segformer-b2-kelp-rgb-agg-imgaug-jan-27

This model is a fine-tuned version of nvidia/mit-b2 on the samitizerxu/kelp_data dataset. It achieves the following results on the evaluation set:

• Accuracy Kelp: 0.4483
• Iou Kelp: 0.3982
• Accuracy Bg: 0.9991
• Iou Bg: 0.9954
• Loss: 0.0174
• Mean Iou: 0.6968
• Mean Accuracy: 0.7237
• Overall Accuracy: 0.9955

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
• lr_scheduler_warmup_ratio: 0.2
• num_epochs: 40

Training results

Training Loss	Epoch	Step	Accuracy Kelp	Iou Kelp	Accuracy Bg	Iou Bg	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy
0.7557	0.06	30	0.5865	0.0073	0.4625	0.4612	0.7403	0.2342	0.5245	0.4633
0.7383	0.12	60	0.5811	0.0071	0.4541	0.4528	0.7518	0.2300	0.5176	0.4550
0.7122	0.18	90	0.5460	0.0072	0.4913	0.4898	0.7268	0.2485	0.5187	0.4917
0.6843	0.24	120	0.5273	0.0074	0.5269	0.5252	0.7031	0.2663	0.5271	0.5269
0.6517	0.3	150	0.5363	0.0086	0.5842	0.5824	0.6704	0.2955	0.5602	0.5839
0.5976	0.37	180	0.4706	0.0101	0.6913	0.6888	0.5971	0.3494	0.5809	0.6898
0.5402	0.43	210	0.4111	0.0125	0.7837	0.7806	0.5262	0.3965	0.5974	0.7812
0.4614	0.49	240	0.3286	0.0143	0.8518	0.8479	0.4517	0.4311	0.5902	0.8483
0.4098	0.55	270	0.2838	0.0157	0.8843	0.8801	0.4001	0.4479	0.5841	0.8803
0.3617	0.61	300	0.1543	0.0166	0.9441	0.9387	0.3193	0.4777	0.5492	0.9388
0.2873	0.67	330	0.0990	0.0182	0.9701	0.9642	0.2682	0.4912	0.5345	0.9642
0.3307	0.73	360	0.0594	0.0137	0.9775	0.9713	0.2341	0.4925	0.5185	0.9713
0.2259	0.79	390	0.0153	0.0080	0.9938	0.9872	0.1845	0.4976	0.5045	0.9872
0.3572	0.85	420	0.0188	0.0107	0.9949	0.9883	0.1745	0.4995	0.5068	0.9883
0.216	0.91	450	0.0039	0.0033	0.9989	0.9922	0.1289	0.4978	0.5014	0.9922
0.169	0.97	480	0.0080	0.0068	0.9988	0.9922	0.1304	0.4995	0.5034	0.9922
0.1336	1.03	510	0.0086	0.0077	0.9993	0.9926	0.1179	0.5002	0.5039	0.9926
0.1186	1.1	540	0.0029	0.0028	0.9999	0.9932	0.0943	0.4980	0.5014	0.9932
0.1175	1.16	570	0.0070	0.0069	0.9999	0.9932	0.0845	0.5001	0.5035	0.9932
0.0977	1.22	600	0.0002	0.0002	1.0000	0.9933	0.0659	0.4967	0.5001	0.9933
0.073	1.28	630	0.0319	0.0307	0.9997	0.9932	0.0739	0.5119	0.5158	0.9932
0.072	1.34	660	0.0014	0.0014	1.0000	0.9933	0.0553	0.4973	0.5007	0.9933
0.0568	1.4	690	0.0027	0.0027	1.0000	0.9933	0.0517	0.4980	0.5013	0.9933
