crosswalk: 0.5071
Iou Flat-cyclinglane: 0.7349
Iou Flat-parkingdriveway: 0.3991
Iou Flat-railtrack: nan
Iou Flat-curb: 0.4485
Iou Human-person: 0.5331
Iou Human-rider: 0.0
Iou Vehicle-car: 0.8156
Iou Vehicle-truck: 0.0
Iou Vehicle-bus: 0.0
Iou Vehicle-tramtrain: 0.0
Iou Vehicle-motorcycle: 0.0
Iou Vehicle-bicycle: 0.5762
Iou Vehicle-caravan: 0.0
Iou Vehicle-cartrailer: 0.0
Iou Construction-building: 0.7181
Iou Construction-door: 0.0126
Iou Construction-wall: 0.4252
Iou Construction-fenceguardrail: 0.3330
Iou Construction-bridge: 0.0
Iou Construction-tunnel: nan
Iou Construction-stairs: 0.0052
Iou Object-pole: 0.2809
Iou Object-trafficsign: 0.0023
Iou Object-trafficlight: 0.0
Iou Nature-vegetation: 0.8503
Iou Nature-terrain: 0.7313
Iou Sky: 0.9150
Iou Void-ground: 0.0111
Iou Void-dynamic: 0.1348
Iou Void-static: 0.2484
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: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 50
mixed_precision_training: Native AMP

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
2.7727	0.2	20	2.9721	0.0928	0.1420	0.6366	nan	0.5569	0.9092	0.0	0.0076	0.0017	nan	0.0002	0.0	0.9175	0.0007	0.6650	0.0	0.0001	0.0000	nan	0.0	0.0	0.0	0.9510	0.0426	0.4922	0.0	0.0	0.0001	nan	0.3710	0.6807	0.0	0.0069	0.0017	0.0	0.0002	0.0	0.4408	0.0007	0.4608	0.0	0.0001	0.0000	nan	0.0	0.0	0.0	0.5801	0.0398	0.4784	0.0	0.0	0.0001
2.238	0.4	40	2.1527	0.1130	0.1611	0.6761	nan	0.6797	0.8999	0.0	0.0010	0.0007	nan	0.0	0.0	0.8137	0.0	0.8632	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9372	0.2053	0.7560	0.0	0.0	0.0	nan	0.4084	0.7102	0.0	0.0010	0.0007	0.0	0.0	0.0	0.5241	0.0	0.5124	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.6724	0.1821	0.7177	0.0	0.0	0.0
1.9471	0.6	60	1.8291	0.1157	0.1654	0.6877	nan	0.7371	0.8972	0.0	0.0068	0.0003	nan	0.0	0.0	0.8289	0.0	0.9039	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9405	0.1543	0.8236	0.0	0.0	0.0	nan	0.4418	0.7392	0.0	0.0068	0.0003	0.0	0.0	0.0	0.5390	0.0	0.5254	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.6578	0.1456	0.7628	0.0	0.0	0.0
1.6906	0.8	80	1.7004	0.1256	0.1721	0.6823	nan	0.8686	0.8250	0.0	0.0001	0.0004	nan	0.0	0.0	0.7735	0.0	0.9051	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9426	0.3146	0.8771	0.0	0.0	0.0	nan	0.3993	0.7342	0.0	0.0001	0.0004	nan	0.0	0.0	0.5841	0.0	0.5382	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.6890	0.2932	0.7793	0.0	0.0	0.0
1.5838	1.0	100	1.5630	0.1365	0.1844	0.7118	nan	0.8489	0.8837	0.0	0.0264	0.0020	nan	0.0	0.0	0.8543	0.0	0.9056	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9222	0.5818	0.8760	0.0	0.0	0.0	nan	0.4518	0.7677	0.0	0.0261	0.0020	nan	0.0	0.0	0.5732	0.0	0.5553	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7227	0.4820	0.7878	0.0	0.0	0.0
1.5333	1.2	120	1.4630	0.1476	0.1931	0.7305	nan	0.8272	0.9077	0.0	0.2708	0.0021	nan	0.0	0.0	0.8351	0.0	0.9227	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9189	0.6225	0.8723	0.0	0.0	0.0	nan	0.5050	0.7766	0.0	0.2571	0.0021	nan	0.0	0.0	0.5894	0.0	0.5407	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7378	0.5162	0.7979	0.0	0.0	0.0
1.5257	1.4	140	1.3623	0.1524	0.1975	0.7413	nan	0.8027	0.9292	0.0	0.3772	0.0039	nan	0.0	0.0	0.8747	0.0	0.9094	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9247	0.6325	0.8664	0.0	0.0	0.0	nan	0.5422	0.7746	0.0	0.3541	0.0039	nan	0.0	0.0	0.5923	0.0	0.5577	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7428	0.5094	0.7994	0.0	0.0	0.0
1.1982	1.6	160	1.3086	0.1566	0.2026	0.7470	nan	0.8030	0.9364	0.0	0.4093	0.0064	nan	0.0	0.0	0.8873	0.0	0.8903	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9132	0.7581	0.8795	0.0	0.0	0.0	nan	0.5346	0.7782	0.0	0.3815	0.0064	nan	0.0	0.0	0.5959	0.0	0.5771	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7491	0.5765	0.8104	0.0	0.0	0.0
1.319	1.8	180	1.2643	0.1582	0.2055	0.7413	nan	0.8847	0.8843	0.0	0.4445	0.0082	nan	0.0	0.0	0.8383	0.0	0.9146	0.0	0.0002	0.0	nan	0.0	0.0	0.0	0.9081	0.8122	0.8794	0.0	0.0	0.0	nan	0.4947	0.7856	0.0	0.4055	0.0082	nan	0.0	0.0	0.6241	0.0	0.5678	0.0	0.0002	0.0	nan	0.0	0.0	0.0	0.7527	0.6062	0.8164	0.0	0.0	0.0
1.1932	2.0	200	1.2048	0.1612	0.2076	0.7487	nan	0.8628	0.8976	0.0	0.4935	0.0153	nan	0.0	0.0	0.8357	0.0	0.9179	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.9265	0.8175	0.8779	0.0	0.0	0.0	nan	0.5206	0.7873	0.0	0.4420	0.0151	nan	0.0	0.0	0.6338	0.0	0.5695	0.0	0.0	0.0	nan	0.0	0.0	0.0	0.7570	0.6125	0.8192	0.0	0.0	0.0
1.759	2.2	220	1.1467	0.1609	0.2063	0.7529	nan	0.8607	0.9149	0.0	0.4514	0.0110	nan	0.0	0.0	0.8745	0.0	0.9142	0.0	0.0001	0.0	nan	0.0	0.0	0.0	0.9340	0.7428	0.8980	0.0	0.0	0.0	nan	0.5233	0.7989	0.0	0.4139	0.0108	nan	0.0	0.0	0.6346	0.0	0.5787	0.0	0.0001	0.0	nan	0.0	0.0	0.0	0.7607	0.6054	0.8217	0.0	0.0	0.0
1.1517	2.4	240	1.1088	0.1647	0.2117	0.7565	nan	0.8861	0.8980	0.0	0.5376	0.0258	nan	0.0	0.0	0.8844	0.0	0.9263	0.0	0.0004	0.0	nan	0.0	0.0	0.0	0.9254	0.8261	0.8634	0.0	0.0	0.0	nan	0.5320	0.8072	0.0	0.4647	0.0250	nan	0.0	0.0	0.6355	0.0	0.5708	0.0	0.0004	0.0	nan	0.0	0.0	0.0	0.7720	0.6436	0.8195	0.0	0.0	0.0
1.1605	2.6	260	1.0856	0.1683	0.2148	0.7645	nan	0.8869	0.9101	0.0	0.6397	0.0300	nan	0.0	0.0	0.8903	0.0	0.9173	0.0	0.0013	0.0	nan	0.0	0.0	0.0	0.9303	0.7561	0.9104	0.0	0.0	0.0	nan	0.5582	0.8064	0.0	0.5093	0.0290	nan	0.0	0.0	0.6504	0.0	0.5849	0.0	0.0013	0.0	nan	0.0	0.0	0.0	0.7802	0.6382	0.8274	0.0	0.0	0.0
1.1048	2.8	280	1.0169	0.1695	0.2149	0.7677	nan	0.8066	0.9534	0.0	0.6076	0.0414	nan	0.0002	0.0	0.8940	0.0	0.9213	0.0	0.0013	0.0	nan	0.0	0.0	0.0	0.8859	0.8667	0.8992	0.0	0.0	0.0	nan	0.5941	0.7906	0.0	0.5400	0.0395	nan	0.0002	0.0	0.6558	0.0	0.5897	0.0	0.0013	0.0	nan	0.0	0.0	0.0	0.7710	0.6057	0.8352	0.0	0.0	0.0
0.9929	3.0	300	1.0316	0.1682	0.2146	0.7636	nan	0.8396	0.9398	0.0005	0.5171	0.0998	nan	0.0052	0.0	0.8858	0.0	0.9344	0.0	0.0064	0.0	nan	0.0	0.0	0.0	0.8703	0.8733	0.8965	0.0	0.0	0.0	nan	0.5718	0.8054	0.0005	0.4718	0.0905	nan	0.0052	0.0	0.6555	0.0	0.5782	0.0	0.0064	0.0	nan	0.0	0.0	0.0	0.7633	0.5968	0.8380	0.0	0.0	0.0
0.996	3.2	320	1.0391	0.1708	0.2176	0.7608	nan	0.9006	0.8864	0.0	0.6358	0.0930	nan	0.0047	0.0	0.8452	0.0	0.8983	0.0	0.0066	0.0	nan	0.0	0.0	0.0	0.9477	0.8168	0.9284	0.0	0.0	0.0	nan	0.5265	0.8075	0.0	0.5175	0.0832	nan	0.0047	0.0	0.6867	0.0	0.5931	0.0	0.0066	0.0	nan	0.0	0.0	0.0	0.7559	0.6500	0.8328	0.0	0.0	0.0
1.2456	3.4	340	0.9698	0.1774	0.2246	0.7735	nan	0.8427	0.9161	0.0016	0.6718	0.1890	nan	0.0639	0.0	0.8896	0.0	0.9141	0.0	0.0038	0.0	nan	0.0	0.0	0.0	0.9439	0.8253	0.9254	0.0	0.0	0.0	nan	0.6034	0.8150	0.0016	0.5504	0.1465	nan	0.0611	0.0	0.6677	0.0	0.5784	0.0	0.0038	0.0	nan	0.0	0.0	0.0	0.7766	0.6373	0.8358	0.0	0.0	0.0
0.9002	3.6	360	0.9430	0.1790	0.2253	0.7731	nan	0.9069	0.8978	0.0042	0.6240	0.2573	nan	0.0619	0.0	0.9139	0.0	0.9355	0.0	0.0120	0.0	nan	0.0	0.0	0.0	0.9306	0.7597	0.9071	0.0	0.0	0.0	nan	0.5852	0.8232	0.0042	0.5439	0.1809	nan	0.0590	0.0	0.6541	0.0	0.5872	0.0	0.0119	0.0	nan	0.0	0.0	0.0	0.7877	0.6485	0.8437	0.0	0.0	0.0
1.289	3.8	380	0.9365	0.1762	0.2235	0.7693	nan	0.8738	0.8979	0.0050	0.6964	0.2620	nan	0.0790	0.0	0.9146	0.0	0.9150	0.0	0.0161	0.0	nan	0.0	0.0	0.0	0.9503	0.6359	0.9062	0.0	0.0	0.0	nan	0.5992	0.8140	0.0049	0.5577	0.1848	nan	0.0732	0.0	0.6377	0.0	0.5959	0.0	0.0160	0.0	nan	0.0	0.0	0.0	0.7571	0.5500	0.8480	0.0	0.0	0.0
0.751	4.0	400	0.9016	0.1833	0.2288	0.7774	nan	0.7969	0.9442	0.0581	0.6050	0.2453	nan	0.1200	0.0	0.9166	0.0	0.9227	0.0	0.0187	0.0	nan	0.0	0.0000	0.0	0.9086	0.8690	0.9168	0.0	0.0	0.0	nan	0.6249	0.8073	0.0521	0.5574	0.1806	nan	0.1098	0.0	0.6509	0.0	0.5892	0.0	0.0186	0.0	nan	0.0	0.0000	0.0	0.7811	0.6452	0.8479	0.0	0.0	0.0
1.1224	4.2	420	0.8994	0.1818	0.2238	0.7797	nan	0.9074	0.9314	0.0073	0.5494	0.1807	nan	0.0786	0.0	0.8953	0.0	0.9183	0.0	0.0402	0.0	nan	0.0	0.0005	0.0	0.9334	0.7944	0.9262	0.0	0.0	0.0	nan	0.5765	0.8215	0.0073	0.5230	0.1542	nan	0.0740	0.0	0.6948	0.0	0.6023	0.0	0.0396	0.0	nan	0.0	0.0005	0.0	0.7983	0.6721	0.8549	0.0	0.0	0.0
0.759	4.4	440	0.8654	0.1916	0.2364	0.7861	nan	0.8104	0.9362	0.1293	0.7142	0.2951	nan	0.1558	0.0	0.9104	0.0	0.9246	0.0	0.0337	0.0	nan	0.0	0.0021	0.0	0.9421	0.8029	0.9091	0.0	0.0	0.0	nan	0.6209	0.8274	0.1126	0.6038	0.2111	nan	0.1414	0.0	0.6710	0.0	0.5932	0.0	0.0332	0.0	nan	0.0	0.0021	0.0	0.7909	0.6706	0.8516	0.0	0.0	0.0
0.9955	4.6	460	0.8445	0.1964	0.2411	0.7885	nan	0.8536	0.9294	0.1960	0.6643	0.3414	nan	0.1664	0.0	0.8780	0.0	0.9198	0.0	0.0677	0.0	nan	0.0	0.0022	0.0	0.9377	0.8400	0.9202	0.0	0.0	0.0	nan	0.6178	0.8339	0.1637	0.6118	0.2315	nan	0.1513	0.0	0.6999	0.0	0.6013	0.0	0.0662	0.0	nan	0.0	0.0022	0.0	0.7783	0.6735	0.8532	0.0	0.0	0.0
0.7703	4.8	480	0.8443	0.1955	0.2400	0.7891	nan	0.8086	0.9425	0.1465	0.7043	0.2814	nan	0.2007	0.0	0.9271	0.0	0.9216	0.0	0.0721	0.0	nan	0.0	0.0050	0.0	0.9321	0.8153	0.9220	0.0	0.0	0.0	nan	0.6190	0.8196	0.1229	0.6090	0.2185	nan	0.1764	0.0	0.6645	0.0	0.6060	0.0	0.0697	0.0	nan	0.0	0.0050	0.0	0.8031	0.6860	0.8572	0.0	0.0	0.0
0.7671	5.0	500	0.8440	0.1962	0.2393	0.7871	nan	0.8029	0.9441	0.2184	0.6918	0.2495	nan	0.1701	0.0	0.8801	0.0	0.9335	0.0	0.0720	0.0	nan	0.0	0.0038	0.0	0.9280	0.8410	0.9209	0.0	0.0	0.0	nan	0.6140	0.8161	0.1670	0.6230	0.1957	nan	0.1571	0.0	0.6918	0.0	0.5914	0.0	0.0683	0.0	nan	0.0	0.0038	0.0	0.8022	0.6900	0.8588	0.0	0.0	0.0
0.8982	5.2	520	0.8091	0.2050	0.2509	0.7947	nan	0.8150	0.9364	0.3546	0.7714	0.2851	nan	0.1943	0.0	0.8837	0.0	0.9305	0.0	0.1548	0.0	nan	0.0	0.0059	0.0	0.9341	0.8363	0.9262	0.0	0.0	0.0	nan	0.6274	0.8305	0.2792	0.6232	0.2191	nan	0.1715	0.0	0.7069	0.0	0.6050	0.0	0.1429	0.0	nan	0.0	0.0059	0.0	0.8023	0.6856	0.8600	0.0	0.0	0.0
0.903	5.4	540	0.8054	0.2120	0.2613	0.7977	nan	0.8287	0.9339	0.4502	0.6305	0.4151	nan	0.2740	0.0	0.9428	0.0	0.9067	0.0	0.2877	0.0	nan	0.0	0.0045	0.0	0.9308	0.8340	0.9241	0.0	0.0	0.0	nan	0.6213	0.8412	0.3275	0.5929	0.2545	nan	0.2336	0.0	0.6504	0.0	0.6335	0.0	0.2509	0.0	nan	0.0	0.0045	0.0	0.8096	0.7005	0.8628	0.0	0.0	0.0
0.5214	5.6	560	0.8027	0.2101	0.2603	0.7948	nan	0.8147	0.9383	0.4754	0.6093	0.3817	nan	0.2451	0.0	0.9325	0.0	0.8930	0.0	0.2950	0.0	nan	0.0	0.0128	0.0	0.9268	0.8693	0.9342	0.0	0.0	0.0000	nan	0.6000	0.8322	0.3224	0.5826	0.2639	nan	0.2131	0.0	0.6698	0.0	0.6391	0.0	0.2559	0.0	nan	0.0	0.0128	0.0	0.7953	0.6767	0.8596	0.0	0.0	0.0000
0.8457	5.8	580	0.7808	0.2089	0.2538	0.7965	nan	0.8065	0.9527	0.3859	0.6378	0.3112	nan	0.2219	0.0	0.9066	0.0	0.9176	0.0	0.2562	0.0	nan	0.0	0.0175	0.0	0.9244	0.8656	0.9185	0.0	0.0	0.0	nan	0.6147	0.8286	0.3048	0.5928	0.2397	nan	0.1958	0.0	0.7064	0.0	0.6298	0.0	0.2221	0.0	nan	0.0	0.0174	0.0	0.7930	0.6719	0.8665	0.0	0.0	0.0
0.7294	6.0	600	0.7689	0.2161	0.2674	0.8021	nan	0.8502	0.9288	0.5059	0.7094	0.3933	nan	0.3108	0.0	0.8811	0.0	0.9300	0.0	0.3011	0.0000	nan	0.0	0.0211	0.0	0.9121	0.8668	0.9464	0.0	0.0	0.0	nan	0.6459	0.8453	0.3152	0.6165	0.2676	nan	0.2556	0.0	0.7245	0.0	0.6202	0.0	0.2584	0.0000	nan	0.0	0.0209	0.0	0.8054	0.6773	0.8623	0.0	0.0	0.0
0.5809	6.2	620	0.7856	0.2150	0.2631	0.8003	nan	0.8691	0.9258	0.4967	0.6018	0.4342	nan	0.2411	0.0	0.9254	0.0	0.9159	0.0	0.3265	0.0000	nan	0.0	0.0245	0.0	0.9464	0.7742	0.9379	0.0	0.0	0.0	nan	0.6193	0.8432	0.3557	0.5738	0.2914	nan	0.2104	0.0	0.6930	0.0	0.6347	0.0	0.2872	0.0000	nan	0.0	0.0243	0.0	0.8005	0.6809	0.8667	0.0	0.0	0.0
0.8122	6.4	640	0.7670	0.2167	0.2712	0.7982	nan	0.7966	0.9241	0.3738	0.7822	0.4236	nan	0.3869	0.0	0.9092	0.0	0.8520	0.0	0.4699	0.0	nan	0.0	0.0330	0.0	0.9381	0.8619	0.9279	0.0	0.0	0.0	nan	0.6449	0.8397	0.2515	0.6049	0.3032	nan	0.2880	0.0	0.7161	0.0	0.5984	0.0	0.2903	0.0	nan	0.0	0.0326	0.0	0.8030	0.6917	0.8714	0.0	0.0	0.0
0.7987	6.6	660	0.7725	0.2154	0.2668	0.7971	nan	0.7872	0.9338	0.4212	0.6685	0.4759	nan	0.3090	0.0	0.9042	0.0	0.9299	0.0	0.3476	0.0000	nan	0.0	0.0362	0.0	0.8950	0.8931	0.9374	0.0	0.0	0.0	nan	0.6293	0.8368	0.2974	0.6025	0.2969	nan	0.2589	0.0	0.7093	0.0	0.6095	0.0	0.2851	0.0000	nan	0.0	0.0358	0.0	0.8016	0.6590	0.8692	0.0	0.0	0.0
0.7529	6.8	680	0.7498	0.2207	0.2710	0.8058	nan	0.8662	0.9337	0.4530	0.6650	0.4309	nan	0.3108	0.0	0.9326	0.0001	0.8790	0.0	0.4342	0.0006	nan	0.0	0.0490	0.0	0.9309	0.8478	0.9380	0.0	0.0	0.0003	nan	0.6410	0.8467	0.3420	0.6174	0.2971	nan	0.2567	0.0	0.6995	0.0001	0.6387	0.0	0.2834	0.0006	nan	0.0	0.0476	0.0	0.8185	0.6989	0.8734	0.0	0.0	0.0003
0.5444	7.0	700	0.7327	0.2207	0.2693	0.8090	nan	0.8280	0.9345	0.4296	0.7943	0.3819	nan	0.2954	0.0	0.9155	0.0001	0.9199	0.0	0.3459	0.0055	nan	0.0	0.0384	0.0	0.9437	0.8543	0.9319	0.0	0.0	0.0000	nan	0.6543	0.8457	0.3345	0.6286	0.3045	nan	0.2505	0.0	0.7124	0.0001	0.6322	0.0	0.2824	0.0055	nan	0.0	0.0377	0.0	0.8073	0.6967	0.8713	0.0	0.0	0.0000
0.6023	7.2	720	0.7441	0.2234	0.2735	0.8077	nan	0.8265	0.9444	0.5126	0.6725	0.4805	nan	0.2644	0.0	0.9113	0.0006	0.9175	0.0	0.4113	0.0497	nan	0.0	0.0443	0.0	0.9112	0.8507	0.9538	0.0	0.0	0.0001	nan	0.6513	0.8405	0.3539	0.6107	0.3225	nan	0.2279	0.0	0.7210	0.0006	0.6374	0.0	0.3051	0.0493	nan	0.0	0.0434	0.0	0.8188	0.7008	0.8642	0.0	0.0	0.0001
0.5963	7.4	740	0.7430	0.2192	0.2663	0.8058	nan	0.8321	0.9333	0.2997	0.7413	0.4706	nan	0.2650	0.0	0.9260	0.0002	0.8955	0.0	0.4018	0.0296	nan	0.0	0.0491	0.0	0.9511	0.7915	0.9351	0.0	0.0	0.0001	nan	0.6355	0.8420	0.2548	0.6186	0.3190	nan	0.2276	0.0	0.7090	0.0002	0.6427	0.0	0.3133	0.0296	nan	0.0	0.0473	0.0	0.8033	0.6954	0.8746	0.0	0.0	0.0001
0.5721	7.6	760	0.7195	0.2270	0.2837	0.8098	nan	0.8355	0.9385	0.5990	0.7549	0.4137	nan	0.3686	0.0	0.9199	0.0006	0.8525	0.0	0.5062	0.0392	nan	0.0	0.0849	0.0	0.9259	0.8777	0.9478	0.0	0.0	0.0121	nan	0.6597	0.8544	0.3218	0.6661	0.3203	nan	0.2968	0.0	0.7324	0.0006	0.6364	0.0	0.2917	0.0390	nan	0.0	0.0796	0.0	0.8022	0.6768	0.8726	0.0	0.0	0.0120
0.8324	7.8	780	0.7347	0.2252	0.2710	0.8091	nan	0.8014	0.9536	0.3100	0.6944	0.4008	nan	0.3382	0.0	0.9127	0.0001	0.9177	0.0	0.4568	0.0745	nan	0.0	0.0810	0.0	0.9201	0.8713	0.9299	0.0	0.0	0.0090	nan	0.6424	0.8327	0.2451	0.6539	0.3099	nan	0.2835	0.0	0.7243	0.0001	0.6401	0.0	0.3196	0.0740	nan	0.0	0.0782	0.0	0.8218	0.6948	0.8783	0.0	0.0	0.0088
0.4803	8.0	800	0.7454	0.2235	0.2734	0.8053	nan	0.7347	0.9565	0.2761	0.7447	0.4593	nan	0.3221	0.0	0.9379	0.0001	0.9133	0.0	0.4638	0.0900	nan	0.0	0.1044	0.0	0.8968	0.8919	0.9404	0.0	0.0	0.0178	nan	0.6318	0.8273	0.2243	0.6152	0.3356	nan	0.2602	0.0	0.6900	0.0001	0.6498	0.0	0.3448	0.0887	nan	0.0	0.0981	0.0	0.8149	0.6747	0.8778	0.0	0.0	0.0173
0.5104	8.2	820	0.7296	0.2298	0.2768	0.8093	nan	0.7888	0.9542	0.4161	0.6965	0.4303	nan	0.3390	0.0	0.9114	0.0092	0.9404	0.0	0.4090	0.1382	nan	0.0	0.1081	0.0	0.8970	0.8691	0.9404	0.0	0.0	0.0111	nan	0.6525	0.8352	0.3231	0.6349	0.3087	nan	0.2787	0.0	0.7280	0.0092	0.6350	0.0	0.3163	0.1324	nan	0.0	0.1016	0.0	0.8206	0.6890	0.8769	0.0	0.0	0.0107
0.605	8.4	840	0.7034	0.2343	0.2828	0.8152	nan	0.8059	0.9512	0.5050	0.7752	0.4037	nan	0.3324	0.0001	0.9304	0.0107	0.8922	0.0	0.4665	0.1256	nan	0.0	0.1037	0.0	0.9377	0.8414	0.9419	0.0	0.0	0.0252	nan	0.6656	0.8437	0.3816	0.6677	0.3038	nan	0.2667	0.0001	0.7180	0.0107	0.6427	0.0	0.3447	0.1230	nan	0.0	0.0951	0.0	0.8201	0.7094	0.8808	0.0	0.0	0.0242
0.5983	8.6	860	0.7034	0.2390	0.2936	0.8128	nan	0.8399	0.9195	0.5414	0.7215	0.5681	nan	0.3534	0.0067	0.9168	0.0206	0.8975	0.0	0.4541	0.2814	nan	0.0	0.1126	0.0	0.9353	0.8537	0.9451	0.0	0.0	0.0276	nan	0.6446	0.8509	0.3462	0.6674	0.3355	nan	0.2929	0.0066	0.7314	0.0206	0.6510	0.0	0.3398	0.2264	nan	0.0	0.1019	0.0	0.8217	0.7070	0.8784	0.0	0.0	0.0263
0.5827	8.8	880	0.6891	0.2404	0.2956	0.8162	nan	0.8501	0.9340	0.5867	0.7773	0.5164	nan	0.3631	0.0175	0.9437	0.0186	0.8472	0.0	0.4710	0.2856	nan	0.0	0.1404	0.0	0.9448	0.7966	0.9408	0.0	0.0	0.0264	nan	0.6901	0.8580	0.3811	0.6795	0.3404	nan	0.3041	0.0175	0.7039	0.0186	0.6364	0.0	0.3029	0.2233	nan	0.0	0.1182	0.0	0.8171	0.6941	0.8819	0.0	0.0	0.0251
0.4385	9.0	900	0.6875	0.2412	0.2890	0.8200	nan	0.8493	0.9405	0.4292	0.7804	0.4502	nan	0.3744	0.0345	0.9138	0.0320	0.9213	0.0	0.4610	0.1677	nan	0.0	0.1401	0.0	0.9233	0.8497	0.9475	0.0	0.0	0.0343	nan	0.6713	0.8530	0.3377	0.6645	0.3474	nan	0.3083	0.0344	0.7359	0.0320	0.6398	0.0	0.3590	0.1627	nan	0.0	0.1196	0.0	0.8284	0.7126	0.8802	0.0	0.0	0.0326
0.5234	9.2	920	0.6834	0.2484	0.3035	0.8189	nan	0.8420	0.9305	0.5342	0.8193	0.5370	nan	0.3538	0.0668	0.9227	0.1171	0.8880	0.0	0.4974	0.3097	nan	0.0	0.1375	0.0	0.9121	0.8679	0.9435	0.0	0.0	0.0313	nan	0.6788	0.8604	0.3883	0.6807	0.3526	nan	0.3009	0.0665	0.7450	0.1155	0.6337	0.0	0.3300	0.2373	nan	0.0	0.1222	0.0	0.8292	0.6958	0.8808	0.0	0.0	0.0295
0.6341	9.4	940	0.6836	0.2485	0.2976	0.8194	nan	0.8241	0.9534	0.5385	0.7238	0.4543	nan	0.3134	0.0483	0.9363	0.1085	0.8865	0.0	0.4752	0.2486	nan	0.0	0.1779	0.0	0.9235	0.8629	0.9371	0.0	0.0	0.1096	nan	0.6711	0.8426	0.4016	0.6570	0.3427	nan	0.2632	0.0481	0.7300	0.1069	0.6629	0.0	0.3533	0.2235	nan	0.0	0.1465	0.0	0.8264	0.7011	0.8838	0.0	0.0	0.0920
0.5181	9.6	960	0.6794	0.2482	0.3051	0.8167	nan	0.8284	0.9370	0.5155	0.7887	0.5200	nan	0.4189	0.0589	0.9418	0.0977	0.8426	0.0	0.5325	0.2381	nan	0.0	0.2022	0.0	0.9041	0.9107	0.9479	0.0	0.0	0.0795	nan	0.6766	0.8567	0.3955	0.6770	0.3655	nan	0.3260	0.0586	0.7262	0.0963	0.6434	0.0	0.3255	0.2141	nan	0.0	0.1577	0.0	0.8116	0.6565	0.8846	0.0	0.0	0.0704
0.4359	9.8	980	0.6974	0.2505	0.2967	0.8163	nan	0.7763	0.9605	0.5081	0.7592	0.3727	nan	0.3392	0.1242	0.9151	0.1432	0.9277	0.0	0.4023	0.3047	nan	0.0	0.1763	0.0	0.9092	0.8536	0.9467	0.0	0.0	0.0750	nan	0.6586	0.8255	0.4024	0.6500	0.3122	nan	0.2818	0.1228	0.7516	0.1410	0.6559	0.0	0.3397	0.2430	nan	0.0	0.1450	0.0	0.8280	0.7052	0.8838	0.0	0.0	0.0683
0.4177	10.0	1000	0.6762	0.2590	0.3083	0.8213	nan	0.7776	0.9499	0.5128	0.7633	0.5222	nan	0.3688	0.2696	0.9272	0.1658	0.9210	0.0	0.4022	0.3166	nan	0.0	0.1877	0.0	0.9371	0.8303	0.9278	0.0	0.0	0.0869	nan	0.6628	0.8455	0.3878	0.6721	0.3579	nan	0.2982	0.2581	0.7439	0.1624	0.6610	0.0	0.3352	0.2475	nan	0.0	0.1528	0.0	0.8281	0.7110	0.8830	0.0	0.0	0.0809
0.539	10.2	1020	0.6589	0.2656	0.3172	0.8273	nan	0.8317	0.9526	0.5330	0.8127	0.4697	nan	0.4010	0.2803	0.9289	0.1965	0.8771	0.0	0.4854	0.3323	nan	0.0	0.2080	0.0	0.9188	0.8654	0.9583	0.0	0.0	0.0981	nan	0.6914	0.8566	0.4263	0.7048	0.3578	nan	0.3122	0.2696	0.7514	0.1896	0.6600	0.0	0.3512	0.2601	nan	0.0	0.1681	0.0	0.8265	0.7026	0.8820	0.0	0.0	0.0882
0.4356	10.4	1040	0.6685	0.2679	0.3192	0.8244	nan	0.8353	0.9486	0.4924	0.7449	0.4568	nan	0.3622	0.3769	0.9394	0.2748	0.8902	0.0	0.4788	0.3756	nan	0.0	0.2036	0.0	0.9220	0.8615	0.9392	0.0	0.0	0.1108	nan	0.6783	0.8482	0.4022	0.6572	0.3539	nan	0.2870	0.3470	0.7457	0.2573	0.6670	0.0	0.3617	0.2771	nan	0.0	0.1667	0.0	0.8292	0.7060	0.8862	0.0	0.0	0.1010
0.4064	10.6	1060	0.6546	0.2686	0.3257	0.8239	nan	0.8093	0.9395	0.6188	0.7993	0.5335	nan	0.4037	0.4566	0.9380	0.2391	0.8860	0.0	0.4810	0.3253	nan	0.0	0.1784	0.0	0.9274	0.8293	0.9446	0.0	0.0	0.1131	nan	0.6870	0.8571	0.3975	0.6556	0.3621	nan	0.3178	0.3939	0.7454	0.2299	0.6483	0.0	0.3457	0.2632	nan	0.0	0.1552	0.0	0.8333	0.7133	0.8871	0.0	0.0	0.1029
0.3416	10.8	1080	0.6581	0.2687	0.3224	0.8223	nan	0.8568	0.9465	0.5473	0.7050	0.4894	nan	0.3752	0.4825	0.9221	0.2306	0.8475	0.0	0.5355	0.3308	nan	0.0	0.1920	0.0	0.9262	0.8448	0.9424	0.0	0.0	0.1423	nan	0.6814	0.8498	0.3982	0.6803	0.3539	nan	0.3111	0.4006	0.7635	0.2230	0.6519	0.0	0.3207	0.2574	nan	0.0	0.1652	0.0	0.8282	0.7023	0.8865	0.0	0.0	0.1237
0.514	11.0	1100	0.6514	0.2730	0.3270	0.8270	nan	0.8495	0.9373	0.5673	0.7334	0.5228	nan	0.3520	0.5089	0.9246	0.2707	0.9161	0.0	0.4873	0.3041	nan	0.0	0.2086	0.0	0.9219	0.8482	0.9531	0.0	0.0	0.1582	nan	0.6866	0.8534	0.3906	0.6612	0.3482	nan	0.3025	0.4151	0.7591	0.2610	0.6710	0.0	0.3915	0.2597	nan	0.0	0.1741	0.0	0.8328	0.7065	0.8852	0.0	0.0	0.1379
0.5467	11.2	1120	0.6465	0.2712	0.3228	0.8293	nan	0.8716	0.9327	0.4852	0.7846	0.4858	nan	0.4176	0.4862	0.9334	0.2005	0.8988	0.0	0.4989	0.2766	nan	0.0	0.1820	0.0	0.9409	0.8356	0.9502	0.0	0.0	0.1478	nan	0.6790	0.8575	0.3823	0.6999	0.3624	nan	0.3333	0.4187	0.7393	0.1899	0.6806	0.0	0.3786	0.2432	nan	0.0	0.1596	0.0	0.8274	0.7101	0.8855	0.0	0.0	0.1302
0.439	11.4	1140	0.6473	0.2823	0.3364	0.8315	nan	0.8503	0.9454	0.5587	0.7725	0.4720	nan	0.3822	0.5992	0.9161	0.3506	0.8891	0.0	0.4471	0.3213	nan	0.0	0.2599	0.0	0.9363	0.8517	0.9541	0.0	0.0	0.2592	nan	0.6934	0.8513	0.4237	0.6875	0.3515	nan	0.3157	0.4476	0.7721	0.3285	0.6810	0.0	0.3750	0.2646	nan	0.0	0.2012	0.0	0.8321	0.7193	0.8873	0.0	0.0	0.2024
0.4914	11.6	1160	0.6499	0.2805	0.3353	0.8285	nan	0.8019	0.9381	0.6087	0.7731	0.5724	nan	0.4383	0.4987	0.9353	0.4048	0.9343	0.0	0.4367	0.3251	nan	0.0	0.2035	0.0	0.9214	0.8390	0.9476	0.0	0.0	0.1518	nan	0.6790	0.8566	0.4473	0.7055	0.3448	nan	0.3438	0.4197	0.7540	0.3601	0.6677	0.0	0.3725	0.2712	nan	0.0	0.1733	0.0	0.8373	0.7188	0.8912	0.0	0.0	0.1345
0.4388	11.8	1180	0.6390	0.2849	0.3452	0.8301	nan	0.8190	0.9485	0.6040	0.7764	0.5143	nan	0.4133	0.6353	0.9337	0.4818	0.8741	0.0	0.4704	0.4469	nan	0.0	0.2157	0.0	0.9277	0.8494	0.9514	0.0	0.0	0.1845	nan	0.6920	0.8574	0.4350	0.7139	0.3451	nan	0.3368	0.4744	0.7627	0.4191	0.6752	0.0	0.3602	0.2799	nan	0.0	0.1815	0.0	0.8281	0.7057	0.8904	0.0	0.0	0.1582
0.4178	12.0	1200	0.6291	0.2836	0.3386	0.8336	nan	0.8405	0.9486	0.5971	0.7724	0.4692	nan	0.4099	0.5875	0.9322	0.4201	0.9002	0.0	0.5155	0.3086	nan	0.0	0.2199	0.0	0.9319	0.8588	0.9501	0.0	0.0	0.1712	nan	0.6973	0.8564	0.4409	0.6726	0.3551	nan	0.3352	0.4539	0.7653	0.3717	0.6836	0.0	0.3982	0.2725	nan	0.0	0.1823	0.0	0.8347	0.7133	0.8903	0.0	0.0	0.1507
0.5051	12.2	1220	0.6276	0.2805	0.3385	0.8306	nan	0.8262	0.9360	0.6088	0.8503	0.4675	nan	0.4178	0.5233	0.9372	0.4267	0.9125	0.0	0.5025	0.3686	nan	0.0	0.2099	0.0	0.9280	0.8323	0.9428	0.0	0.0	0.1400	nan	0.6795	0.8635	0.4062	0.6759	0.3490	nan	0.3301	0.4314	0.7495	0.3722	0.6725	0.0	0.4073	0.2999	nan	0.0	0.1780	0.0	0.8331	0.7117	0.8902	0.0	0.0	0.1260
0.3203	12.4	1240	0.6269	0.2920	0.3508	0.8356	nan	0.8448	0.9412	0.5412	0.8306	0.5255	nan	0.4174	0.6536	0.9167	0.4961	0.9173	0.0	0.4955	0.3951	nan	0.0	0.2729	0.0	0.9019	0.8648	0.9576	0.0	0.0	0.2532	nan	0.6949	0.8592	0.4137	0.7062	0.3805	nan	0.3382	0.4819	0.7730	0.4287	0.6861	0.0	0.4222	0.3160	nan	0.0	0.2109	0.0	0.8349	0.7083	0.8861	0.0	0.0	0.2038
0.4524	12.6	1260	0.6283	0.2856	0.3495	0.8283	nan	0.8408	0.9169	0.5074	0.8827	0.5754	nan	0.4259	0.5961	0.9387	0.4880	0.8511	0.0	0.5259	0.3874	nan	0.0	0.2489	0.0	0.9382	0.8376	0.9528	0.0	0.0	0.2702	nan	0.7041	0.8580	0.4117	0.6867	0.3283	nan	0.3372	0.4609	0.7630	0.4066	0.6826	0.0	0.3694	0.2888	nan	0.0	0.2041	0.0	0.8331	0.7057	0.8929	0.0	0.0	0.2076
0.5432	12.8	1280	0.6377	0.2849	0.3382	0.8341	nan	0.8466	0.9498	0.5075	0.7977	0.4425	nan	0.4208	0.6301	0.9254	0.5013	0.9353	0.0	0.4000	0.3774	nan	0.0	0.2027	0.0	0.9160	0.8706	0.9523	0.0	0.0	0.1468	nan	0.6987	0.8524	0.4111	0.7054	0.3476	nan	0.3383	0.4593	0.7760	0.4287	0.6743	0.0	0.3533	0.3053	nan	0.0	0.1783	0.0	0.8412	0.7227	0.8910	0.0	0.0	0.1335