0.0418	1.46	720	0.0019	0.0019	1.0000	0.9933	0.0458	0.4976	0.5009	0.9933
0.0318	1.52	750	0.0060	0.0060	1.0000	0.9933	0.0452	0.4997	0.5030	0.9933
0.0359	1.58	780	0.0707	0.0682	0.9998	0.9935	0.0403	0.5309	0.5352	0.9935
0.0438	1.64	810	0.1112	0.1055	0.9996	0.9937	0.0362	0.5496	0.5554	0.9937
0.0325	1.7	840	0.1098	0.1052	0.9997	0.9937	0.0333	0.5495	0.5548	0.9937
0.022	1.76	870	0.1215	0.1173	0.9998	0.9939	0.0318	0.5556	0.5606	0.9939
0.0264	1.83	900	0.0352	0.0350	1.0000	0.9935	0.0316	0.5143	0.5176	0.9935
0.0191	1.89	930	0.1969	0.1849	0.9996	0.9942	0.0289	0.5895	0.5982	0.9942
0.0268	1.95	960	0.2421	0.2221	0.9994	0.9943	0.0284	0.6082	0.6207	0.9943
0.0164	2.01	990	0.1332	0.1298	0.9998	0.9940	0.0273	0.5619	0.5665	0.9940
0.0261	2.07	1020	0.3293	0.2820	0.9989	0.9944	0.0258	0.6382	0.6641	0.9944
0.0255	2.13	1050	0.1026	0.1010	0.9999	0.9939	0.0268	0.5474	0.5512	0.9939
0.0178	2.19	1080	0.3405	0.2944	0.9989	0.9945	0.0260	0.6445	0.6697	0.9945
0.0119	2.25	1110	0.3838	0.3184	0.9986	0.9945	0.0238	0.6564	0.6912	0.9945
0.0253	2.31	1140	0.3337	0.2942	0.9991	0.9946	0.0227	0.6444	0.6664	0.9946
0.0116	2.37	1170	0.2765	0.2549	0.9994	0.9946	0.0224	0.6247	0.6380	0.9946
0.0145	2.43	1200	0.1745	0.1689	0.9998	0.9942	0.0241	0.5816	0.5871	0.9942
0.0185	2.49	1230	0.2434	0.2293	0.9996	0.9945	0.0223	0.6119	0.6215	0.9945
0.0248	2.56	1260	0.2604	0.2429	0.9995	0.9945	0.0219	0.6187	0.6299	0.9946
0.0172	2.62	1290	0.2145	0.2048	0.9997	0.9944	0.0221	0.5996	0.6071	0.9944
0.0125	2.68	1320	0.3472	0.3058	0.9991	0.9947	0.0208	0.6502	0.6731	0.9947
0.0089	2.74	1350	0.3391	0.3003	0.9991	0.9947	0.0209	0.6475	0.6691	0.9947
0.0061	2.8	1380	0.3696	0.3189	0.9989	0.9947	0.0207	0.6568	0.6843	0.9947
0.0079	2.86	1410	0.6068	0.3737	0.9958	0.9931	0.0252	0.6834	0.8013	0.9932
0.01	2.92	1440	0.4511	0.3647	0.9984	0.9947	0.0205	0.6797	0.7248	0.9947
0.0112	2.98	1470	0.3328	0.2972	0.9992	0.9947	0.0204	0.6460	0.6660	0.9947
0.007	3.04	1500	0.3705	0.3214	0.9990	0.9947	0.0203	0.6581	0.6847	0.9947
0.0119	3.1	1530	0.4911	0.3717	0.9978	0.9944	0.0207	0.6831	0.7445	0.9944
0.0086	3.16	1560	0.2780	0.2584	0.9995	0.9946	0.0200	0.6265	0.6387	0.9946
0.0542	3.23	1590	0.4441	0.3631	0.9985	0.9948	0.0196	0.6789	0.7213	0.9948
0.0096	3.29	1620	0.4264	0.3542	0.9986	0.9948	0.0195	0.6745	0.7125	0.9948
0.0164	3.35	1650	0.3326	0.2997	0.9993	0.9948	0.0195	0.6472	0.6659	0.9948