0.4231	13.0	1300	0.6332	0.2882	0.3485	0.8340	nan	0.8234	0.9443	0.6462	0.7333	0.5173	nan	0.4061	0.6452	0.9378	0.4773	0.9122	0.0	0.4901	0.3205	nan	0.0	0.2660	0.0	0.9309	0.8613	0.9498	0.0	0.0	0.2893	nan	0.6881	0.8578	0.4083	0.6686	0.3608	nan	0.3311	0.4662	0.7623	0.4046	0.6987	0.0	0.4202	0.2741	nan	0.0	0.2122	0.0	0.8362	0.7156	0.8926	0.0	0.0	0.2252
0.395	13.2	1320	0.6280	0.2875	0.3446	0.8335	nan	0.8491	0.9404	0.5159	0.7528	0.5581	nan	0.4168	0.6362	0.9263	0.4816	0.9015	0.0	0.5296	0.3691	nan	0.0	0.2338	0.0	0.9321	0.8225	0.9496	0.0	0.0	0.2133	nan	0.6875	0.8608	0.4207	0.6898	0.3550	nan	0.3353	0.4676	0.7747	0.4144	0.6964	0.0	0.3964	0.2802	nan	0.0	0.1984	0.0	0.8368	0.7130	0.8917	0.0	0.0	0.1803
0.4292	13.4	1340	0.6284	0.2910	0.3521	0.8364	nan	0.8336	0.9464	0.6615	0.7515	0.5141	nan	0.4649	0.6647	0.9291	0.4867	0.9111	0.0	0.5062	0.3760	nan	0.0	0.2671	0.0	0.9221	0.8734	0.9517	0.0	0.0	0.2070	nan	0.6944	0.8597	0.4152	0.6954	0.3789	nan	0.3633	0.4803	0.7697	0.4229	0.6935	0.0	0.4122	0.2822	nan	0.0	0.2148	0.0	0.8403	0.7224	0.8926	0.0	0.0	0.1753
0.3764	13.6	1360	0.6423	0.2907	0.3452	0.8350	nan	0.8054	0.9550	0.4389	0.8123	0.4531	nan	0.4144	0.6611	0.9126	0.5752	0.9171	0.0	0.4723	0.3320	nan	0.0	0.2857	0.0	0.9284	0.8759	0.9547	0.0	0.0	0.2523	nan	0.6874	0.8465	0.3754	0.6799	0.3626	nan	0.3350	0.4790	0.7877	0.4859	0.6967	0.0	0.4147	0.2792	nan	0.0	0.2164	0.0	0.8404	0.7258	0.8920	0.0	0.0	0.1993
0.4297	13.8	1380	0.6347	0.2923	0.3484	0.8359	nan	0.8008	0.9516	0.7083	0.8092	0.5099	nan	0.4269	0.6523	0.9210	0.5065	0.9373	0.0	0.4716	0.3307	nan	0.0	0.2405	0.0	0.9224	0.8370	0.9468	0.0	0.0	0.1769	nan	0.6937	0.8522	0.4937	0.6965	0.3876	nan	0.3477	0.4835	0.7748	0.4358	0.6785	0.0	0.4138	0.2922	nan	0.0	0.2032	0.0	0.8405	0.7203	0.8916	0.0	0.0	0.1487
0.423	14.0	1400	0.6289	0.2874	0.3480	0.8303	nan	0.8261	0.9321	0.6283	0.8111	0.5942	nan	0.5024	0.6572	0.9357	0.4449	0.8901	0.0	0.5209	0.3558	nan	0.0	0.2307	0.0	0.9485	0.6616	0.9462	0.0	0.0	0.2504	nan	0.7047	0.8605	0.4405	0.7311	0.3541	nan	0.3832	0.4922	0.7617	0.3860	0.6829	0.0	0.3942	0.2847	nan	0.0	0.1990	0.0	0.8137	0.6136	0.8929	0.0	0.0	0.2008
0.3773	14.2	1420	0.6151	0.2956	0.3622	0.8358	nan	0.8421	0.9345	0.6392	0.8432	0.5307	nan	0.4184	0.6638	0.9313	0.6907	0.9150	0.0	0.5101	0.3855	nan	0.0	0.2715	0.0	0.8941	0.8767	0.9552	0.0	0.0	0.2875	nan	0.7060	0.8640	0.4283	0.6932	0.3440	nan	0.3413	0.4923	0.7854	0.5142	0.6979	0.0	0.4286	0.2998	nan	0.0	0.2200	0.0	0.8306	0.6968	0.8922	0.0	0.0	0.2239
0.3717	14.4	1440	0.6312	0.2909	0.3486	0.8353	nan	0.8502	0.9413	0.5631	0.7914	0.4669	nan	0.4505	0.6546	0.9273	0.5871	0.9223	0.0	0.4737	0.3490	nan	0.0	0.2882	0.0	0.9374	0.7832	0.9509	0.0	0.0	0.2166	nan	0.7017	0.8600	0.4227	0.6776	0.3607	nan	0.3515	0.4906	0.7775	0.4840	0.6885	0.0	0.4069	0.2754	nan	0.0	0.2211	0.0	0.8320	0.6838	0.8944	0.0	0.0	0.1818
0.5363	14.6	1460	0.6267	0.2885	0.3559	0.8278	nan	0.8558	0.9140	0.5969	0.7926	0.5729	nan	0.4758	0.7163	0.9309	0.5476	0.8607	0.0	0.5110	0.3529	nan	0.0	0.2572	0.0	0.9364	0.8567	0.9512	0.0	0.0	0.2609	nan	0.7043	0.8542	0.4258	0.6752	0.3286	nan	0.3658	0.4619	0.7804	0.4634	0.6759	0.0	0.3705	0.2740	nan	0.0	0.2092	0.0	0.8320	0.7096	0.8941	0.0	0.0	0.2086
0.4151	14.8	1480	0.6226	0.2934	0.3624	0.8313	nan	0.8278	0.9295	0.7471	0.8003	0.5471	nan	0.4632	0.6798	0.9427	0.5913	0.8600	0.0	0.5230	0.3856	nan	0.0	0.2936	0.0	0.9329	0.8323	0.9526	0.0	0.0	0.2870	nan	0.6872	0.8571	0.4362	0.7020	0.3625	nan	0.3516	0.4955	0.7735	0.4662	0.6780	0.0	0.3781	0.2921	nan	0.0	0.2280	0.0	0.8391	0.7213	0.8958	0.0	0.0	0.2235
0.3034	15.0	1500	0.6232	0.2984	0.3609	0.8369	nan	0.8365	0.9411	0.6481	0.7811	0.5348	nan	0.4751	0.6485	0.9131	0.6489	0.8980	0.0	0.5205	0.3997	nan	0.0	0.2818	0.0	0.9193	0.8764	0.9617	0.0	0.0	0.2650	nan	0.7022	0.8554	0.4656	0.7050	0.3877	nan	0.3663	0.4857	0.7888	0.5193	0.6887	0.0	0.4084	0.2988	nan	0.0	0.2231	0.0	0.8389	0.7169	0.8920	0.0	0.0	0.2059
0.3733	15.2	1520	0.6231	0.2952	0.3626	0.8331	nan	0.8281	0.9229	0.7155	0.8102	0.5589	nan	0.4541	0.6760	0.9288	0.6490	0.9115	0.0	0.5021	0.3661	nan	0.0	0.2260	0.0	0.9189	0.8735	0.9549	0.0	0.0	0.3053	nan	0.6964	0.8555	0.4344	0.6752	0.3504	nan	0.3619	0.4923	0.7807	0.5038	0.6866	0.0	0.4155	0.3023	nan	0.0	0.1965	0.0	0.8408	0.7240	0.8929	0.0	0.0	0.2361
0.4249	15.4	1540	0.6177	0.2945	0.3571	0.8342	nan	0.8459	0.9327	0.5705	0.7777	0.5649	nan	0.4316	0.6746	0.9342	0.6333	0.8935	0.0	0.5311	0.3950	nan	0.0	0.2656	0.0	0.9331	0.8176	0.9441	0.0	0.0	0.2814	nan	0.6983	0.8583	0.4282	0.6963	0.3392	nan	0.3521	0.4711	0.7847	0.4964	0.6941	0.0	0.4103	0.3070	nan	0.0	0.2186	0.0	0.8401	0.7126	0.8965	0.0	0.0	0.2196
0.3323	15.6	1560	0.6388	0.2934	0.3522	0.8356	nan	0.8415	0.9441	0.6417	0.7473	0.5017	nan	0.4704	0.6815	0.9197	0.5980	0.9316	0.0	0.4162	0.3590	nan	0.0	0.2661	0.0	0.9231	0.8537	0.9525	0.0	0.0	0.2216	nan	0.6878	0.8584	0.4574	0.7037	0.3779	nan	0.3621	0.4800	0.7859	0.4866	0.6811	0.0	0.3634	0.2897	nan	0.0	0.2206	0.0	0.8386	0.7170	0.8955	0.0	0.0	0.1826
0.3403	15.8	1580	0.6186	0.2943	0.3576	0.8351	nan	0.8511	0.9293	0.6448	0.7912	0.5429	nan	0.4980	0.6453	0.9352	0.6013	0.9094	0.0	0.5107	0.3870	nan	0.0	0.2992	0.0	0.9340	0.7773	0.9543	0.0	0.0	0.2323	nan	0.6955	0.8611	0.4507	0.6895	0.3631	nan	0.3842	0.4712	0.7776	0.4732	0.6953	0.0	0.4154	0.3076	nan	0.0	0.2323	0.0	0.8359	0.6779	0.8961	0.0	0.0	0.1912
0.4038	16.0	1600	0.6349	0.2920	0.3485	0.8337	nan	0.8346	0.9467	0.5086	0.7186	0.5019	nan	0.4729	0.6252	0.9260	0.6166	0.9270	0.0	0.4137	0.3952	nan	0.0	0.2893	0.0	0.9242	0.8466	0.9516	0.0	0.0	0.2537	nan	0.6775	0.8514	0.4148	0.6766	0.3774	nan	0.3733	0.4622	0.7832	0.4790	0.6892	0.0	0.3739	0.3115	nan	0.0	0.2299	0.0	0.8385	0.7094	0.8966	0.0	0.0	0.2008
0.3523	16.2	1620	0.6053	0.2969	0.3584	0.8374	nan	0.8255	0.9411	0.5663	0.8105	0.5483	nan	0.4625	0.7007	0.9290	0.6158	0.9033	0.0	0.5088	0.3533	nan	0.0	0.2811	0.0	0.9309	0.8265	0.9602	0.0	0.0	0.3066	nan	0.7022	0.8551	0.4248	0.7010	0.3704	nan	0.3718	0.4927	0.7816	0.4754	0.6986	0.0	0.4108	0.3021	nan	0.0	0.2321	0.0	0.8394	0.7100	0.8947	0.0	0.0	0.2372
0.3667	16.4	1640	0.6262	0.2989	0.3645	0.8372	nan	0.8291	0.9497	0.6491	0.7685	0.5074	nan	0.4465	0.7002	0.9305	0.6807	0.8908	0.0	0.4921	0.4734	nan	0.0	0.2821	0.0	0.9124	0.8722	0.9595	0.0	0.0	0.3200	nan	0.6959	0.8531	0.4663	0.7089	0.3786	nan	0.3606	0.4980	0.7842	0.4847	0.6993	0.0	0.3968	0.3145	nan	0.0	0.2326	0.0	0.8380	0.7163	0.8945	0.0	0.0	0.2426
0.2873	16.6	1660	0.6236	0.2991	0.3617	0.8380	nan	0.8149	0.9401	0.7575	0.7869	0.5985	nan	0.4971	0.6466	0.9156	0.6494	0.9388	0.0	0.4758	0.3646	nan	0.0	0.2895	0.0	0.9256	0.7857	0.9552	0.0	0.0	0.2332	nan	0.7006	0.8614	0.4788	0.7167	0.3869	nan	0.3859	0.4931	0.7830	0.4852	0.6843	0.0	0.4137	0.3139	nan	0.0	0.2318	0.0	0.8407	0.7062	0.8969	0.0	0.0	0.1907
0.5402	16.8	1680	0.6134	0.3013	0.3687	0.8389	nan	0.8444	0.9373	0.6673	0.7841	0.5415	nan	0.5183	0.6823	0.9310	0.7414	0.8946	0.0	0.4909	0.4502	nan	0.0	0.2871	0.0	0.9286	0.8475	0.9478	0.0	0.0	0.3041	nan	0.6964	0.8609	0.4532	0.7089	0.3932	nan	0.3789	0.4993	0.7896	0.5190	0.7022	0.0	0.3975	0.3177	nan	0.0	0.2328	0.0	0.8366	0.7146	0.9004	0.0	0.0	0.2391
0.3856	17.0	1700	0.6246	0.2964	0.3602	0.8366	nan	0.8432	0.9455	0.5634	0.7839	0.5193	nan	0.4280	0.6930	0.9349	0.6378	0.8919	0.0	0.5239	0.4211	nan	0.0	0.3088	0.0	0.9045	0.8910	0.9525	0.0	0.0	0.2835	nan	0.7059	0.8555	0.4342	0.6901	0.3898	nan	0.3513	0.4951	0.7815	0.4830	0.6944	0.0	0.3988	0.3048	nan	0.0	0.2403	0.0	0.8344	0.7000	0.9000	0.0	0.0	0.2244
0.297	17.2	1720	0.6120	0.3003	0.3610	0.8403	nan	0.8426	0.9449	0.5593	0.7859	0.5198	nan	0.4999	0.7041	0.9163	0.6759	0.9156	0.0	0.5101	0.3843	nan	0.0	0.2895	0.0	0.9275	0.8414	0.9552	0.0	0.0	0.2810	nan	0.6995	0.8574	0.4540	0.6954	0.3959	nan	0.3713	0.4948	0.7943	0.5035	0.7004	0.0	0.4162	0.2997	nan	0.0	0.2298	0.0	0.8461	0.7265	0.8997	0.0	0.0	0.2236
0.3589	17.4	1740	0.6287	0.3000	0.3684	0.8363	nan	0.8438	0.9452	0.6086	0.7509	0.5073	nan	0.4472	0.6727	0.9358	0.7775	0.8677	0.0	0.5332	0.4612	nan	0.0	0.3234	0.0	0.9170	0.8595	0.9542	0.0	0.0	0.3824	nan	0.6929	0.8557	0.4641	0.7074	0.3752	nan	0.3619	0.4980	0.7852	0.4965	0.6957	0.0	0.3922	0.2963	nan	0.0	0.2537	0.0	0.8406	0.7251	0.8999	0.0	0.0	0.2597
0.3366	17.6	1760	0.5971	0.3017	0.3689	0.8390	nan	0.8235	0.9386	0.7109	0.8315	0.5627	nan	0.4414	0.6748	0.9310	0.7126	0.8884	0.0	0.5204	0.3681	nan	0.0	0.3388	0.0	0.9313	0.8211	0.9651	0.0	0.0	0.3458	nan	0.7145	0.8607	0.4953	0.6959	0.3656	nan	0.3554	0.5049	0.7873	0.4991	0.7015	0.0	0.4216	0.3085	nan	0.0	0.2545	0.0	0.8404	0.7099	0.8955	0.0	0.0	0.2430
0.3297	17.8	1780	0.6273	0.2985	0.3577	0.8399	nan	0.8461	0.9554	0.4919	0.7722	0.4870	nan	0.4605	0.6492	0.9308	0.6902	0.9065	0.0	0.5023	0.4386	nan	0.0	0.2989	0.0	0.9126	0.8574	0.9574	0.0	0.0	0.2885	nan	0.7006	0.8561	0.4117	0.7264	0.3859	nan	0.3685	0.4811	0.7876	0.5009	0.7016	0.0	0.4109	0.3127	nan	0.0	0.2323	0.0	0.8381	0.7160	0.8993	0.0	0.0	0.2220
0.3581	18.0	1800	0.6084	0.3034	0.3652	0.8423	nan	0.8230	0.9435	0.6486	0.8156	0.5698	nan	0.5228	0.6299	0.9156	0.6494	0.9182	0.0	0.4995	0.3996	nan	0.0	0.2865	0.0	0.9225	0.8656	0.9585	0.0	0.0	0.3170	nan	0.7132	0.8582	0.4582	0.7142	0.4054	nan	0.3983	0.4799	0.7945	0.5055	0.7007	0.0	0.4212	0.3204	nan	0.0	0.2288	0.0	0.8454	0.7280	0.8987	0.0	0.0	0.2369
0.3419	18.2	1820	0.6157	0.3024	0.3676	0.8401	nan	0.8390	0.9444	0.7201	0.7970	0.4576	nan	0.5170	0.6233	0.9408	0.6500	0.8979	0.0	0.5168	0.4232	nan	0.0	0.3176	0.0	0.9148	0.8521	0.9565	0.0	0.0	0.3965	nan	0.6973	0.8589	0.4578	0.7207	0.3673	nan	0.3935	0.4642	0.7794	0.5070	0.7010	0.0	0.4145	0.3231	nan	0.0	0.2487	0.0	0.8468	0.7318	0.8993	0.0	0.0	0.2651
0.3895	18.4	1840	0.5980	0.3029	0.3660	0.8434	nan	0.8294	0.9453	0.6622	0.8346	0.5189	nan	0.5443	0.7292	0.9113	0.6525	0.9219	0.0	0.4779	0.3561	nan	0.0	0.2958	0.0	0.9298	0.8557	0.9531	0.0	0.0	0.2944	nan	0.7133	0.8660	0.4642	0.7197	0.3867	nan	0.4102	0.4686	0.7986	0.5209	0.6973	0.0	0.4184	0.3116	nan	0.0	0.2342	0.0	0.8397	0.7181	0.9013	0.0	0.0	0.2253
0.3565	18.6	1860	0.6158	0.2999	0.3694	0.8379	nan	0.8431	0.9377	0.6282	0.7899	0.5963	nan	0.4366	0.7071	0.9315	0.7533	0.9009	0.0	0.5215	0.4399	nan	0.0	0.3161	0.0	0.9103	0.8159	0.9596	0.0	0.0	0.3336	nan	0.7048	0.8608	0.4434	0.6950	0.3877	nan	0.3620	0.4779	0.7954	0.5019	0.6997	0.0	0.3998	0.3179	nan	0.0	0.2459	0.0	0.8385	0.7105	0.8997	0.0	0.0	0.2549
0.2801	18.8	1880	0.6060	0.2980	0.3602	0.8403	nan	0.8705	0.9357	0.6264	0.7983	0.5004	nan	0.4919	0.6800	0.9343	0.6561	0.9167	0.0	0.4992	0.3968	nan	0.0	0.2688	0.0	0.9326	0.8175	0.9538	0.0	0.0	0.2489	nan	0.7098	0.8651	0.4370	0.7027	0.3606	nan	0.3897	0.5061	0.7865	0.4735	0.6958	0.0	0.4076	0.3156	nan	0.0	0.2213	0.0	0.8424	0.7152	0.9021	0.0	0.0	0.2048
0.4044	19.0	1900	0.6152	0.3010	0.3655	0.8392	nan	0.8388	0.9453	0.6659	0.7815	0.5028	nan	0.5237	0.7202	0.9369	0.6444	0.8777	0.0	0.4861	0.4124	nan	0.0	0.2993	0.0	0.9355	0.8399	0.9585	0.0	0.0	0.3283	nan	0.7008	0.8574	0.4820	0.7235	0.3724	nan	0.3931	0.5053	0.7930	0.4765	0.6983	0.0	0.3853	0.3015	nan	0.0	0.2360	0.0	0.8375	0.7243	0.9016	0.0	0.0	0.2450
0.4308	19.2	1920	0.6239	0.2985	0.3572	0.8399	nan	0.8678	0.9417	0.5798	0.7593	0.4697	nan	0.5072	0.7324	0.9279	0.6401	0.9221	0.0	0.4875	0.3664	nan	0.0	0.2667	0.0	0.9405	0.7978	0.9557	0.0	0.0	0.2682	nan	0.6956	0.8614	0.4530	0.7090	0.3658	nan	0.3941	0.4984	0.7921	0.4879	0.6978	0.0	0.4110	0.3068	nan	0.0	0.2207	0.0	0.8372	0.7097	0.9026	0.0	0.0	0.2098