0.0076	3.41	1680	0.4205	0.3515	0.9987	0.9948	0.0197	0.6732	0.7096	0.9948
0.0056	3.47	1710	0.3465	0.3085	0.9992	0.9948	0.0194	0.6516	0.6728	0.9948
0.0047	3.53	1740	0.4351	0.3550	0.9985	0.9947	0.0193	0.6748	0.7168	0.9947
0.0079	3.59	1770	0.3970	0.3436	0.9989	0.9949	0.0190	0.6693	0.6980	0.9949
0.0175	3.65	1800	0.3844	0.3369	0.9990	0.9949	0.0189	0.6659	0.6917	0.9949
0.004	3.71	1830	0.3719	0.3306	0.9992	0.9949	0.0189	0.6628	0.6855	0.9949
0.0034	3.77	1860	0.4341	0.3590	0.9986	0.9948	0.0189	0.6769	0.7164	0.9948
0.0139	3.83	1890	0.3380	0.3051	0.9993	0.9948	0.0192	0.6500	0.6686	0.9948
0.0072	3.89	1920	0.4258	0.3585	0.9987	0.9949	0.0188	0.6767	0.7123	0.9949
0.0269	3.96	1950	0.2233	0.2132	0.9997	0.9945	0.0207	0.6038	0.6115	0.9945
0.006	4.02	1980	0.3002	0.2762	0.9994	0.9947	0.0196	0.6355	0.6498	0.9947
0.0034	4.08	2010	0.3036	0.2785	0.9994	0.9947	0.0194	0.6366	0.6515	0.9947
0.0039	4.14	2040	0.2260	0.2154	0.9997	0.9945	0.0208	0.6049	0.6129	0.9945
0.0085	4.2	2070	0.3807	0.3353	0.9991	0.9949	0.0187	0.6651	0.6899	0.9949
0.0064	4.26	2100	0.4472	0.3671	0.9985	0.9948	0.0189	0.6810	0.7229	0.9948
0.0072	4.32	2130	0.3930	0.3431	0.9990	0.9949	0.0188	0.6690	0.6960	0.9949
0.0285	4.38	2160	0.3110	0.2853	0.9994	0.9948	0.0192	0.6400	0.6552	0.9948
0.0106	4.44	2190	0.3427	0.3094	0.9993	0.9949	0.0190	0.6521	0.6710	0.9949
0.0139	4.5	2220	0.3754	0.3311	0.9991	0.9949	0.0184	0.6630	0.6873	0.9949
0.0109	4.56	2250	0.1866	0.1809	0.9998	0.9943	0.0202	0.5876	0.5932	0.9943
0.0143	4.62	2280	0.3296	0.3005	0.9993	0.9948	0.0185	0.6477	0.6645	0.9948
0.0061	4.69	2310	0.4646	0.3774	0.9984	0.9948	0.0185	0.6861	0.7315	0.9949
0.0039	4.75	2340	0.3154	0.2822	0.9992	0.9946	0.0193	0.6384	0.6573	0.9946
0.0059	4.81	2370	0.3287	0.3011	0.9994	0.9949	0.0185	0.6480	0.6640	0.9949
0.008	4.87	2400	0.4402	0.3721	0.9988	0.9950	0.0182	0.6835	0.7195	0.9950
0.0123	4.93	2430	0.3758	0.3328	0.9991	0.9949	0.0186	0.6639	0.6875	0.9949
0.0329	4.99	2460	0.3555	0.3223	0.9993	0.9950	0.0183	0.6586	0.6774	0.9950
0.0051	5.05	2490	0.4204	0.3602	0.9989	0.9950	0.0182	0.6776	0.7096	0.9950
0.0132	5.11	2520	0.3182	0.2873	0.9993	0.9947	0.0190	0.6410	0.6587	0.9947
0.013	5.17	2550	0.3397	0.3094	0.9993	0.9949	0.0183	0.6522	0.6695	0.9949
0.0014	5.23	2580	0.2051	0.1987	0.9998	0.9944	0.0202	0.5965	0.6025	0.9944
0.0045	5.29	2610	0.4802	0.3916	0.9985	0.9950	0.0185	0.6933	0.7393	0.9950
0.0085	5.35	2640	0.3296	0.3016	0.9994	0.9949	0.0188	0.6482	0.6645	0.9949
0.0049	5.42	2670	0.3292	0.3010	0.9994	0.9949	0.0184	0.6479	0.6643	0.9949
0.0181	5.48	2700	0.3973	0.3465	0.9990	0.9950	0.0180	0.6707	0.6982	0.9950
0.0026	5.54	2730	0.4025	0.3520	0.9990	0.9950	0.0179	0.6735	0.7007	0.9950
0.0037	5.6	2760	0.2881	0.2691	0.9995	0.9947	0.0185	0.6319	0.6438	0.9947
0.0067	5.66	2790	0.4916	0.3854	0.9981	0.9947	0.0188	0.6901	0.7449	0.9947
0.0045	5.72	2820	0.4345	0.3703	0.9988	0.9950	0.0180	0.6827	0.7166	0.9950
0.0029	5.78	2850	0.4856	0.3766	0.9980	0.9946	0.0191	0.6856	0.7418	0.9946
0.0058	5.84	2880	0.3707	0.3316	0.9992	0.9950	0.0187	0.6633	0.6850	0.9950
0.0224	5.9	2910	0.5015	0.4023	0.9983	0.9950	0.0183	0.6986	0.7499	0.9950
0.0161	5.96	2940	0.4042	0.3541	0.9990	0.9950	0.0183	0.6746	0.7016	0.9951
0.0054	6.02	2970	0.4196	0.3623	0.9989	0.9950	0.0183	0.6787	0.7093	0.9950
0.0118	6.09	3000	0.4446	0.3753	0.9988	0.9950	0.0179	0.6852	0.7217	0.9950
0.0043	6.15	3030	0.2735	0.2587	0.9996	0.9947	0.0192	0.6267	0.6366	0.9947
0.0058	6.21	3060	0.2908	0.2707	0.9995	0.9947	0.0188	0.6327	0.6452	0.9947
0.0037	6.27	3090	0.3848	0.3405	0.9991	0.9950	0.0179	0.6677	0.6920	0.9950
0.0038	6.33	3120	0.3463	0.3133	0.9993	0.9949	0.0178	0.6541	0.6728	0.9949
0.0234	6.39	3150	0.4518	0.3825	0.9988	0.9951	0.0176	0.6888	0.7253	0.9951
0.0066	6.45	3180	0.3940	0.3407	0.9989	0.9949	0.0184	0.6678	0.6965	0.9949
0.0041	6.51	3210	0.4930	0.4010	0.9985	0.9950	0.0175	0.6980	0.7457	0.9951
0.0139	6.57	3240	0.5347	0.4133	0.9980	0.9949	0.0178	0.7041	0.7663	0.9949
0.0085	6.63	3270	0.4837	0.3867	0.9983	0.9948	0.0182	0.6908	0.7410	0.9949
0.0024	6.69	3300	0.3644	0.3251	0.9992	0.9949	0.0185	0.6600	0.6818	0.9949
0.0041	6.75	3330	0.3855	0.3450	0.9992	0.9951	0.0177	0.6700	0.6923	0.9951
0.0021	6.82	3360	0.3847	0.3422	0.9992	0.9950	0.0184	0.6686	0.6920	0.9950
0.0156	6.88	3390	0.3380	0.3129	0.9995	0.9950	0.0179	0.6540	0.6687	0.9950
0.0042	6.94	3420	0.5245	0.4071	0.9981	0.9949	0.0183	0.7010	0.7613	0.9949
0.0075	7.0	3450	0.4134	0.3642	0.9991	0.9951	0.0177	0.6797	0.7062	0.9952
0.0036	7.06	3480	0.3749	0.3362	0.9992	0.9950	0.0183	0.6656	0.6871	0.9950
0.0113	7.12	3510	0.4672	0.3887	0.9986	0.9951	0.0178	0.6919	0.7329	0.9951