0.2283	19.4	1940	0.6129	0.3055	0.3733	0.8403	nan	0.8056	0.9455	0.6800	0.8133	0.5510	nan	0.5042	0.7275	0.9300	0.7821	0.8933	0.0	0.5365	0.4001	nan	0.0	0.3028	0.0	0.9208	0.8757	0.9645	0.0	0.0	0.3125	nan	0.7037	0.8561	0.5363	0.7070	0.3776	nan	0.3968	0.5008	0.7992	0.5165	0.6955	0.0	0.4078	0.3237	nan	0.0	0.2363	0.0	0.8479	0.7344	0.8994	0.0	0.0	0.2365
0.3973	19.6	1960	0.6163	0.3039	0.3685	0.8403	nan	0.8218	0.9542	0.6955	0.7837	0.5023	nan	0.4918	0.6880	0.9248	0.7696	0.8924	0.0	0.5063	0.4345	nan	0.0	0.2961	0.0	0.9207	0.8612	0.9581	0.0	0.0	0.2924	nan	0.7090	0.8574	0.5302	0.7152	0.3790	nan	0.3831	0.4911	0.8003	0.5400	0.6825	0.0	0.3919	0.2972	nan	0.0	0.2331	0.0	0.8511	0.7406	0.9029	0.0	0.0	0.2213
0.5004	19.8	1980	0.6134	0.3016	0.3635	0.8413	nan	0.8468	0.9422	0.6051	0.8299	0.4976	nan	0.5122	0.6987	0.9359	0.7149	0.9228	0.0	0.4248	0.3825	nan	0.0	0.2971	0.0	0.9224	0.8493	0.9489	0.0	0.0	0.3012	nan	0.7076	0.8640	0.4733	0.6892	0.3677	nan	0.4037	0.5073	0.7957	0.5214	0.6984	0.0	0.3787	0.3136	nan	0.0	0.2335	0.0	0.8455	0.7277	0.9032	0.0	0.0	0.2218
0.4571	20.0	2000	0.6324	0.3031	0.3652	0.8410	nan	0.8107	0.9538	0.7618	0.7731	0.4938	nan	0.5090	0.6394	0.9297	0.6801	0.9092	0.0	0.5016	0.3446	nan	0.0	0.3089	0.0	0.9236	0.8650	0.9632	0.0	0.0	0.3200	nan	0.7010	0.8570	0.5030	0.7152	0.3712	nan	0.4026	0.4861	0.7908	0.5212	0.6977	0.0	0.4080	0.2941	nan	0.0	0.2414	0.0	0.8473	0.7296	0.9000	0.0	0.0	0.2327
0.3565	20.2	2020	0.6235	0.3065	0.3685	0.8404	nan	0.7981	0.9521	0.7469	0.8061	0.5035	nan	0.4966	0.6604	0.9186	0.7435	0.9105	0.0	0.5045	0.3789	nan	0.0	0.2919	0.0	0.9266	0.8371	0.9584	0.0	0.0	0.3574	nan	0.6961	0.8529	0.5600	0.7271	0.3833	nan	0.3779	0.4953	0.7972	0.5559	0.6947	0.0	0.4064	0.2979	nan	0.0	0.2343	0.0	0.8470	0.7293	0.9010	0.0	0.0	0.2515
0.2702	20.4	2040	0.6309	0.3024	0.3671	0.8375	nan	0.8376	0.9452	0.5918	0.7213	0.5839	nan	0.5150	0.6836	0.9230	0.7676	0.8975	0.0	0.5020	0.4251	nan	0.0	0.3140	0.0	0.9094	0.8789	0.9507	0.0	0.0000	0.3002	nan	0.6909	0.8592	0.4665	0.7001	0.3952	nan	0.4029	0.5048	0.7994	0.5415	0.6898	0.0	0.3907	0.3025	nan	0.0	0.2407	0.0	0.8437	0.7226	0.9025	0.0	0.0000	0.2222
0.2502	20.6	2060	0.6183	0.3064	0.3709	0.8434	nan	0.8274	0.9493	0.7246	0.7972	0.5328	nan	0.5205	0.7137	0.9277	0.7667	0.9131	0.0	0.5160	0.3800	nan	0.0	0.3045	0.0	0.9264	0.8251	0.9648	0.0	0.0003	0.2780	nan	0.7045	0.8614	0.5172	0.7274	0.4023	nan	0.4091	0.5108	0.7991	0.5311	0.6975	0.0	0.4156	0.3101	nan	0.0	0.2380	0.0	0.8434	0.7160	0.8998	0.0	0.0003	0.2211
0.2976	20.8	2080	0.6093	0.3029	0.3715	0.8390	nan	0.8663	0.9255	0.6024	0.7750	0.6242	nan	0.5272	0.7003	0.9365	0.7578	0.9050	0.0	0.5168	0.3964	nan	0.0	0.2913	0.0	0.9051	0.8837	0.9536	0.0	0.0	0.3221	nan	0.7121	0.8633	0.4339	0.7068	0.3728	nan	0.4081	0.5029	0.7971	0.5315	0.7044	0.0	0.4188	0.3166	nan	0.0	0.2346	0.0	0.8374	0.7073	0.9043	0.0	0.0	0.2398
0.5172	21.0	2100	0.6093	0.3042	0.3739	0.8416	nan	0.8036	0.9485	0.7520	0.8129	0.5358	nan	0.5247	0.7041	0.9340	0.7613	0.8970	0.0	0.4647	0.4231	nan	0.0	0.3130	0.0	0.9357	0.8084	0.9638	0.0	0.0	0.3818	nan	0.7069	0.8616	0.4753	0.7081	0.3922	nan	0.4081	0.4888	0.7948	0.5353	0.7056	0.0	0.4034	0.2889	nan	0.0	0.2426	0.0	0.8426	0.7140	0.8994	0.0	0.0	0.2657
0.6189	21.2	2120	0.6195	0.3025	0.3630	0.8423	nan	0.8546	0.9488	0.5489	0.7586	0.5039	nan	0.5111	0.7176	0.9242	0.7380	0.9296	0.0	0.4834	0.3393	nan	0.0	0.2919	0.0	0.9137	0.8662	0.9580	0.0	0.0000	0.3287	nan	0.7032	0.8606	0.4286	0.6951	0.3851	nan	0.3999	0.5025	0.8032	0.5279	0.6978	0.0	0.4134	0.2919	nan	0.0	0.2400	0.0	0.8485	0.7331	0.9033	0.0	0.0000	0.2466
0.3173	21.4	2140	0.6047	0.3075	0.3750	0.8434	nan	0.8478	0.9441	0.6768	0.7965	0.4774	nan	0.5281	0.7291	0.9370	0.7900	0.8972	0.0	0.5240	0.4034	nan	0.0	0.3314	0.0	0.9236	0.8640	0.9590	0.0	0.0099	0.3607	nan	0.7120	0.8590	0.5101	0.6887	0.3826	nan	0.4044	0.5066	0.7978	0.5280	0.7027	0.0	0.4171	0.3077	nan	0.0	0.2508	0.0	0.8515	0.7457	0.9054	0.0	0.0096	0.2614
0.4167	21.6	2160	0.6166	0.3089	0.3727	0.8427	nan	0.8189	0.9497	0.6692	0.7936	0.5348	nan	0.4897	0.6790	0.9169	0.7693	0.9047	0.0	0.5176	0.4350	nan	0.0	0.3196	0.0	0.9230	0.8665	0.9550	0.0	0.0094	0.3759	nan	0.6976	0.8551	0.5063	0.7276	0.3989	nan	0.3809	0.5049	0.8052	0.5519	0.7068	0.0	0.4284	0.3103	nan	0.0	0.2484	0.0	0.8486	0.7360	0.9054	0.0	0.0091	0.2646
0.226	21.8	2180	0.6110	0.3074	0.3753	0.8418	nan	0.8461	0.9350	0.6733	0.7971	0.5381	nan	0.5728	0.7200	0.9283	0.7665	0.9132	0.0	0.5177	0.4047	nan	0.0	0.3195	0.0	0.9179	0.8301	0.9644	0.0	0.0106	0.3545	nan	0.7108	0.8556	0.4385	0.7052	0.4009	nan	0.4142	0.5158	0.8007	0.5558	0.7084	0.0	0.4344	0.3136	nan	0.0	0.2534	0.0	0.8442	0.7190	0.9003	0.0	0.0103	0.2546
0.2361	22.0	2200	0.6149	0.3085	0.3753	0.8412	nan	0.8034	0.9448	0.6936	0.7976	0.5861	nan	0.5435	0.6763	0.9243	0.7851	0.8903	0.0	0.5499	0.4190	nan	0.0	0.3333	0.0	0.9310	0.8313	0.9619	0.0	0.0043	0.3338	nan	0.7008	0.8586	0.5104	0.7284	0.3893	nan	0.4218	0.5067	0.8022	0.5541	0.6982	0.0	0.4097	0.3137	nan	0.0	0.2535	0.0	0.8464	0.7228	0.9049	0.0	0.0042	0.2465
0.3191	22.2	2220	0.6060	0.3069	0.3730	0.8427	nan	0.8485	0.9397	0.6114	0.8028	0.5419	nan	0.5305	0.6986	0.9339	0.7977	0.9036	0.0	0.5149	0.4131	nan	0.0	0.3070	0.0	0.9229	0.8423	0.9554	0.0	0.0077	0.3641	nan	0.7108	0.8586	0.4381	0.6996	0.4028	nan	0.4160	0.5206	0.8052	0.5391	0.7062	0.0	0.4165	0.3177	nan	0.0	0.2429	0.0	0.8427	0.7249	0.9059	0.0	0.0076	0.2652
0.3237	22.4	2240	0.6196	0.3079	0.3737	0.8433	nan	0.8500	0.9431	0.6468	0.7693	0.5198	nan	0.5258	0.7095	0.9223	0.7849	0.9024	0.0	0.5584	0.3847	nan	0.0	0.3450	0.0	0.9269	0.8467	0.9575	0.0	0.0069	0.3573	nan	0.7004	0.8601	0.4424	0.7192	0.3997	nan	0.4064	0.5115	0.8075	0.5496	0.7070	0.0	0.4283	0.3144	nan	0.0	0.2582	0.0	0.8469	0.7252	0.9062	0.0	0.0067	0.2629
0.3251	22.6	2260	0.6049	0.3101	0.3778	0.8449	nan	0.8231	0.9417	0.7392	0.8294	0.5765	nan	0.5148	0.6867	0.9331	0.7646	0.9054	0.0	0.5009	0.4168	nan	0.0	0.3096	0.0	0.9234	0.8656	0.9640	0.0	0.0136	0.3804	nan	0.7205	0.8643	0.5072	0.7203	0.3864	nan	0.4069	0.5136	0.7985	0.5427	0.7083	0.0	0.4262	0.3197	nan	0.0	0.2449	0.0	0.8433	0.7265	0.9041	0.0	0.0133	0.2753
0.3421	22.8	2280	0.6086	0.3075	0.3751	0.8428	nan	0.8534	0.9428	0.5435	0.8127	0.5125	nan	0.5135	0.7379	0.9201	0.7811	0.8794	0.0	0.5438	0.4224	nan	0.0	0.3338	0.0	0.9230	0.8601	0.9586	0.0	0.0214	0.4428	nan	0.7108	0.8603	0.4112	0.7108	0.3831	nan	0.3950	0.4992	0.8074	0.5604	0.7065	0.0	0.4119	0.3213	nan	0.0	0.2596	0.0	0.8511	0.7361	0.9065	0.0	0.0203	0.2899
0.443	23.0	2300	0.6162	0.3068	0.3732	0.8446	nan	0.8442	0.9403	0.6760	0.8034	0.5635	nan	0.5614	0.7035	0.9366	0.6814	0.8912	0.0	0.5666	0.3903	nan	0.0	0.3029	0.0	0.9332	0.8466	0.9639	0.0	0.0299	0.3071	nan	0.7143	0.8660	0.4146	0.7315	0.4117	nan	0.4324	0.5041	0.7962	0.5248	0.7018	0.0	0.4143	0.3090	nan	0.0	0.2445	0.0	0.8483	0.7312	0.9046	0.0	0.0291	0.2376
0.3483	23.2	2320	0.6353	0.3067	0.3674	0.8433	nan	0.8471	0.9510	0.5590	0.7625	0.5368	nan	0.4950	0.7206	0.9273	0.7652	0.9251	0.0	0.4947	0.3842	nan	0.0	0.3028	0.0	0.9132	0.8582	0.9542	0.0	0.0399	0.3198	nan	0.7044	0.8594	0.4281	0.7124	0.3925	nan	0.3988	0.5119	0.8038	0.5559	0.7017	0.0	0.4166	0.3102	nan	0.0	0.2474	0.0	0.8485	0.7336	0.9069	0.0	0.0389	0.2435
0.2083	23.4	2340	0.6273	0.3068	0.3753	0.8430	nan	0.8084	0.9490	0.6396	0.8270	0.5145	nan	0.5435	0.7158	0.9305	0.8158	0.9030	0.0	0.4791	0.4101	nan	0.0	0.3298	0.0	0.9289	0.8380	0.9643	0.0	0.0191	0.3946	nan	0.7077	0.8584	0.4637	0.7017	0.3871	nan	0.4031	0.5065	0.8043	0.5227	0.7116	0.0	0.4044	0.3152	nan	0.0	0.2527	0.0	0.8467	0.7277	0.9045	0.0	0.0183	0.2812
0.3862	23.6	2360	0.6226	0.3087	0.3756	0.8428	nan	0.8466	0.9381	0.6398	0.7660	0.5961	nan	0.5231	0.7093	0.9216	0.7637	0.8932	0.0	0.5270	0.3963	nan	0.0	0.3286	0.0	0.9275	0.8610	0.9662	0.0	0.0185	0.3974	nan	0.7079	0.8629	0.4191	0.6939	0.4133	nan	0.4126	0.5160	0.8105	0.5769	0.7088	0.0	0.4141	0.3207	nan	0.0	0.2498	0.0	0.8422	0.7259	0.9040	0.0	0.0178	0.2808
0.4112	23.8	2380	0.6207	0.3065	0.3708	0.8417	nan	0.8540	0.9394	0.5177	0.7837	0.5105	nan	0.5397	0.7015	0.9181	0.7902	0.8994	0.0	0.5490	0.4222	nan	0.0	0.3098	0.0	0.9292	0.8537	0.9560	0.0	0.0338	0.3582	nan	0.7072	0.8570	0.3932	0.6807	0.3881	nan	0.4163	0.5203	0.8110	0.5670	0.7071	0.0	0.4084	0.3223	nan	0.0	0.2430	0.0	0.8504	0.7324	0.9083	0.0	0.0319	0.2630
0.2976	24.0	2400	0.6220	0.3066	0.3685	0.8440	nan	0.8343	0.9497	0.5627	0.7678	0.5263	nan	0.5462	0.7140	0.9462	0.7060	0.9114	0.0	0.5286	0.3595	nan	0.0	0.2912	0.0	0.9221	0.8579	0.9596	0.0	0.0334	0.3742	nan	0.7104	0.8611	0.4321	0.7089	0.3919	nan	0.4157	0.5134	0.7877	0.5346	0.7081	0.0	0.4073	0.3078	nan	0.0	0.2399	0.0	0.8514	0.7373	0.9075	0.0	0.0312	0.2658
0.3218	24.2	2420	0.6265	0.3081	0.3691	0.8432	nan	0.8333	0.9540	0.6322	0.7967	0.4902	nan	0.4817	0.6962	0.9114	0.7543	0.9063	0.0	0.5189	0.4091	nan	0.0	0.3281	0.0	0.9255	0.8527	0.9626	0.0	0.0394	0.3175	nan	0.7086	0.8560	0.4576	0.7106	0.3848	nan	0.3920	0.5209	0.8100	0.5675	0.7048	0.0	0.4202	0.3192	nan	0.0	0.2508	0.0	0.8472	0.7327	0.9063	0.0	0.0372	0.2329
0.2872	24.4	2440	0.6095	0.3080	0.3746	0.8438	nan	0.8290	0.9460	0.6068	0.8173	0.5658	nan	0.5239	0.7403	0.9319	0.7644	0.9181	0.0	0.5104	0.4007	nan	0.0	0.3151	0.0	0.9078	0.8707	0.9569	0.0	0.0625	0.3183	nan	0.7174	0.8647	0.4417	0.7244	0.3903	nan	0.4133	0.5060	0.7993	0.5407	0.7077	0.0	0.4303	0.3262	nan	0.0	0.2482	0.0	0.8376	0.7124	0.9084	0.0	0.0564	0.2323
0.3078	24.6	2460	0.6281	0.3082	0.3700	0.8428	nan	0.8723	0.9449	0.5947	0.7411	0.4957	nan	0.5198	0.7252	0.9307	0.7433	0.8952	0.0	0.5322	0.3759	nan	0.0	0.3145	0.0	0.9285	0.8288	0.9660	0.0	0.0454	0.3849	nan	0.6941	0.8616	0.4217	0.7055	0.3893	nan	0.4078	0.5192	0.8062	0.5796	0.7108	0.0	0.4231	0.3185	nan	0.0	0.2463	0.0	0.8454	0.7242	0.9058	0.0	0.0421	0.2622
0.2742	24.8	2480	0.6172	0.3081	0.3712	0.8442	nan	0.8388	0.9445	0.6345	0.7972	0.5218	nan	0.5326	0.7128	0.9282	0.7419	0.9203	0.0	0.5188	0.3895	nan	0.0	0.3089	0.0	0.9252	0.8597	0.9556	0.0	0.0369	0.3099	nan	0.7111	0.8626	0.4575	0.7037	0.3922	nan	0.4153	0.5073	0.8032	0.5574	0.7035	0.0	0.4231	0.3212	nan	0.0	0.2457	0.0	0.8478	0.7275	0.9092	0.0	0.0351	0.2345
0.365	25.0	2500	0.6149	0.3083	0.3765	0.8424	nan	0.8420	0.9448	0.6338	0.7705	0.5533	nan	0.5295	0.7306	0.9282	0.7724	0.8867	0.0	0.5376	0.4385	nan	0.0	0.3136	0.0	0.9160	0.8816	0.9584	0.0	0.0401	0.3699	nan	0.7061	0.8617	0.4574	0.7188	0.3962	nan	0.4155	0.5031	0.8081	0.5429	0.7069	0.0	0.4012	0.3330	nan	0.0	0.2464	0.0	0.8418	0.7168	0.9078	0.0	0.0373	0.2637
0.2366	25.2	2520	0.6099	0.3105	0.3763	0.8454	nan	0.8435	0.9430	0.6735	0.8055	0.5606	nan	0.5233	0.7167	0.9315	0.7568	0.9035	0.0	0.5189	0.3908	nan	0.0	0.3433	0.0	0.9300	0.8416	0.9630	0.0	0.0588	0.3368	nan	0.7159	0.8617	0.4815	0.7048	0.4061	nan	0.4222	0.5077	0.8079	0.5351	0.7099	0.0	0.4164	0.3181	nan	0.0	0.2531	0.0	0.8486	0.7348	0.9058	0.0	0.0545	0.2534
0.2835	25.4	2540	0.6080	0.3110	0.3783	0.8443	nan	0.8181	0.9429	0.6983	0.8379	0.5613	nan	0.5042	0.7041	0.9317	0.7645	0.9134	0.0	0.5246	0.4148	nan	0.0	0.3178	0.0	0.9219	0.8414	0.9579	0.0	0.0854	0.3671	nan	0.7249	0.8585	0.4928	0.6883	0.4001	nan	0.4048	0.5117	0.8041	0.5420	0.7094	0.0	0.4228	0.3167	nan	0.0	0.2508	0.0	0.8491	0.7301	0.9076	0.0	0.0732	0.2659
0.4601	25.6	2560	0.6301	0.3073	0.3690	0.8433	nan	0.8489	0.9490	0.6228	0.7482	0.5035	nan	0.5444	0.7250	0.9308	0.7207	0.9194	0.0	0.4887	0.3948	nan	0.0	0.3154	0.0	0.9288	0.8224	0.9634	0.0005	0.0720	0.3103	nan	0.7092	0.8585	0.4506	0.7052	0.3854	nan	0.4122	0.5143	0.8022	0.5339	0.7090	0.0	0.4120	0.3157	nan	0.0	0.2483	0.0	0.8433	0.7216	0.9059	0.0005	0.0666	0.2394