0.0385	7.18	3540	0.2639	0.2513	0.9997	0.9947	0.0199	0.6230	0.6318	0.9947
0.0135	7.24	3570	0.3820	0.3435	0.9992	0.9951	0.0178	0.6693	0.6906	0.9951
0.0032	7.3	3600	0.3842	0.3397	0.9991	0.9950	0.0182	0.6673	0.6917	0.9950
0.0081	7.36	3630	0.1317	0.1292	0.9999	0.9940	0.0235	0.5616	0.5658	0.9940
0.0029	7.42	3660	0.3218	0.2976	0.9995	0.9949	0.0184	0.6462	0.6606	0.9949
0.0056	7.48	3690	0.5155	0.4111	0.9983	0.9950	0.0181	0.7031	0.7569	0.9950
0.0212	7.55	3720	0.4519	0.3843	0.9988	0.9951	0.0178	0.6897	0.7254	0.9951
0.0019	7.61	3750	0.4913	0.3989	0.9984	0.9950	0.0176	0.6970	0.7449	0.9950
0.0049	7.67	3780	0.3845	0.3463	0.9993	0.9951	0.0178	0.6707	0.6919	0.9951
0.0062	7.73	3810	0.4232	0.3606	0.9988	0.9949	0.0202	0.6778	0.7110	0.9950
0.0036	7.79	3840	0.3965	0.3536	0.9992	0.9951	0.0182	0.6743	0.6978	0.9951
0.008	7.85	3870	0.3852	0.3479	0.9993	0.9951	0.0178	0.6715	0.6923	0.9952
0.0037	7.91	3900	0.4829	0.3891	0.9984	0.9949	0.0182	0.6920	0.7406	0.9949
0.007	7.97	3930	0.4051	0.3582	0.9991	0.9951	0.0181	0.6767	0.7021	0.9951
0.0151	8.03	3960	0.3396	0.3099	0.9994	0.9949	0.0187	0.6524	0.6695	0.9949
0.0156	8.09	3990	0.4679	0.3832	0.9985	0.9949	0.0183	0.6891	0.7332	0.9949
0.0114	8.15	4020	0.4465	0.3838	0.9989	0.9952	0.0178	0.6895	0.7227	0.9952
0.0091	8.22	4050	0.5417	0.4095	0.9978	0.9947	0.0181	0.7021	0.7698	0.9948
0.0058	8.28	4080	0.5075	0.4157	0.9985	0.9952	0.0173	0.7054	0.7530	0.9952
0.0057	8.34	4110	0.5139	0.4156	0.9984	0.9951	0.0171	0.7054	0.7562	0.9951
0.0196	8.4	4140	0.3755	0.3357	0.9992	0.9950	0.0176	0.6653	0.6874	0.9950
0.0019	8.46	4170	0.4160	0.3638	0.9990	0.9951	0.0175	0.6794	0.7075	0.9951
0.004	8.52	4200	0.3155	0.2948	0.9995	0.9949	0.0179	0.6449	0.6575	0.9949
0.015	8.58	4230	0.3264	0.3041	0.9995	0.9950	0.0180	0.6495	0.6630	0.9950
0.0024	8.64	4260	0.3284	0.3059	0.9995	0.9950	0.0183	0.6504	0.6639	0.9950
0.0367	8.7	4290	0.4347	0.3764	0.9990	0.9952	0.0172	0.6858	0.7168	0.9952
0.0126	8.76	4320	0.4370	0.3820	0.9990	0.9952	0.0171	0.6886	0.7180	0.9953
0.0046	8.82	4350	0.4161	0.3627	0.9990	0.9951	0.0176	0.6789	0.7076	0.9951
0.0041	8.88	4380	0.5022	0.4108	0.9985	0.9951	0.0178	0.7030	0.7503	0.9952
0.0082	8.95	4410	0.3560	0.3239	0.9993	0.9950	0.0184	0.6594	0.6776	0.9950
0.0072	9.01	4440	0.5267	0.4208	0.9983	0.9951	0.0181	0.7080	0.7625	0.9951
0.017	9.07	4470	0.3270	0.3061	0.9995	0.9950	0.0178	0.6506	0.6633	0.9950
0.019	9.13	4500	0.4695	0.4015	0.9989	0.9953	0.0172	0.6984	0.7342	0.9953
0.0029	9.19	4530	0.4155	0.3695	0.9992	0.9952	0.0167	0.6824	0.7073	0.9952
0.0077	9.25	4560	0.4622	0.3910	0.9988	0.9952	0.0169	0.6931	0.7305	0.9952
0.0021	9.31	4590	0.5527	0.4208	0.9979	0.9949	0.0176	0.7079	0.7753	0.9949
0.0076	9.37	4620	0.3425	0.3159	0.9994	0.9950	0.0174	0.6555	0.6709	0.9950
0.0216	9.43	4650	0.4100	0.3655	0.9992	0.9952	0.0174	0.6804	0.7046	0.9952
0.0013	9.49	4680	0.3184	0.2920	0.9994	0.9948	0.0190	0.6434	0.6589	0.9948
0.0025	9.55	4710	0.4960	0.4125	0.9986	0.9952	0.0170	0.7039	0.7473	0.9953
0.0139	9.61	4740	0.4090	0.3646	0.9992	0.9952	0.0173	0.6799	0.7041	0.9952
0.0095	9.68	4770	0.4806	0.4038	0.9987	0.9952	0.0173	0.6995	0.7397	0.9952
0.0167	9.74	4800	0.6091	0.4088	0.9967	0.9941	0.0195	0.7014	0.8029	0.9941
0.0025	9.8	4830	0.4785	0.4023	0.9987	0.9952	0.0170	0.6987	0.7386	0.9952
0.0054	9.86	4860	0.2847	0.2681	0.9996	0.9948	0.0183	0.6315	0.6422	0.9948
0.0107	9.92	4890	0.3816	0.3482	0.9994	0.9952	0.0178	0.6717	0.6905	0.9952
0.0039	9.98	4920	0.3384	0.3163	0.9995	0.9951	0.0175	0.6557	0.6690	0.9951
0.0028	10.04	4950	0.3742	0.3350	0.9992	0.9950	0.0182	0.6650	0.6867	0.9950
0.006	10.1	4980	0.3311	0.3071	0.9995	0.9950	0.0187	0.6510	0.6653	0.9950
0.0077	10.16	5010	0.3679	0.3369	0.9994	0.9951	0.0179	0.6660	0.6836	0.9951
0.0015	10.22	5040	0.3777	0.3462	0.9994	0.9952	0.0177	0.6707	0.6885	0.9952
0.004	10.28	5070	0.3744	0.3442	0.9994	0.9952	0.0178	0.6697	0.6869	0.9952
0.0071	10.34	5100	0.5113	0.4167	0.9985	0.9952	0.0176	0.7060	0.7549	0.9952
0.0095	10.41	5130	0.3498	0.3191	0.9993	0.9950	0.0182	0.6570	0.6746	0.9950
0.0031	10.47	5160	0.4331	0.3818	0.9991	0.9953	0.0175	0.6885	0.7161	0.9953
0.0044	10.53	5190	0.4276	0.3762	0.9991	0.9952	0.0173	0.6857	0.7133	0.9952
0.0041	10.59	5220	0.4177	0.3680	0.9991	0.9952	0.0183	0.6816	0.7084	0.9952
0.0047	10.65	5250	0.4054	0.3648	0.9992	0.9952	0.0175	0.6800	0.7023	0.9953
0.0072	10.71	5280	0.4657	0.4011	0.9989	0.9953	0.0172	0.6982	0.7323	0.9953
0.0026	10.77	5310	0.5030	0.4209	0.9987	0.9953	0.0172	0.7081	0.7509	0.9954
0.0025	10.83	5340	0.5024	0.4142	0.9986	0.9952	0.0177	0.7047	0.7505	0.9952
0.0182	10.89	5370	0.4298	0.3824	0.9992	0.9953	0.0174	0.6889	0.7145	0.9953
0.0019	10.95	5400	0.4940	0.4172	0.9988	0.9954	0.0175	0.7063	0.7464	0.9954