0.2313	25.8	2580	0.6086	0.3095	0.3741	0.8454	nan	0.8472	0.9422	0.6344	0.8085	0.5565	nan	0.5459	0.7131	0.9361	0.7422	0.8983	0.0	0.5103	0.3524	nan	0.0	0.3428	0.0	0.9385	0.8166	0.9627	0.0	0.0499	0.3738	nan	0.7131	0.8664	0.4444	0.7314	0.3990	nan	0.4236	0.5147	0.8014	0.5449	0.7114	0.0	0.4060	0.3064	nan	0.0	0.2569	0.0	0.8443	0.7213	0.9066	0.0	0.0459	0.2665
0.3662	26.0	2600	0.6101	0.3124	0.3785	0.8463	nan	0.8287	0.9479	0.6461	0.8205	0.5646	nan	0.5163	0.7189	0.9273	0.7795	0.9074	0.0	0.4941	0.4291	nan	0.0	0.3116	0.0	0.9234	0.8643	0.9575	0.0	0.0881	0.3856	nan	0.7268	0.8631	0.4579	0.7202	0.4008	nan	0.4155	0.5208	0.8075	0.5604	0.7102	0.0	0.4120	0.3261	nan	0.0	0.2496	0.0	0.8476	0.7277	0.9096	0.0	0.0720	0.2682
0.1964	26.2	2620	0.6168	0.3106	0.3747	0.8456	nan	0.8474	0.9467	0.6029	0.7925	0.5583	nan	0.5673	0.7232	0.9290	0.7674	0.9169	0.0	0.4751	0.4100	nan	0.0	0.3115	0.0	0.9188	0.8692	0.9584	0.0	0.1108	0.2843	nan	0.7176	0.8646	0.4359	0.7396	0.4032	nan	0.4253	0.5182	0.8052	0.5592	0.7071	0.0	0.4059	0.3290	nan	0.0	0.2484	0.0	0.8440	0.7246	0.9094	0.0	0.0813	0.2199
0.351	26.4	2640	0.6124	0.3129	0.3771	0.8467	nan	0.8436	0.9471	0.6641	0.8182	0.5171	nan	0.5628	0.7129	0.9270	0.7551	0.9202	0.0	0.5085	0.4006	nan	0.0	0.3292	0.0	0.9163	0.8688	0.9618	0.0	0.1147	0.2976	nan	0.7297	0.8637	0.4703	0.7239	0.4029	nan	0.4241	0.5252	0.8029	0.5699	0.7058	0.0	0.4213	0.3252	nan	0.0	0.2569	0.0	0.8422	0.7195	0.9091	0.0	0.0902	0.2310
0.2376	26.6	2660	0.6067	0.3128	0.3801	0.8462	nan	0.8387	0.9469	0.6679	0.7990	0.5723	nan	0.5102	0.7254	0.9288	0.8071	0.8981	0.0	0.5165	0.4121	nan	0.0	0.3280	0.0	0.9295	0.8404	0.9631	0.0	0.1005	0.3795	nan	0.7162	0.8642	0.4692	0.7229	0.4043	nan	0.4095	0.5202	0.8054	0.5525	0.7120	0.0	0.4174	0.3253	nan	0.0	0.2569	0.0	0.8507	0.7340	0.9071	0.0	0.0747	0.2674
0.3084	26.8	2680	0.6095	0.3101	0.3728	0.8449	nan	0.8576	0.9396	0.6150	0.8055	0.5229	nan	0.5270	0.7009	0.9416	0.7607	0.9127	0.0	0.4954	0.3704	nan	0.0	0.3099	0.0	0.9348	0.8228	0.9605	0.0	0.0923	0.3584	nan	0.7173	0.8627	0.4611	0.7012	0.3897	nan	0.4201	0.5202	0.7968	0.5549	0.7085	0.0	0.4180	0.3138	nan	0.0	0.2488	0.0	0.8454	0.7220	0.9081	0.0	0.0739	0.2606
0.2968	27.0	2700	0.6208	0.3131	0.3751	0.8465	nan	0.8346	0.9522	0.6117	0.7900	0.5040	nan	0.5556	0.7368	0.9294	0.7362	0.9144	0.0	0.5046	0.3764	nan	0.0	0.3245	0.0	0.9258	0.8568	0.9607	0.0	0.1042	0.3857	nan	0.7115	0.8627	0.4611	0.7298	0.3912	nan	0.4212	0.5092	0.8054	0.5745	0.7091	0.0	0.4222	0.3163	nan	0.0	0.2568	0.0	0.8492	0.7349	0.9087	0.0	0.0841	0.2696
0.3227	27.2	2720	0.6125	0.3113	0.3750	0.8453	nan	0.8458	0.9423	0.5583	0.8338	0.5230	nan	0.5445	0.7160	0.9325	0.7450	0.9097	0.0	0.5095	0.4400	nan	0.0	0.3130	0.0	0.9232	0.8647	0.9544	0.0	0.1034	0.3419	nan	0.7181	0.8633	0.4401	0.7082	0.3925	nan	0.4261	0.5209	0.8082	0.5693	0.7066	0.0	0.4123	0.3147	nan	0.0	0.2496	0.0	0.8487	0.7348	0.9096	0.0	0.0859	0.2543
0.2503	27.4	2740	0.6266	0.3104	0.3764	0.8449	nan	0.8389	0.9522	0.6189	0.7842	0.5280	nan	0.5256	0.7489	0.9291	0.7996	0.9021	0.0	0.5118	0.3869	nan	0.0	0.3236	0.0	0.9299	0.8338	0.9604	0.0	0.1553	0.3167	nan	0.7109	0.8607	0.4655	0.7226	0.3931	nan	0.4109	0.4935	0.8126	0.5372	0.7121	0.0	0.4145	0.3230	nan	0.0	0.2502	0.0	0.8470	0.7283	0.9084	0.0	0.1024	0.2388
0.1847	27.6	2760	0.6254	0.3109	0.3765	0.8450	nan	0.8441	0.9446	0.5968	0.7969	0.5319	nan	0.5667	0.7416	0.9247	0.7838	0.9206	0.0	0.4783	0.3913	nan	0.0	0.3261	0.0	0.9216	0.8733	0.9614	0.0	0.1577	0.2852	nan	0.7118	0.8644	0.4457	0.7184	0.4044	nan	0.4330	0.5104	0.8091	0.5623	0.7063	0.0	0.4069	0.3178	nan	0.0	0.2534	0.0	0.8440	0.7199	0.9084	0.0	0.1119	0.2194
0.2887	27.8	2780	0.6056	0.3139	0.3796	0.8466	nan	0.8526	0.9422	0.6476	0.8079	0.5724	nan	0.5367	0.7206	0.9299	0.7609	0.8962	0.0	0.5200	0.4386	nan	0.0	0.3188	0.0	0.9357	0.8134	0.9600	0.0	0.1114	0.3816	nan	0.7214	0.8665	0.4510	0.7113	0.4172	nan	0.4235	0.5196	0.8081	0.5874	0.7137	0.0	0.4219	0.3219	nan	0.0	0.2502	0.0	0.8436	0.7172	0.9082	0.0	0.0895	0.2720
0.2142	28.0	2800	0.6303	0.3136	0.3755	0.8456	nan	0.8519	0.9476	0.6249	0.7678	0.4982	nan	0.5723	0.6888	0.9269	0.7182	0.9126	0.0	0.4940	0.4228	nan	0.0	0.3454	0.0	0.9219	0.8664	0.9608	0.0164	0.1116	0.3688	nan	0.7071	0.8615	0.4474	0.7243	0.3983	nan	0.4260	0.5144	0.8084	0.5804	0.7116	0.0	0.4161	0.3224	nan	0.0	0.2598	0.0	0.8505	0.7336	0.9089	0.0161	0.0907	0.2591
0.4295	28.2	2820	0.6154	0.3122	0.3768	0.8460	nan	0.8356	0.9482	0.6749	0.7973	0.5494	nan	0.5394	0.7278	0.9349	0.7525	0.9073	0.0	0.4995	0.3906	nan	0.0	0.3144	0.0	0.9306	0.8266	0.9608	0.0007	0.0982	0.3692	nan	0.7186	0.8633	0.4812	0.7123	0.4058	nan	0.4194	0.5156	0.8078	0.5658	0.7138	0.0	0.4123	0.3138	nan	0.0	0.2484	0.0	0.8454	0.7215	0.9085	0.0007	0.0757	0.2601
0.1898	28.4	2840	0.6248	0.3128	0.3757	0.8457	nan	0.8456	0.9433	0.6225	0.7902	0.5914	nan	0.5445	0.7148	0.9387	0.7189	0.9129	0.0	0.5107	0.3664	nan	0.0	0.3379	0.0	0.9210	0.8409	0.9615	0.0004	0.1132	0.3472	nan	0.7138	0.8654	0.4672	0.7243	0.4014	nan	0.4219	0.5216	0.8055	0.5705	0.7121	0.0	0.4208	0.3138	nan	0.0	0.2591	0.0	0.8485	0.7225	0.9095	0.0003	0.0819	0.2505
0.2079	28.6	2860	0.6122	0.3156	0.3820	0.8466	nan	0.8322	0.9464	0.7064	0.8262	0.5329	nan	0.5576	0.7259	0.9280	0.7520	0.8980	0.0	0.5103	0.4473	nan	0.0	0.3304	0.0	0.9310	0.8474	0.9601	0.0029	0.1384	0.3519	nan	0.7263	0.8647	0.5188	0.6928	0.4016	nan	0.4271	0.5198	0.8152	0.5884	0.7123	0.0	0.4235	0.3153	nan	0.0	0.2522	0.0	0.8450	0.7238	0.9101	0.0029	0.1020	0.2567
0.202	28.8	2880	0.6242	0.3138	0.3802	0.8453	nan	0.8400	0.9471	0.7153	0.7856	0.5265	nan	0.5260	0.7384	0.9320	0.7552	0.9199	0.0	0.4960	0.4057	nan	0.0	0.3369	0.0	0.9116	0.8713	0.9604	0.0009	0.1555	0.3429	nan	0.7176	0.8635	0.4910	0.6943	0.4006	nan	0.4115	0.5207	0.8136	0.5827	0.7101	0.0	0.4178	0.3282	nan	0.0	0.2598	0.0	0.8452	0.7182	0.9103	0.0009	0.1061	0.2511
0.3385	29.0	2900	0.6238	0.3147	0.3809	0.8473	nan	0.8405	0.9436	0.7083	0.8077	0.5947	nan	0.5218	0.7365	0.9364	0.7715	0.9027	0.0	0.4958	0.3894	nan	0.0	0.3371	0.0	0.9328	0.8379	0.9619	0.0001	0.0930	0.3774	nan	0.7231	0.8656	0.5062	0.7017	0.4222	nan	0.4193	0.5152	0.8129	0.5679	0.7147	0.0	0.4233	0.3274	nan	0.0	0.2574	0.0	0.8408	0.7188	0.9100	0.0001	0.0713	0.2738
0.2293	29.2	2920	0.6313	0.3173	0.3851	0.8473	nan	0.8368	0.9469	0.7670	0.7930	0.5521	nan	0.5464	0.7323	0.9259	0.8029	0.9089	0.0	0.5117	0.4291	nan	0.0	0.3565	0.0	0.9231	0.8445	0.9603	0.0001	0.1101	0.3758	nan	0.7216	0.8621	0.5500	0.7194	0.4028	nan	0.4204	0.5238	0.8132	0.5644	0.7159	0.0	0.4352	0.3319	nan	0.0	0.2650	0.0	0.8452	0.7252	0.9102	0.0001	0.0799	0.2683
0.2991	29.4	2940	0.6272	0.3143	0.3861	0.8441	nan	0.8207	0.9445	0.7639	0.8301	0.5064	nan	0.5612	0.7445	0.9294	0.8116	0.9028	0.0	0.5070	0.4590	nan	0.0	0.3317	0.0	0.9175	0.8383	0.9666	0.0095	0.1316	0.3786	nan	0.7241	0.8564	0.5406	0.6769	0.3916	nan	0.4222	0.5128	0.8163	0.5644	0.7158	0.0	0.4202	0.3207	nan	0.0	0.2572	0.0	0.8477	0.7202	0.9073	0.0093	0.0873	0.2670
0.1827	29.6	2960	0.6237	0.3156	0.3828	0.8468	nan	0.8393	0.9451	0.7031	0.7810	0.5808	nan	0.5555	0.7405	0.9285	0.8033	0.9102	0.0	0.5401	0.3913	nan	0.0	0.3114	0.0	0.9202	0.8563	0.9601	0.0006	0.1222	0.3613	nan	0.7250	0.8630	0.5065	0.7150	0.4088	nan	0.4300	0.5190	0.8127	0.5763	0.7133	0.0	0.4321	0.3248	nan	0.0	0.2533	0.0	0.8462	0.7186	0.9091	0.0006	0.0837	0.2599
0.3673	29.8	2980	0.6391	0.3119	0.3746	0.8442	nan	0.8303	0.9467	0.6216	0.8288	0.4926	nan	0.5147	0.7244	0.9304	0.7831	0.9231	0.0	0.4892	0.3685	nan	0.0	0.3220	0.0	0.9279	0.8398	0.9527	0.0004	0.1568	0.3330	nan	0.7185	0.8576	0.4819	0.6825	0.3904	nan	0.4049	0.5309	0.8101	0.5801	0.7101	0.0	0.4191	0.3159	nan	0.0	0.2582	0.0	0.8441	0.7170	0.9102	0.0004	0.1028	0.2475
0.2626	30.0	3000	0.6282	0.3152	0.3829	0.8463	nan	0.8338	0.9464	0.7754	0.7999	0.5489	nan	0.5446	0.7314	0.9292	0.7914	0.9109	0.0	0.5060	0.4021	nan	0.0	0.3210	0.0	0.9244	0.8513	0.9673	0.0002	0.1638	0.3044	nan	0.7239	0.8616	0.5066	0.7126	0.4093	nan	0.4218	0.5271	0.8143	0.5865	0.7111	0.0	0.4302	0.3212	nan	0.0	0.2500	0.0	0.8434	0.7197	0.9073	0.0002	0.1075	0.2326
0.2603	30.2	3020	0.6415	0.3135	0.3753	0.8452	nan	0.8571	0.9480	0.5969	0.7771	0.4833	nan	0.5445	0.6891	0.9295	0.7747	0.9091	0.0	0.5356	0.3873	nan	0.0	0.3417	0.0	0.9200	0.8518	0.9598	0.0003	0.1289	0.3757	nan	0.7103	0.8601	0.4550	0.7121	0.3857	nan	0.4200	0.5264	0.8139	0.5861	0.7127	0.0	0.4357	0.3238	nan	0.0	0.2632	0.0	0.8480	0.7172	0.9113	0.0003	0.0899	0.2615
0.3226	30.4	3040	0.6339	0.3146	0.3833	0.8451	nan	0.8438	0.9375	0.7271	0.8154	0.5733	nan	0.5359	0.7367	0.9306	0.7722	0.9157	0.0	0.5011	0.4064	nan	0.0	0.3274	0.0	0.9155	0.8516	0.9620	0.0002	0.1575	0.3570	nan	0.7258	0.8611	0.4823	0.7065	0.4046	nan	0.4260	0.5230	0.8098	0.5765	0.7114	0.0	0.4266	0.3337	nan	0.0	0.2592	0.0	0.8451	0.7182	0.9116	0.0002	0.0953	0.2504
0.2631	30.6	3060	0.6214	0.3135	0.3780	0.8458	nan	0.8266	0.9503	0.6231	0.8024	0.5516	nan	0.5548	0.7411	0.9370	0.7393	0.9007	0.0	0.5088	0.4133	nan	0.0	0.3175	0.0	0.9305	0.8399	0.9626	0.0003	0.1560	0.3395	nan	0.7205	0.8617	0.4736	0.7154	0.3996	nan	0.4283	0.5146	0.8088	0.5731	0.7146	0.0	0.4146	0.3288	nan	0.0	0.2548	0.0	0.8454	0.7244	0.9117	0.0003	0.0991	0.2428
0.2966	30.8	3080	0.6185	0.3136	0.3774	0.8460	nan	0.8651	0.9388	0.5587	0.7997	0.5316	nan	0.5866	0.7428	0.9316	0.7313	0.9059	0.0	0.5254	0.4083	nan	0.0	0.3347	0.0	0.9270	0.8538	0.9627	0.0007	0.1447	0.3259	nan	0.7162	0.8630	0.4333	0.7115	0.4071	nan	0.4455	0.5237	0.8097	0.5801	0.7090	0.0	0.4214	0.3230	nan	0.0	0.2618	0.0	0.8497	0.7313	0.9103	0.0007	0.1003	0.2381
0.2014	31.0	3100	0.6172	0.3161	0.3828	0.8467	nan	0.8408	0.9449	0.7225	0.8114	0.5288	nan	0.5681	0.7494	0.9295	0.7298	0.9038	0.0	0.5106	0.4282	nan	0.0	0.3368	0.0	0.9265	0.8430	0.9667	0.0051	0.1550	0.3483	nan	0.7200	0.8635	0.4991	0.7078	0.4062	nan	0.4367	0.5222	0.8136	0.5832	0.7114	0.0	0.4195	0.3311	nan	0.0	0.2622	0.0	0.8486	0.7270	0.9083	0.0051	0.1018	0.2491
0.3018	31.2	3120	0.6267	0.3155	0.3814	0.8460	nan	0.8463	0.9488	0.6685	0.7723	0.5530	nan	0.5369	0.7407	0.9380	0.7599	0.8946	0.0	0.5196	0.4111	nan	0.0	0.3404	0.0	0.9189	0.8651	0.9593	0.0019	0.1548	0.3757	nan	0.7177	0.8617	0.4882	0.7081	0.4068	nan	0.4246	0.5212	0.8088	0.5785	0.7143	0.0	0.4169	0.3324	nan	0.0	0.2648	0.0	0.8480	0.7272	0.9112	0.0019	0.1000	0.2622
0.2146	31.4	3140	0.6291	0.3118	0.3752	0.8459	nan	0.8688	0.9442	0.5578	0.7659	0.5353	nan	0.5611	0.7395	0.9356	0.7476	0.9048	0.0	0.5135	0.4249	nan	0.0	0.3279	0.0	0.9282	0.8493	0.9649	0.0010	0.1390	0.2976	nan	0.7093	0.8653	0.4322	0.7029	0.4143	nan	0.4327	0.5193	0.8085	0.5622	0.7103	0.0	0.4177	0.3298	nan	0.0	0.2567	0.0	0.8483	0.7318	0.9090	0.0010	0.1001	0.2261
0.2489	31.6	3160	0.6277	0.3134	0.3794	0.8470	nan	0.8446	0.9494	0.6131	0.7905	0.5603	nan	0.5605	0.7452	0.9300	0.7748	0.9143	0.0	0.5094	0.4197	nan	0.0	0.3213	0.0	0.9158	0.8702	0.9568	0.0011	0.1600	0.3022	nan	0.7260	0.8648	0.4703	0.7051	0.4171	nan	0.4284	0.5122	0.8105	0.5589	0.7110	0.0	0.4238	0.3304	nan	0.0	0.2571	0.0	0.8477	0.7272	0.9113	0.0011	0.1040	0.2234
0.1848	31.8	3180	0.6217	0.3182	0.3843	0.8486	nan	0.8293	0.9494	0.7458	0.8196	0.5505	nan	0.5568	0.7433	0.9266	0.7739	0.9049	0.0	0.5280	0.4034	nan	0.0	0.3349	0.0	0.9314	0.8406	0.9635	0.0043	0.1522	0.3389	nan	0.7282	0.8625	0.5483	0.7087	0.4206	nan	0.4332	0.5177	0.8141	0.5804	0.7139	0.0	0.4283	0.3270	nan	0.0	0.2598	0.0	0.8492	0.7328	0.9111	0.0042	0.1014	0.2418
0.2423	32.0	3200	0.6349	0.3140	0.3746	0.8465	nan	0.8515	0.9528	0.6090	0.7628	0.5166	nan	0.5204	0.7199	0.9292	0.7664	0.9147	0.0	0.5117	0.4025	nan	0.0	0.3260	0.0	0.9281	0.8478	0.9632	0.0030	0.1635	0.2987	nan	0.7144	0.8595	0.4679	0.7080	0.4065	nan	0.4193	0.5328	0.8149	0.5763	0.7125	0.0	0.4254	0.3302	nan	0.0	0.2558	0.0	0.8493	0.7322	0.9114	0.0030	0.1077	0.2218
0.2072	32.2	3220	0.6183	0.3168	0.3853	0.8469	nan	0.8464	0.9359	0.7178	0.7804	0.6184	nan	0.5949	0.7373	0.9340	0.7546	0.8971	0.0	0.5296	0.4117	nan	0.0	0.3135	0.0	0.9319	0.8641	0.9631	0.0011	0.1476	0.3506	nan	0.7166	0.8675	0.4941	0.7198	0.4106	nan	0.4514	0.5287	0.8140	0.5744	0.7140	0.0	0.4190	0.3316	nan	0.0	0.2498	0.0	0.8488	0.7339	0.9104	0.0011	0.1006	0.2517
0.2486	32.4	3240	0.6252	0.3159	0.3785	0.8478	nan	0.8363	0.9520	0.6876	0.8284	0.4914	nan	0.5448	0.7391	0.9239	0.7445	0.9237	0.0	0.4601	0.4129	nan	0.0	0.3263	0.0	0.9236	0.8473	0.9622	0.0158	0.1428	0.3502	nan	0.7308	0.8619	0.5093	0.6997	0.3970	nan	0.4283	0.5285	0.8141	0.5845	0.7083	0.0	0.4014	0.3258	nan	0.0	0.2588	0.0	0.8513	0.7340	0.9105	0.0156	0.0995	0.2489
0.3466	32.6	3260	0.6218	0.3140	0.3804	0.8474	nan	0.8476	0.9460	0.6854	0.7873	0.5418	nan	0.5730	0.7238	0.9436	0.7895	0.9060	0.0	0.5136	0.4050	nan	0.0	0.3294	0.0	0.9299	0.8415	0.9610	0.0001	0.1166	0.3316	nan	0.7194	0.8652	0.4875	0.7117	0.4024	nan	0.4420	0.5262	0.8022	0.5452	0.7137	0.0	0.4178	0.3305	nan	0.0	0.2577	0.0	0.8508	0.7373	0.9112	0.0001	0.0830	0.2453
0.2694	32.8	3280	0.6222	0.3151	0.3816	0.8476	nan	0.8437	0.9466	0.7042	0.7945	0.5441	nan	0.5757	0.7287	0.9331	0.7956	0.9056	0.0	0.5183	0.4255	nan	0.0	0.3341	0.0	0.9288	0.8555	0.9633	0.0035	0.1156	0.2950	nan	0.7215	0.8646	0.4981	0.7213	0.4041	nan	0.4462	0.5277	0.8096	0.5620	0.7102	0.0	0.4233	0.3271	nan	0.0	0.2567	0.0	0.8487	0.7356	0.9108	0.0035	0.0848	0.2273
0.2369	33.0	3300	0.6343	0.3182	0.3852	0.8471	nan	0.8389	0.9518	0.7102	0.7865	0.4715	nan	0.5540	0.7493	0.9442	0.7924	0.8959	0.0	0.5069	0.4040	nan	0.0	0.3492	0.0	0.9291	0.8529	0.9610	0.0546	0.1852	0.3881	nan	0.7083	0.8602	0.5188	0.7303	0.3822	nan	0.4302	0.5164	0.8075	0.5653	0.7206	0.0	0.4233	0.3322	nan	0.0	0.2699	0.0	0.8497	0.7354	0.9118	0.0515	0.1026	0.2669
0.2782	33.2	3320	0.6315	0.3175	0.3846	0.8471	nan	0.8442	0.9460	0.7244	0.7944	0.5183	nan	0.5633	0.7180	0.9243	0.8034	0.9126	0.0	0.5011	0.4221	nan	0.0	0.3324	0.0	0.9255	0.8692	0.9617	0.0186	0.2253	0.3024	nan	0.7147	0.8635	0.5157	0.7297	0.3954	nan	0.4394	0.5298	0.8130	0.5753	0.7122	0.0	0.4248	0.3261	nan	0.0	0.2601	0.0	0.8480	0.7286	0.9114	0.0184	0.1268	0.2261
0.1892	33.4	3340	0.6229	0.3174	0.3837	0.8475	nan	0.8362	0.9482	0.7089	0.8221	0.5246	nan	0.5596	0.7318	0.9296	0.7709	0.9079	0.0	0.5170	0.4163	nan	0.0	0.3318	0.0	0.9245	0.8491	0.9617	0.0116	0.1987	0.3285	nan	0.7242	0.8644	0.5229	0.7182	0.3937	nan	0.4338	0.5277	0.8072	0.5819	0.7132	0.0	0.4203	0.3299	nan	0.0	0.2616	0.0	0.8502	0.7340	0.9117	0.0115	0.1140	0.2366
0.3235	33.6	3360	0.6206	0.3178	0.3889	0.8467	nan	0.8404	0.9419	0.7767	0.8103	0.5470	nan	0.5767	0.7529	0.9339	0.7788	0.8996	0.0	0.5234	0.4090	nan	0.0	0.3569	0.0	0.9195	0.8566	0.9665	0.0048	0.2006	0.3506	nan	0.7199	0.8639	0.5314	0.7193	0.3967	nan	0.4402	0.5134	0.8100	0.5764	0.7160	0.0	0.4187	0.3323	nan	0.0	0.2746	0.0	0.8491	0.7312	0.9097	0.0047	0.1100	0.2505
0.2438	33.8	3380	0.6334	0.3172	0.3836	0.8471	nan	0.8178	0.9546	0.7738	0.8158	0.5294	nan	0.5316	0.7272	0.9268	0.7696	0.9118	0.0	0.4995	0.4611	nan	0.0	0.3412	0.0	0.9181	0.8635	0.9636	0.0006	0.1779	0.2918	nan	0.7259	0.8614	0.5565	0.7237	0.3930	nan	0.4194	0.5276	0.8153	0.5824	0.7119	0.0	0.4148	0.3281	nan	0.0	0.2658	0.0	0.8467	0.7309	0.9117	0.0006	0.1129	0.2226
0.2704	34.0	3400	0.6234	0.3177	0.3833	0.8477	nan	0.8524	0.9426	0.7176	0.7938	0.5376	nan	0.5782	0.7401	0.9282	0.7705	0.9118	0.0	0.4964	0.3808	nan	0.0	0.3447	0.0	0.9266	0.8692	0.9629	0.0005	0.1751	0.3356	nan	0.7215	0.8633	0.5367	0.7158	0.3995	nan	0.4413	0.5263	0.8144	0.5817	0.7127	0.0	0.4193	0.3253	nan	0.0	0.2674	0.0	0.8502	0.7307	0.9112	0.0005	0.1040	0.2449
0.2781	34.2	3420	0.6319	0.3186	0.3841	0.8474	nan	0.8271	0.9559	0.7391	0.7833	0.5326	nan	0.5464	0.7447	0.9317	0.7878	0.9025	0.0	0.4943	0.4150	nan	0.0	0.3570	0.0	0.9283	0.8347	0.9634	0.0022	0.2000	0.3454	nan	0.7207	0.8575	0.5573	0.7253	0.4035	nan	0.4309	0.5254	0.8147	0.5735	0.7151	0.0	0.4160	0.3239	nan	0.0	0.2740	0.0	0.8516	0.7359	0.9113	0.0022	0.1110	0.2453
0.2782	34.4	3440	0.6219	0.3167	0.3831	0.8471	nan	0.8520	0.9441	0.7117	0.8009	0.5044	nan	0.5720	0.7357	0.9258	0.7912	0.9097	0.0	0.5162	0.4119	nan	0.0	0.3413	0.0	0.9290	0.8506	0.9613	0.0253	0.1648	0.3115	nan	0.7266	0.8620	0.5018	0.7084	0.3909	nan	0.4385	0.5302	0.8152	0.5780	0.7118	0.0	0.4247	0.3276	nan	0.0	0.2695	0.0	0.8497	0.7316	0.9121	0.0240	0.1008	0.2318
0.2605	34.6	3460	0.6258	0.3154	0.3834	0.8463	nan	0.8515	0.9366	0.7163	0.8144	0.5393	nan	0.5842	0.7326	0.9293	0.7881	0.9211	0.0	0.4885	0.4109	nan	0.0	0.3421	0.0	0.9233	0.8674	0.9605	0.0220	0.1648	0.2749	nan	0.7339	0.8619	0.5141	0.6914	0.3983	nan	0.4435	0.5299	0.8109	0.5658	0.7093	0.0	0.4153	0.3237	nan	0.0	0.2673	0.0	0.8505	0.7287	0.9124	0.0210	0.1039	0.2108
0.2361	34.8	3480	0.6275	0.3130	0.3780	0.8459	nan	0.8534	0.9482	0.5490	0.7431	0.5580	nan	0.5596	0.7587	0.9331	0.7840	0.9060	0.0	0.5164	0.4136	nan	0.0	0.3438	0.0	0.9289	0.8473	0.9574	0.0281	0.1470	0.3208	nan	0.7069	0.8648	0.4339	0.6998	0.4092	nan	0.4339	0.5046	0.8138	0.5658	0.7170	0.0	0.4193	0.3310	nan	0.0	0.2673	0.0	0.8494	0.7331	0.9124	0.0272	0.0906	0.2372
0.2071	35.0	3500	0.6254	0.3146	0.3831	0.8466	nan	0.8374	0.9476	0.7038	0.8161	0.5171	nan	0.5516	0.7654	0.9334	0.7887	0.8928	0.0	0.5061	0.4098	nan	0.0	0.3454	0.0	0.9331	0.8494	0.9660	0.0156	0.1487	0.3314	nan	0.7284	0.8625	0.5288	0.7060	0.3912	nan	0.4343	0.4993	0.8146	0.5702	0.7182	0.0	0.4057	0.3193	nan	0.0	0.2637	0.0	0.8455	0.7222	0.9098	0.0149	0.0904	0.2414
0.352	35.2	3520	0.6266	0.3177	0.3825	0.8481	nan	0.8318	0.9516	0.7183	0.8032	0.5115	nan	0.5741	0.7495	0.9331	0.7458	0.9176	0.0	0.4783	0.4136	nan	0.0	0.3321	0.0	0.9305	0.8390	0.9647	0.0148	0.2201	0.3120	nan	0.7270	0.8621	0.5386	0.7159	0.3952	nan	0.4372	0.5198	0.8148	0.5796	0.7155	0.0	0.4138	0.3247	nan	0.0	0.2626	0.0	0.8492	0.7290	0.9108	0.0143	0.1263	0.2295
0.1845	35.4	3540	0.6265	0.3166	0.3837	0.8468	nan	0.8402	0.9466	0.7266	0.7639	0.5743	nan	0.5738	0.7567	0.9329	0.7327	0.8988	0.0001	0.5175	0.3890	nan	0.0	0.3382	0.0	0.9291	0.8585	0.9638	0.0020	0.1973	0.3351	nan	0.7208	0.8644	0.5186	0.7082	0.4051	nan	0.4400	0.5109	0.8134	0.5823	0.7166	0.0001	0.4155	0.3256	nan	0.0	0.2667	0.0	0.8484	0.7293	0.9114	0.0019	0.1112	0.2409
0.2188	35.6	3560	0.6274	0.3176	0.3878	0.8463	nan	0.8327	0.9414	0.7997	0.8035	0.5595	nan	0.5627	0.7400	0.9325	0.7659	0.9149	0.0	0.5170	0.4271	nan	0.0	0.3365	0.0	0.9273	0.8277	0.9625	0.0105	0.2477	0.2994	nan	0.7286	0.8621	0.5176	0.6972	0.4056	nan	0.4357	0.5243	0.8134	0.5875	0.7120	0.0	0.4236	0.3309	nan	0.0	0.2656	0.0	0.8498	0.7217	0.9114	0.0103	0.1416	0.2253
0.2544	35.8	3580	0.6392	0.3168	0.3817	0.8458	nan	0.8341	0.9495	0.7216	0.7806	0.5232	nan	0.5538	0.7431	0.9343	0.7682	0.9037	0.0000	0.5083	0.3859	nan	0.0	0.3377	0.0	0.9350	0.8264	0.9601	0.0101	0.2151	0.3224	nan	0.7197	0.8578	0.5360	0.7023	0.3929	nan	0.4307	0.5225	0.8170	0.5907	0.7160	0.0000	0.4203	0.3283	nan	0.0	0.2654	0.0	0.8467	0.7169	0.9128	0.0100	0.1186	0.2345
0.2178	36.0	3600	0.6309	0.3176	0.3823	0.8474	nan	0.8482	0.9453	0.7121	0.7914	0.5343	nan	0.5637	0.7310	0.9377	0.7580	0.9101	0.0	0.5164	0.3892	nan	0.0	0.3363	0.0	0.9301	0.8423	0.9631	0.0007	0.2185	0.3063	nan	0.7211	0.8636	0.5217	0.7123	0.3965	nan	0.4417	0.5307	0.8124	0.5903	0.7123	0.0	0.4226	0.3241	nan	0.0	0.2656	0.0	0.8500	0.7293	0.9118	0.0007	0.1273	0.2291
0.2455	36.2	3620	0.6349	0.3182	0.3849	0.8473	nan	0.8499	0.9445	0.7231	0.7808	0.5545	nan	0.5696	0.7371	0.9315	0.7746	0.9063	0.0	0.5025	0.4029	nan	0.0	0.3481	0.0	0.9277	0.8502	0.9646	0.0008	0.2258	0.3209	nan	0.7217	0.8654	0.5302	0.7175	0.4033	nan	0.4405	0.5272	0.8172	0.5871	0.7117	0.0	0.4191	0.3245	nan	0.0	0.2694	0.0	0.8445	0.7253	0.9107	0.0008	0.1298	0.2363
0.1756	36.4	3640	0.6376	0.3184	0.3862	0.8482	nan	0.8283	0.9525	0.7608	0.8008	0.5279	nan	0.5702	0.7534	0.9411	0.7617	0.9014	0.0	0.4963	0.3941	nan	0.0	0.3597	0.0	0.9281	0.8386	0.9635	0.0051	0.2104	0.3636	nan	0.7280	0.8632	0.5452	0.7239	0.3977	nan	0.4298	0.5116	0.8146	0.5793	0.7172	0.0	0.4170	0.3253	nan	0.0	0.2766	0.0	0.8483	0.7261	0.9112	0.0050	0.1176	0.2526
0.284	36.6	3660	0.6333	0.3187	0.3844	0.8483	nan	0.8374	0.9502	0.7026	0.8206	0.5129	nan	0.5741	0.7411	0.9335	0.7545	0.8983	0.0000	0.5353	0.3941	nan	0.0	0.3497	0.0	0.9264	0.8693	0.9582	0.0030	0.2235	0.3169	nan	0.7309	0.8625	0.5333	0.7181	0.3973	nan	0.4412	0.5231	0.8169	0.5884	0.7132	0.0000	0.4206	0.3243	nan	0.0	0.2698	0.0	0.8484	0.7279	0.9123	0.0029	0.1309	0.2353
0.2867	36.8	3680	0.6367	0.3191	0.3873	0.8480	nan	0.8406	0.9458	0.7680	0.8129	0.5309	nan	0.5761	0.7413	0.9407	0.7549	0.9027	0.0004	0.5196	0.4204	nan	0.0	0.3422	0.0	0.9245	0.8584	0.9571	0.0021	0.2348	0.3199	nan	0.7310	0.8619	0.5552	0.7120	0.3993	nan	0.4435	0.5200	0.8135	0.5762	0.7141	0.0004	0.4219	0.3298	nan	0.0	0.2701	0.0	0.8509	0.7326	0.9131	0.0021	0.1311	0.2330
0.1668	37.0	3700	0.6274	0.3170	0.3838	0.8467	nan	0.8537	0.9396	0.7176	0.7999	0.5485	nan	0.5740	0.7349	0.9349	0.7975	0.9105	0.0002	0.5201	0.3857	nan	0.0	0.3321	0.0	0.9279	0.8403	0.9635	0.0008	0.1939	0.3056	nan	0.7228	0.8606	0.5374	0.7039	0.4026	nan	0.4440	0.5286	0.8174	0.5689	0.7125	0.0002	0.4248	0.3254	nan	0.0	0.2659	0.0	0.8513	0.7312	0.9117	0.0008	0.1086	0.2257
0.2728	37.2	3720	0.6299	0.3175	0.3857	0.8476	nan	0.8348	0.9455	0.7016	0.8223	0.5272	nan	0.5649	0.7376	0.9326	0.8161	0.9095	0.0	0.4995	0.4026	nan	0.0	0.3518	0.0	0.9312	0.8529	0.9653	0.0024	0.2369	0.3066	nan	0.7325	0.8609	0.5482	0.6977	0.4022	nan	0.4359	0.5328	0.8176	0.5551	0.7146	0.0	0.4233	0.3291	nan	0.0	0.2705	0.0	0.8478	0.7285	0.9113	0.0023	0.1223	0.2285
0.2263	37.4	3740	0.6333	0.3188	0.3864	0.8478	nan	0.8506	0.9487	0.7211	0.7448	0.5567	nan	0.5773	0.7452	0.9386	0.7725	0.9068	0.0009	0.5000	0.3871	nan	0.0	0.3652	0.0	0.9192	0.8709	0.9647	0.0026	0.2447	0.3456	nan	0.7191	0.8640	0.5298	0.7023	0.4096	nan	0.4437	0.5250	0.8138	0.5742	0.7182	0.0008	0.4211	0.3254	nan	0.0	0.2822	0.0	0.8518	0.7323	0.9123	0.0026	0.1288	0.2439
0.2249	37.6	3760	0.6265	0.3203	0.3874	0.8489	nan	0.8410	0.9482	0.7262	0.7853	0.5670	nan	0.5716	0.7303	0.9364	0.7811	0.9055	0.0004	0.5143	0.4130	nan	0.0	0.3561	0.0	0.9251	0.8606	0.9599	0.0043	0.2341	0.3362	nan	0.7264	0.8650	0.5416	0.7209	0.4084	nan	0.4450	0.5312	0.8157	0.5767	0.7154	0.0004	0.4200	0.3319	nan	0.0	0.2769	0.0	0.8519	0.7341	0.9144	0.0042	0.1275	0.2431
0.3527	37.8	3780	0.6330	0.3193	0.3834	0.8487	nan	0.8468	0.9510	0.7009	0.7828	0.5322	nan	0.5571	0.7437	0.9348	0.7525	0.9047	0.0002	0.4997	0.4302	nan	0.0	0.3524	0.0	0.9308	0.8481	0.9632	0.0194	0.1976	0.3223	nan	0.7222	0.8640	0.5277	0.7137	0.4035	nan	0.4425	0.5294	0.8159	0.5842	0.7145	0.0002	0.4226	0.3321	nan	0.0	0.2708	0.0	0.8506	0.7353	0.9136	0.0188	0.1187	0.2376
0.2023	38.0	3800	0.6281	0.3189	0.3842	0.8487	nan	0.8514	0.9505	0.6399	0.7882	0.5308	nan	0.5673	0.7674	0.9404	0.7480	0.8923	0.0043	0.5115	0.4070	nan	0.0	0.3799	0.0	0.9324	0.8400	0.9634	0.0158	0.2054	0.3582	nan	0.7234	0.8640	0.4976	0.7173	0.4061	nan	0.4414	0.5133	0.8163	0.5861	0.7179	0.0040	0.4228	0.3369	nan	0.0	0.2862	0.0	0.8515	0.7333	0.9138	0.0155	0.1116	0.2467
0.2243	38.2	3820	0.6308	0.3185	0.3838	0.8486	nan	0.8510	0.9454	0.6567	0.7994	0.5513	nan	0.5755	0.7365	0.9361	0.7742	0.9096	0.0	0.5208	0.3991	nan	0.0	0.3405	0.0	0.9246	0.8673	0.9647	0.0043	0.2322	0.2931	nan	0.7266	0.8648	0.5077	0.7126	0.4071	nan	0.4459	0.5328	0.8143	0.5837	0.7126	0.0	0.4267	0.3323	nan	0.0	0.2660	0.0	0.8511	0.7319	0.9125	0.0043	0.1347	0.2238
0.2363	38.4	3840	0.6266	0.3201	0.3867	0.8491	nan	0.8489	0.9491	0.7229	0.7791	0.5454	nan	0.5555	0.7412	0.9370	0.7785	0.9028	0.0002	0.5160	0.4258	nan	0.0	0.3477	0.0001	0.9325	0.8476	0.9645	0.0069	0.2634	0.3091	nan	0.7267	0.8662	0.5469	0.7146	0.4044	nan	0.4413	0.5289	0.8138	0.5834	0.7142	0.0002	0.4243	0.3342	nan	0.0	0.2675	0.0001	0.8509	0.7338	0.9129	0.0068	0.1409	0.2302
0.2081	38.6	3860	0.6285	0.3206	0.3855	0.8500	nan	0.8426	0.9497	0.7577	0.8045	0.5160	nan	0.5761	0.7352	0.9351	0.7569	0.9095	0.0	0.5082	0.4108	nan	0.0	0.3487	0.0	0.9351	0.8446	0.9581	0.0190	0.2009	0.3280	nan	0.7312	0.8660	0.5605	0.7204	0.4023	nan	0.4441	0.5295	0.8133	0.5859	0.7150	0.0	0.4228	0.3287	nan	0.0	0.2694	0.0	0.8503	0.7358	0.9143	0.0187	0.1132	0.2378
0.3744	38.8	3880	0.6330	0.3201	0.3859	0.8487	nan	0.8423	0.9507	0.7359	0.7868	0.5456	nan	0.5671	0.7351	0.9346	0.7583	0.9016	0.0009	0.5179	0.4026	nan	0.0000	0.3603	0.0	0.9227	0.8565	0.9624	0.0094	0.2074	0.3512	nan	0.7241	0.8648	0.5454	0.7192	0.4057	nan	0.4412	0.5281	0.8174	0.5853	0.7152	0.0009	0.4193	0.3277	nan	0.0000	0.2775	0.0	0.8514	0.7345	0.9138	0.0093	0.1139	0.2473
0.222	39.0	3900	0.6305	0.3193	0.3861	0.8481	nan	0.8462	0.9502	0.6832	0.7864	0.5391	nan	0.5608	0.7489	0.9277	0.7754	0.9052	0.0008	0.5107	0.4192	nan	0.0003	0.3644	0.0000	0.9213	0.8633	0.9624	0.0173	0.2462	0.3253	nan	0.7253	0.8640	0.5175	0.7101	0.4086	nan	0.4399	0.5237	0.8189	0.5857	0.7131	0.0007	0.4254	0.3295	nan	0.0003	0.2773	0.0000	0.8491	0.7299	0.9130	0.0170	0.1300	0.2387
0.234	39.2	3920	0.6394	0.3188	0.3817	0.8485	nan	0.8469	0.9540	0.6789	0.7709	0.5267	nan	0.5583	0.7465	0.9355	0.7543	0.9112	0.0012	0.4892	0.3976	nan	0.0	0.3527	0.0	0.9298	0.8326	0.9640	0.0059	0.2359	0.3234	nan	0.7197	0.8634	0.5216	0.7212	0.4047	nan	0.4390	0.5302	0.8161	0.5859	0.7133	0.0011	0.4203	0.3261	nan	0.0	0.2733	0.0	0.8510	0.7337	0.9126	0.0058	0.1252	0.2362
0.2471	39.4	3940	0.6336	0.3189	0.3831	0.8484	nan	0.8371	0.9520	0.7166	0.8033	0.5301	nan	0.5818	0.7387	0.9333	0.7507	0.9139	0.0008	0.4894	0.3845	nan	0.0	0.3467	0.0	0.9180	0.8767	0.9572	0.0126	0.2103	0.3063	nan	0.7269	0.8644	0.5424	0.7263	0.4043	nan	0.4485	0.5327	0.8188	0.5825	0.7129	0.0007	0.4185	0.3231	nan	0.0	0.2703	0.0	0.8440	0.7163	0.9143	0.0124	0.1167	0.2275
0.3092	39.6	3960	0.6333	0.3202	0.3866	0.8497	nan	0.8335	0.9511	0.7537	0.8077	0.5414	nan	0.5604	0.7424	0.9350	0.7738	0.9095	0.0016	0.4964	0.3988	nan	0.0002	0.3553	0.0	0.9288	0.8614	0.9576	0.0171	0.2054	0.3387	nan	0.7321	0.8657	0.5504	0.7193	0.4097	nan	0.4416	0.5291	0.8182	0.5760	0.7151	0.0015	0.4215	0.3277	nan	0.0002	0.2720	0.0	0.8487	0.7292	0.9153	0.0169	0.1119	0.2433
0.2215	39.8	3980	0.6318	0.3189	0.3858	0.8488	nan	0.8538	0.9466	0.6724	0.7840	0.5643	nan	0.5667	0.7460	0.9381	0.7772	0.9054	0.0071	0.5041	0.4202	nan	0.0004	0.3577	0.0001	0.9271	0.8387	0.9629	0.0074	0.2184	0.3478	nan	0.7243	0.8660	0.4891	0.7087	0.4204	nan	0.4438	0.5290	0.8186	0.5752	0.7162	0.0064	0.4244	0.3364	nan	0.0004	0.2747	0.0001	0.8518	0.7336	0.9142	0.0073	0.1157	0.2482
0.2097	40.0	4000	0.6432	0.3193	0.3830	0.8495	nan	0.8406	0.9546	0.7155	0.7968	0.5070	nan	0.5688	0.7449	0.9287	0.7656	0.9212	0.0005	0.4856	0.3907	nan	0.0001	0.3494	0.0001	0.9269	0.8454	0.9647	0.0247	0.2301	0.2929	nan	0.7285	0.8642	0.5257	0.7213	0.4014	nan	0.4393	0.5362	0.8179	0.5827	0.7110	0.0004	0.4184	0.3286	nan	0.0001	0.2722	0.0001	0.8525	0.7314	0.9134	0.0242	0.1262	0.2221
0.2262	40.2	4020	0.6285	0.3192	0.3891	0.8471	nan	0.8524	0.9444	0.6725	0.7892	0.5434	nan	0.5822	0.7608	0.9295	0.7901	0.8873	0.0270	0.5194	0.4122	nan	0.0028	0.3659	0.0002	0.9291	0.8628	0.9626	0.0170	0.2602	0.3407	nan	0.7213	0.8641	0.4943	0.7021	0.4090	nan	0.4482	0.5233	0.8198	0.5770	0.7151	0.0245	0.4230	0.3334	nan	0.0028	0.2782	0.0002	0.8510	0.7309	0.9141	0.0167	0.1248	0.2404
0.1942	40.4	4040	0.6329	0.3202	0.3860	0.8491	nan	0.8339	0.9507	0.7632	0.7844	0.5517	nan	0.5881	0.7426	0.9309	0.7578	0.9133	0.0014	0.5097	0.4145	nan	0.0004	0.3384	0.0002	0.9321	0.8414	0.9600	0.0217	0.2267	0.2879	nan	0.7293	0.8652	0.5443	0.7127	0.4080	nan	0.4456	0.5348	0.8191	0.5802	0.7133	0.0013	0.4272	0.3334	nan	0.0004	0.2693	0.0002	0.8515	0.7344	0.9155	0.0211	0.1245	0.2160
0.2178	40.6	4060	0.6324	0.3192	0.3852	0.8483	nan	0.8513	0.9478	0.7104	0.7833	0.5441	nan	0.5529	0.7487	0.9342	0.7577	0.9108	0.0023	0.5184	0.4084	nan	0.0017	0.3607	0.0003	0.9232	0.8565	0.9604	0.0140	0.2391	0.2992	nan	0.7259	0.8644	0.5206	0.7051	0.4066	nan	0.4400	0.5292	0.8173	0.5823	0.7150	0.0021	0.4290	0.3326	nan	0.0017	0.2792	0.0003	0.8520	0.7338	0.9153	0.0138	0.1282	0.2205
0.2116	40.8	4080	0.6311	0.3198	0.3863	0.8490	nan	0.8486	0.9474	0.7098	0.7779	0.5772	nan	0.5751	0.7542	0.9368	0.7535	0.9082	0.0051	0.5209	0.3955	nan	0.0011	0.3560	0.0002	0.9249	0.8441	0.9646	0.0022	0.2357	0.3214	nan	0.7253	0.8670	0.5288	0.7141	0.4081	nan	0.4515	0.5268	0.8142	0.5776	0.7145	0.0047	0.4273	0.3279	nan	0.0011	0.2769	0.0002	0.8539	0.7370	0.9134	0.0022	0.1255	0.2342
0.2709	41.0	4100	0.6323	0.3206	0.3868	0.8490	nan	0.8457	0.9517	0.7141	0.7932	0.5252	nan	0.5582	0.7443	0.9351	0.7547	0.8907	0.0207	0.5161	0.4327	nan	0.0014	0.3559	0.0003	0.9292	0.8524	0.9673	0.0090	0.2106	0.3703	nan	0.7299	0.8644	0.5414	0.7225	0.3957	nan	0.4480	0.5313	0.8157	0.5791	0.7161	0.0192	0.4229	0.3295	nan	0.0014	0.2757	0.0003	0.8507	0.7324	0.9120	0.0088	0.1104	0.2533
0.2523	41.2	4120	0.6297	0.3201	0.3853	0.8491	nan	0.8475	0.9486	0.7304	0.7880	0.5451	nan	0.5832	0.7329	0.9403	0.7378	0.9026	0.0164	0.4996	0.4046	nan	0.0006	0.3447	0.0000	0.9260	0.8564	0.9668	0.0072	0.2001	0.3521	nan	0.7262	0.8665	0.5460	0.7282	0.4000	nan	0.4554	0.5317	0.8125	0.5737	0.7150	0.0153	0.4213	0.3260	nan	0.0006	0.2713	0.0000	0.8501	0.7299	0.9124	0.0071	0.1102	0.2454
0.2181	41.4	4140	0.6345	0.3199	0.3844	0.8491	nan	0.8431	0.9526	0.7024	0.7915	0.5291	nan	0.5626	0.7572	0.9315	0.7407	0.9016	0.0060	0.5176	0.4071	nan	0.0018	0.3424	0.0004	0.9316	0.8413	0.9628	0.0129	0.2172	0.3464	nan	0.7261	0.8643	0.5323	0.7279	0.3999	nan	0.4449	0.5253	0.8202	0.5795	0.7153	0.0056	0.4255	0.3288	nan	0.0018	0.2698	0.0004	0.8501	0.7318	0.9144	0.0126	0.1148	0.2452
0.2697	41.6	4160	0.6332	0.3192	0.3841	0.8495	nan	0.8468	0.9488	0.7347	0.8025	0.5234	nan	0.5684	0.7582	0.9296	0.7531	0.9164	0.0008	0.4913	0.3986	nan	0.0003	0.3397	0.0023	0.9327	0.8470	0.9625	0.0092	0.2208	0.3056	nan	0.7262	0.8653	0.5394	0.7330	0.3973	nan	0.4461	0.5248	0.8183	0.5759	0.7134	0.0008	0.4211	0.3266	nan	0.0003	0.2675	0.0023	0.8502	0.7323	0.9138	0.0091	0.1205	0.2302
0.265	41.8	4180	0.6364	0.3208	0.3872	0.8493	nan	0.8485	0.9492	0.7336	0.8040	0.5078	nan	0.5816	0.7392	0.9340	0.7684	0.8999	0.0053	0.5269	0.4019	nan	0.0012	0.3508	0.0009	0.9248	0.8647	0.9623	0.0157	0.2222	0.3483	nan	0.7256	0.8640	0.5489	0.7326	0.3933	nan	0.4481	0.5319	0.8171	0.5732	0.7167	0.0048	0.4251	0.3289	nan	0.0012	0.2736	0.0009	0.8519	0.7321	0.9144	0.0154	0.1174	0.2476
0.208	42.0	4200	0.6323	0.3201	0.3863	0.8493	nan	0.8405	0.9495	0.7075	0.8011	0.5457	nan	0.5879	0.7372	0.9383	0.7664	0.9013	0.0105	0.5283	0.3997	nan	0.0012	0.3426	0.0008	0.9276	0.8536	0.9638	0.0051	0.2239	0.3280	nan	0.7263	0.8645	0.5334	0.7354	0.4038	nan	0.4511	0.5290	0.8156	0.5700	0.7165	0.0093	0.4233	0.3300	nan	0.0012	0.2687	0.0008	0.8514	0.7322	0.9143	0.0051	0.1197	0.2406
0.2253	42.2	4220	0.6382	0.3185	0.3834	0.8489	nan	0.8485	0.9483	0.6240	0.7916	0.5574	nan	0.5613	0.7418	0.9320	0.7664	0.9104	0.0041	0.5087	0.4024	nan	0.0007	0.3553	0.0004	0.9263	0.8618	0.9608	0.0088	0.2259	0.3310	nan	0.7206	0.8660	0.4774	0.7349	0.4093	nan	0.4470	0.5292	0.8180	0.5763	0.7162	0.0038	0.4245	0.3300	nan	0.0007	0.2750	0.0004	0.8500	0.7281	0.9151	0.0086	0.1209	0.2413
0.1785	42.4	4240	0.6351	0.3178	0.3827	0.8487	nan	0.8542	0.9480	0.6164	0.7786	0.5554	nan	0.5884	0.7442	0.9363	0.7567	0.9053	0.0047	0.4902	0.4051	nan	0.0018	0.3499	0.0008	0.9337	0.8435	0.9612	0.0103	0.2371	0.3244	nan	0.7177	0.8668	0.4604	0.7290	0.4126	nan	0.4540	0.5255	0.8178	0.5720	0.7166	0.0042	0.4154	0.3294	nan	0.0018	0.2725	0.0008	0.8492	0.7347	0.9152	0.0101	0.1263	0.2389
0.1979	42.6	4260	0.6329	0.3198	0.3863	0.8497	nan	0.8409	0.9492	0.7065	0.8018	0.5553	nan	0.5833	0.7439	0.9351	0.7818	0.9106	0.0022	0.4870	0.4035	nan	0.0004	0.3606	0.0013	0.9289	0.8546	0.9615	0.0130	0.2219	0.3190	nan	0.7290	0.8658	0.5238	0.7344	0.4082	nan	0.4506	0.5255	0.8185	0.5694	0.7140	0.0020	0.4107	0.3275	nan	0.0004	0.2782	0.0013	0.8508	0.7349	0.9147	0.0127	0.1222	0.2385
0.336	42.8	4280	0.6320	0.3201	0.3876	0.8495	nan	0.8367	0.9489	0.7216	0.8228	0.5267	nan	0.5822	0.7494	0.9359	0.7838	0.8973	0.0042	0.5131	0.3994	nan	0.0028	0.3646	0.0021	0.9311	0.8540	0.9636	0.0171	0.1847	0.3597	nan	0.7317	0.8647	0.5452	0.7289	0.3953	nan	0.4484	0.5215	0.8195	0.5700	0.7176	0.0039	0.4142	0.3288	nan	0.0028	0.2815	0.0021	0.8502	0.7314	0.9141	0.0167	0.1011	0.2538
0.2518	43.0	4300	0.6349	0.3200	0.3863	0.8492	nan	0.8412	0.9500	0.7213	0.8082	0.5289	nan	0.5771	0.7479	0.9323	0.7809	0.9070	0.0032	0.5134	0.3910	nan	0.0019	0.3518	0.0015	0.9280	0.8492	0.9607	0.0108	0.2268	0.3303	nan	0.7292	0.8636	0.5361	0.7291	0.3979	nan	0.4444	0.5262	0.8193	0.5736	0.7149	0.0029	0.4206	0.3269	nan	0.0019	0.2756	0.0015	0.8514	0.7350	0.9150	0.0106	0.1213	0.2418
0.2272	43.2	4320	0.6367	0.3188	0.3831	0.8489	nan	0.8502	0.9487	0.6423	0.7829	0.5386	nan	0.5826	0.7373	0.9356	0.7651	0.9078	0.0035	0.5144	0.4006	nan	0.0028	0.3508	0.0021	0.9301	0.8504	0.9619	0.0107	0.2042	0.3366	nan	0.7203	0.8653	0.4825	0.7281	0.4053	nan	0.4492	0.5326	0.8179	0.5742	0.7163	0.0033	0.4272	0.3294	nan	0.0028	0.2761	0.0021	0.8503	0.7342	0.9148	0.0105	0.1123	0.2454
0.1883	43.4	4340	0.6378	0.3208	0.3875	0.8497	nan	0.8459	0.9479	0.7141	0.7933	0.5487	nan	0.5827	0.7497	0.9362	0.7725	0.9125	0.0021	0.5032	0.4048	nan	0.0018	0.3578	0.0011	0.9269	0.8451	0.9613	0.0166	0.2359	0.3413	nan	0.7278	0.8649	0.5236	0.7271	0.4058	nan	0.4518	0.5280	0.8177	0.5734	0.7166	0.0019	0.4255	0.3303	nan	0.0018	0.2785	0.0011	0.8520	0.7350	0.9150	0.0163	0.1263	0.2461
0.1756	43.6	4360	0.6306	0.3206	0.3880	0.8495	nan	0.8444	0.9476	0.7409	0.8049	0.5406	nan	0.5803	0.7575	0.9334	0.7704	0.9013	0.0047	0.5093	0.4051	nan	0.0033	0.3646	0.0014	0.9295	0.8568	0.9619	0.0065	0.2077	0.3424	nan	0.7304	0.8644	0.5390	0.7328	0.3986	nan	0.4503	0.5223	0.8213	0.5789	0.7172	0.0043	0.4239	0.3284	nan	0.0033	0.2790	0.0014	0.8490	0.7327	0.9148	0.0064	0.1134	0.2470
0.2121	43.8	4380	0.6359	0.3198	0.3857	0.8495	nan	0.8497	0.9482	0.7030	0.8017	0.5078	nan	0.5894	0.7565	0.9384	0.7584	0.9008	0.0104	0.5106	0.3796	nan	0.0028	0.3580	0.0008	0.9340	0.8485	0.9599	0.0144	0.2006	0.3677	nan	0.7283	0.8650	0.5229	0.7386	0.3898	nan	0.4527	0.5228	0.8150	0.5738	0.7191	0.0095	0.4217	0.3220	nan	0.0028	0.2778	0.0008	0.8490	0.7315	0.9155	0.0141	0.1066	0.2531
0.1781	44.0	4400	0.6458	0.3188	0.3842	0.8484	nan	0.8514	0.9513	0.6391	0.7857	0.5146	nan	0.5678	0.7472	0.9386	0.7657	0.9017	0.0151	0.5274	0.4051	nan	0.0064	0.3706	0.0012	0.9222	0.8536	0.9646	0.0127	0.2093	0.3427	nan	0.7230	0.8635	0.4856	0.7334	0.3918	nan	0.4462	0.5257	0.8162	0.5747	0.7183	0.0131	0.4236	0.3298	nan	0.0063	0.2833	0.0012	0.8528	0.7308	0.9140	0.0125	0.1129	0.2430
0.1845	44.2	4420	0.6448	0.3185	0.3837	0.8486	nan	0.8477	0.9504	0.6449	0.7924	0.5154	nan	0.5953	0.7567	0.9352	0.7697	0.9122	0.0063	0.5157	0.4063	nan	0.0073	0.3477	0.0016	0.9258	0.8427	0.9629	0.0084	0.2287	0.3062	nan	0.7223	0.8643	0.4923	0.7363	0.3936	nan	0.4502	0.5238	0.8176	0.5722	0.7143	0.0053	0.4250	0.3285	nan	0.0073	0.2738	0.0016	0.8520	0.7326	0.9138	0.0083	0.1269	0.2292
0.239	44.4	4440	0.6427	0.3180	0.3839	0.8479	nan	0.8478	0.9503	0.6684	0.7860	0.5241	nan	0.5710	0.7567	0.9366	0.7638	0.8968	0.0206	0.5272	0.4068	nan	0.0074	0.3596	0.0011	0.9266	0.8561	0.9627	0.0047	0.1764	0.3328	nan	0.7210	0.8636	0.4996	0.7374	0.3930	nan	0.4461	0.5181	0.8176	0.5689	0.7170	0.0180	0.4238	0.3302	nan	0.0074	0.2792	0.0011	0.8477	0.7264	0.9141	0.0046	0.1012	0.2403
0.2062	44.6	4460	0.6362	0.3196	0.3866	0.8488	nan	0.8451	0.9475	0.7031	0.8038	0.5415	nan	0.5860	0.7562	0.9399	0.7537	0.8905	0.0206	0.5345	0.4092	nan	0.0076	0.3592	0.0012	0.9314	0.8468	0.9642	0.0057	0.1847	0.3401	nan	0.7264	0.8644	0.5108	0.7380	0.3988	nan	0.4515	0.5209	0.8161	0.5764	0.7174	0.0181	0.4231	0.3296	nan	0.0075	0.2775	0.0012	0.8500	0.7305	0.9136	0.0056	0.1062	0.2441
0.2305	44.8	4480	0.6352	0.3192	0.3857	0.8482	nan	0.8492	0.9457	0.6806	0.7994	0.5358	nan	0.5897	0.7552	0.9359	0.7587	0.8993	0.0117	0.5201	0.4033	nan	0.0048	0.3595	0.0014	0.9282	0.8479	0.9655	0.0091	0.1983	0.3419	nan	0.7248	0.8632	0.4987	0.7270	0.3969	nan	0.4515	0.5249	0.8182	0.5797	0.7169	0.0104	0.4248	0.3310	nan	0.0048	0.2770	0.0014	0.8497	0.7308	0.9132	0.0089	0.1143	0.2459
0.2238	45.0	4500	0.6380	0.3193	0.3849	0.8486	nan	0.8397	0.9488	0.6663	0.8055	0.5387	nan	0.5839	0.7500	0.9371	0.7596	0.9022	0.0085	0.5182	0.3934	nan	0.0050	0.3509	0.0012	0.9285	0.8534	0.9627	0.0108	0.2154	0.3384	nan	0.7259	0.8636	0.4998	0.7353	0.3957	nan	0.4452	0.5272	0.8183	0.5790	0.7171	0.0075	0.4243	0.3284	nan	0.0050	0.2743	0.0012	0.8499	0.7297	0.9145	0.0106	0.1202	0.2444
0.305	45.2	4520	0.6375	0.3185	0.3832	0.8491	nan	0.8426	0.9470	0.6728	0.8126	0.5474	nan	0.5688	0.7549	0.9376	0.7536	0.9089	0.0038	0.5036	0.3807	nan	0.0027	0.3485	0.0018	0.9361	0.8362	0.9633	0.0064	0.2110	0.3230	nan	0.7269	0.8656	0.4992	0.7370	0.3986	nan	0.4453	0.5261	0.8165	0.5792	0.7148	0.0034	0.4217	0.3236	nan	0.0027	0.2722	0.0018	0.8491	0.7286	0.9139	0.0063	0.1202	0.2387
0.1982	45.4	4540	0.6392	0.3192	0.3847	0.8485	nan	0.8430	0.9511	0.6618	0.8010	0.5160	nan	0.5662	0.7429	0.9340	0.7732	0.8971	0.0112	0.5184	0.4157	nan	0.0049	0.3574	0.0011	0.9322	0.8505	0.9617	0.0108	0.2194	0.3397	nan	0.7242	0.8634	0.4989	0.7377	0.3893	nan	0.4419	0.5294	0.8204	0.5754	0.7169	0.0098	0.4247	0.3302	nan	0.0049	0.2763	0.0011	0.8488	0.7299	0.9147	0.0106	0.1209	0.2445
0.1926	45.6	4560	0.6403	0.3204	0.3879	0.8484	nan	0.8383	0.9488	0.7210	0.8040	0.5245	nan	0.6101	0.7465	0.9361	0.7626	0.9021	0.0130	0.5236	0.4112	nan	0.0077	0.3676	0.0012	0.9196	0.8601	0.9634	0.0093	0.2025	0.3400	nan	0.7271	0.8643	0.5295	0.7393	0.3901	nan	0.4546	0.5274	0.8168	0.5755	0.7160	0.0114	0.4261	0.3327	nan	0.0077	0.2831	0.0012	0.8468	0.7226	0.9146	0.0091	0.1137	0.2438
0.1397	45.8	4580	0.6377	0.3191	0.3848	0.8484	nan	0.8532	0.9473	0.6563	0.7845	0.5335	nan	0.5928	0.7560	0.9375	0.7502	0.9025	0.0109	0.5190	0.3983	nan	0.0069	0.3671	0.0020	0.9245	0.8549	0.9651	0.0077	0.2003	0.3423	nan	0.7197	0.8653	0.4856	0.7364	0.3963	nan	0.4549	0.5247	0.8166	0.5788	0.7166	0.0096	0.4260	0.3318	nan	0.0068	0.2832	0.0020	0.8495	0.7293	0.9137	0.0076	0.1118	0.2453
0.2721	46.0	4600	0.6428	0.3188	0.3850	0.8482	nan	0.8511	0.9453	0.6398	0.7791	0.5637	nan	0.5881	0.7554	0.9386	0.7705	0.9035	0.0078	0.5173	0.4023	nan	0.0062	0.3550	0.0015	0.9300	0.8426	0.9617	0.0061	0.2155	0.3402	nan	0.7186	0.8664	0.4767	0.7316	0.4029	nan	0.4544	0.5232	0.8170	0.5797	0.7164	0.0068	0.4246	0.3325	nan	0.0062	0.2780	0.0015	0.8492	0.7298	0.9149	0.0060	0.1176	0.2461
0.2191	46.2	4620	0.6430	0.3191	0.3834	0.8480	nan	0.8447	0.9522	0.6280	0.7893	0.5173	nan	0.5687	0.7479	0.9312	0.7755	0.9024	0.0103	0.5104	0.3965	nan	0.0062	0.3691	0.0012	0.9265	0.8503	0.9630	0.0126	0.2135	0.3536	nan	0.7210	0.8619	0.4815	0.7368	0.3898	nan	0.4463	0.5306	0.8217	0.5813	0.7171	0.0090	0.4246	0.3314	nan	0.0062	0.2842	0.0012	0.8491	0.7266	0.9148	0.0124	0.1149	0.2486
0.2445	46.4	4640	0.6358	0.3197	0.3833	0.8486	nan	0.8422	0.9497	0.6327	0.8056	0.5283	nan	0.5737	0.7371	0.9362	0.7590	0.9073	0.0065	0.5078	0.4047	nan	0.0041	0.3650	0.0014	0.9295	0.8454	0.9604	0.0093	0.2196	0.3391	nan	0.7229	0.8631	0.4900	0.7405	0.3927	nan	0.4486	0.5369	0.8190	0.5817	0.7160	0.0057	0.4252	0.3319	nan	0.0041	0.2821	0.0014	0.8491	0.7284	0.9156	0.0092	0.1204	0.2451
0.1568	46.6	4660	0.6423	0.3206	0.3856	0.8489	nan	0.8389	0.9501	0.6546	0.8120	0.5318	nan	0.5800	0.7368	0.9417	0.7627	0.9079	0.0071	0.5082	0.4120	nan	0.0032	0.3653	0.0016	0.9256	0.8421	0.9611	0.0108	0.2513	0.3342	nan	0.7248	0.8627	0.5062	0.7418	0.3943	nan	0.4505	0.5358	0.8138	0.5761	0.7165	0.0062	0.4264	0.3333	nan	0.0032	0.2828	0.0016	0.8511	0.7302	0.9153	0.0106	0.1328	0.2432
0.2287	46.8	4680	0.6416	0.3212	0.3876	0.8492	nan	0.8421	0.9482	0.6830	0.8110	0.5365	nan	0.5960	0.7410	0.9405	0.7710	0.9060	0.0080	0.5194	0.4021	nan	0.0052	0.3638	0.0028	0.9237	0.8501	0.9622	0.0092	0.2450	0.3349	nan	0.7253	0.8639	0.5211	0.7433	0.3970	nan	0.4559	0.5313	0.8150	0.5730	0.7164	0.0070	0.4269	0.3319	nan	0.0052	0.2831	0.0028	0.8518	0.7295	0.9148	0.0090	0.1299	0.2430
0.2227	47.0	4700	0.6424	0.3220	0.3892	0.8495	nan	0.8402	0.9487	0.6999	0.8152	0.5446	nan	0.5886	0.7438	0.9418	0.7658	0.9052	0.0121	0.5182	0.4095	nan	0.0054	0.3647	0.0032	0.9215	0.8456	0.9627	0.0092	0.2577	0.3503	nan	0.7286	0.8644	0.5291	0.7402	0.3993	nan	0.4533	0.5304	0.8140	0.5741	0.7172	0.0105	0.4277	0.3342	nan	0.0053	0.2851	0.0032	0.8520	0.7308	0.9145	0.0091	0.1324	0.2491
0.1834	47.2	4720	0.6363	0.3219	0.3898	0.8496	nan	0.8473	0.9457	0.7192	0.8109	0.5480	nan	0.5907	0.7462	0.9415	0.7702	0.8988	0.0146	0.5193	0.4076	nan	0.0061	0.3653	0.0030	0.9286	0.8408	0.9645	0.0106	0.2417	0.3545	nan	0.7281	0.8660	0.5287	0.7369	0.4012	nan	0.4550	0.5296	0.8148	0.5757	0.7179	0.0128	0.4265	0.3324	nan	0.0061	0.2837	0.0030	0.8512	0.7306	0.9140	0.0103	0.1260	0.2508
0.1747	47.4	4740	0.6369	0.3207	0.3874	0.8495	nan	0.8423	0.9477	0.7320	0.8100	0.5351	nan	0.5841	0.7413	0.9380	0.7699	0.9047	0.0057	0.5092	0.4088	nan	0.0043	0.3465	0.0036	0.9320	0.8458	0.9618	0.0088	0.2331	0.3313	nan	0.7291	0.8650	0.5327	0.7333	0.3984	nan	0.4504	0.5318	0.8166	0.5738	0.7162	0.0050	0.4252	0.3300	nan	0.0043	0.2738	0.0036	0.8493	0.7300	0.9147	0.0087	0.1280	0.2431
0.4307	47.6	4760	0.6403	0.3201	0.3846	0.8492	nan	0.8444	0.9493	0.7174	0.7880	0.5422	nan	0.5842	0.7338	0.9372	0.7556	0.9042	0.0057	0.5024	0.3995	nan	0.0036	0.3368	0.0026	0.9342	0.8496	0.9610	0.0084	0.2189	0.3298	nan	0.7251	0.8649	0.5254	0.7358	0.3993	nan	0.4496	0.5352	0.8183	0.5760	0.7163	0.0050	0.4227	0.3288	nan	0.0036	0.2692	0.0026	0.8481	0.7284	0.9150	0.0083	0.1216	0.2428
0.2277	47.8	4780	0.6397	0.3208	0.3874	0.8492	nan	0.8468	0.9473	0.7015	0.8020	0.5426	nan	0.5769	0.7409	0.9374	0.7692	0.9051	0.0097	0.5048	0.4112	nan	0.0060	0.3559	0.0038	0.9284	0.8503	0.9625	0.0108	0.2434	0.3395	nan	0.7255	0.8658	0.5153	0.7352	0.4006	nan	0.4492	0.5329	0.8177	0.5751	0.7164	0.0083	0.4247	0.3315	nan	0.0060	0.2785	0.0038	0.8497	0.7293	0.9149	0.0106	0.1300	0.2453
0.2911	48.0	4800	0.6405	0.3206	0.3866	0.8494	nan	0.8421	0.9487	0.7073	0.8035	0.5448	nan	0.5707	0.7366	0.9393	0.7645	0.9043	0.0087	0.5054	0.4079	nan	0.0044	0.3474	0.0026	0.9287	0.8564	0.9614	0.0092	0.2341	0.3443	nan	0.7275	0.8659	0.5218	0.7347	0.4005	nan	0.4468	0.5359	0.8150	0.5746	0.7167	0.0075	0.4244	0.3314	nan	0.0044	0.2752	0.0026	0.8487	0.7275	0.9154	0.0091	0.1266	0.2471
0.2162	48.2	4820	0.6382	0.3211	0.3876	0.8494	nan	0.8415	0.9500	0.7138	0.8030	0.5409	nan	0.5622	0.7417	0.9359	0.7681	0.9016	0.0100	0.5098	0.4056	nan	0.0041	0.3559	0.0019	0.9270	0.8606	0.9617	0.0104	0.2384	0.3576	nan	0.7280	0.8656	0.5275	0.7351	0.4000	nan	0.4446	0.5346	0.8180	0.5767	0.7174	0.0088	0.4253	0.3309	nan	0.0041	0.2790	0.0019	0.8483	0.7257	0.9152	0.0103	0.1264	0.2519
0.6038	48.4	4840	0.6408	0.3208	0.3873	0.8494	nan	0.8388	0.9504	0.7154	0.8062	0.5360	nan	0.5744	0.7418	0.9376	0.7649	0.9034	0.0072	0.5032	0.4072	nan	0.0040	0.3557	0.0038	0.9286	0.8596	0.9627	0.0114	0.2549	0.3279	nan	0.7278	0.8653	0.5274	0.7344	0.3989	nan	0.4461	0.5323	0.8166	0.5761	0.7169	0.0063	0.4234	0.3307	nan	0.0039	0.2774	0.0038	0.8483	0.7263	0.9149	0.0112	0.1370	0.2413
0.229	48.6	4860	0.6397	0.3212	0.3883	0.8493	nan	0.8503	0.9479	0.6943	0.7957	0.5442	nan	0.5817	0.7488	0.9355	0.7610	0.9041	0.0097	0.5181	0.4128	nan	0.0062	0.3599	0.0041	0.9223	0.8578	0.9648	0.0102	0.2584	0.3384	nan	0.7240	0.8663	0.5114	0.7338	0.4011	nan	0.4517	0.5294	0.8195	0.5797	0.7169	0.0083	0.4258	0.3330	nan	0.0062	0.2806	0.0041	0.8522	0.7304	0.9142	0.0100	0.1365	0.2444
0.2448	48.8	4880	0.6375	0.3211	0.3874	0.8497	nan	0.8493	0.9482	0.6989	0.8005	0.5324	nan	0.5757	0.7436	0.9371	0.7709	0.9076	0.0076	0.4998	0.4044	nan	0.0049	0.3627	0.0036	0.9284	0.8523	0.9634	0.0129	0.2585	0.3355	nan	0.7259	0.8662	0.5155	0.7340	0.3992	nan	0.4501	0.5332	0.8177	0.5763	0.7165	0.0066	0.4233	0.3312	nan	0.0049	0.2808	0.0036	0.8506	0.7310	0.9146	0.0126	0.1361	0.2440
0.1762	49.0	4900	0.6454	0.3216	0.3887	0.8495	nan	0.8442	0.9486	0.7100	0.7957	0.5425	nan	0.5870	0.7420	0.9386	0.7725	0.9069	0.0103	0.5156	0.4068	nan	0.0061	0.3601	0.0017	0.9250	0.8534	0.9577	0.0130	0.2559	0.3444	nan	0.7263	0.8660	0.5189	0.7351	0.4009	nan	0.4529	0.5343	0.8165	0.5764	0.7165	0.0088	0.4257	0.3325	nan	0.0061	0.2813	0.0017	0.8517	0.7306	0.9158	0.0127	0.1343	0.2475
0.2543	49.2	4920	0.6408	0.3211	0.3871	0.8495	nan	0.8461	0.9490	0.6968	0.7981	0.5318	nan	0.5777	0.7375	0.9364	0.7726	0.9100	0.0070	0.5098	0.4071	nan	0.0042	0.3608	0.0026	0.9260	0.8529	0.9614	0.0148	0.2475	0.3356	nan	0.7259	0.8659	0.5142	0.7349	0.3985	nan	0.4505	0.5366	0.8172	0.5769	0.7157	0.0061	0.4255	0.3318	nan	0.0042	0.2808	0.0026	0.8512	0.7300	0.9153	0.0144	0.1317	0.2442
0.2144	49.4	4940	0.6356	0.3207	0.3863	0.8494	nan	0.8491	0.9476	0.6781	0.7977	0.5408	nan	0.5848	0.7381	0.9361	0.7629	0.9049	0.0087	0.5093	0.4128	nan	0.0048	0.3566	0.0027	0.9285	0.8539	0.9630	0.0113	0.2288	0.3416	nan	0.7246	0.8663	0.5053	0.7344	0.4002	nan	0.4526	0.5360	0.8189	0.5786	0.7168	0.0075	0.4253	0.3333	nan	0.0048	0.2787	0.0027	0.8505	0.7298	0.9150	0.0111	0.1243	0.2463
0.2022	49.6	4960	0.6429	0.3213	0.3880	0.8495	nan	0.8463	0.9499	0.7025	0.7986	0.5306	nan	0.5813	0.7453	0.9338	0.7672	0.9043	0.0106	0.5087	0.4128	nan	0.0059	0.3646	0.0029	0.9240	0.8588	0.9638	0.0127	0.2470	0.3442	nan	0.7260	0.8652	0.5166	0.7350	0.3979	nan	0.4504	0.5313	0.8203	0.5774	0.7172	0.0092	0.4259	0.3340	nan	0.0058	0.2823	0.0029	0.8512	0.7283	0.9145	0.0125	0.1303	0.2467
0.2088	49.8	4980	0.6415	0.3210	0.3874	0.8492	nan	0.8498	0.9502	0.6913	0.7890	0.5218	nan	0.5817	0.7492	0.9336	0.7679	0.9026	0.0117	0.5024	0.4176	nan	0.0059	0.3590	0.0050	0.9287	0.8520	0.9651	0.0147	0.2597	0.3370	nan	0.7238	0.8649	0.5113	0.7339	0.3960	nan	0.4499	0.5293	0.8206	0.5777	0.7174	0.0100	0.4247	0.3336	nan	0.0059	0.2792	0.0050	0.8501	0.7302	0.9141	0.0143	0.1363	0.2443
0.2577	50.0	5000	0.6403	0.3210	0.3874	0.8493	nan	0.8443	0.9507	0.6730	0.7954	0.5373	nan	0.5756	0.7428	0.9401	0.7730	0.8978	0.0147	0.5139	0.4087	nan	0.0052	0.3614	0.0023	0.9300	0.8478	0.9626	0.0113	0.2611	0.3470	nan	0.7257	0.8649	0.5071	0.7349	0.3991	nan	0.4485	0.5331	0.8156	0.5762	0.7181	0.0126	0.4252	0.3330	nan	0.0052	0.2809	0.0023	0.8503	0.7313	0.9150	0.0111	0.1348	0.2484

Framework versions

Transformers 4.38.1
Pytorch 2.2.1+cu118
Datasets 2.17.1
Tokenizers 0.15.2

ichigoDifuku
/

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

Evaluation results