0.0106	11.01	5430	0.2958	0.2791	0.9996	0.9949	0.0188	0.6370	0.6477	0.9949
0.0053	11.08	5460	0.5134	0.4229	0.9986	0.9953	0.0161	0.7091	0.7560	0.9953
0.0095	11.14	5490	0.4817	0.3820	0.9982	0.9948	0.0181	0.6884	0.7400	0.9948
0.0074	11.2	5520	0.3901	0.3532	0.9993	0.9952	0.0178	0.6742	0.6947	0.9952
0.006	11.26	5550	0.4780	0.4037	0.9988	0.9952	0.0176	0.6995	0.7384	0.9953
0.0128	11.32	5580	0.3996	0.3579	0.9992	0.9952	0.0162	0.6765	0.6994	0.9952
0.0129	11.38	5610	0.5160	0.4236	0.9985	0.9953	0.0168	0.7094	0.7573	0.9953
0.0139	11.44	5640	0.4689	0.4012	0.9989	0.9953	0.0168	0.6982	0.7339	0.9953
0.0115	11.5	5670	0.3573	0.3294	0.9994	0.9951	0.0181	0.6623	0.6784	0.9951
0.0028	11.56	5700	0.3349	0.3133	0.9995	0.9951	0.0178	0.6542	0.6672	0.9951
0.0058	11.62	5730	0.5205	0.4313	0.9986	0.9954	0.0170	0.7134	0.7595	0.9954
0.0046	11.68	5760	0.4486	0.3942	0.9991	0.9954	0.0170	0.6948	0.7238	0.9954
0.004	11.74	5790	0.3965	0.3591	0.9993	0.9952	0.0172	0.6772	0.6979	0.9952
0.0222	11.81	5820	0.4083	0.3670	0.9992	0.9953	0.0176	0.6811	0.7038	0.9953
0.0048	11.87	5850	0.4489	0.3904	0.9990	0.9953	0.0175	0.6929	0.7239	0.9953
0.0025	11.93	5880	0.3839	0.3497	0.9993	0.9952	0.0181	0.6724	0.6916	0.9952
0.0127	11.99	5910	0.4677	0.4063	0.9990	0.9954	0.0174	0.7008	0.7334	0.9954
0.0201	12.05	5940	0.4691	0.4053	0.9989	0.9954	0.0175	0.7003	0.7340	0.9954
0.0181	12.11	5970	0.2999	0.2851	0.9996	0.9949	0.0201	0.6400	0.6498	0.9950
0.0043	12.17	6000	0.3289	0.3005	0.9994	0.9948	0.0184	0.6477	0.6641	0.9949
0.0108	12.23	6030	0.3651	0.3365	0.9994	0.9952	0.0170	0.6658	0.6823	0.9952
0.006	12.29	6060	0.4369	0.3833	0.9991	0.9953	0.0171	0.6893	0.7180	0.9953
0.0041	12.35	6090	0.3919	0.3542	0.9993	0.9952	0.0174	0.6747	0.6956	0.9952
0.0034	12.41	6120	0.4418	0.3914	0.9991	0.9954	0.0168	0.6934	0.7205	0.9954
0.0007	12.47	6150	0.4338	0.3864	0.9992	0.9954	0.0167	0.6909	0.7165	0.9954
0.0048	12.54	6180	0.4303	0.3839	0.9992	0.9954	0.0174	0.6896	0.7147	0.9954
0.0078	12.6	6210	0.3482	0.3178	0.9994	0.9950	0.0185	0.6564	0.6738	0.9950
0.0038	12.66	6240	0.2892	0.2742	0.9996	0.9949	0.0184	0.6345	0.6444	0.9949
0.0078	12.72	6270	0.4238	0.3712	0.9990	0.9952	0.0180	0.6832	0.7114	0.9952
0.0013	12.78	6300	0.3916	0.3584	0.9994	0.9953	0.0175	0.6768	0.6955	0.9953
0.0025	12.84	6330	0.3016	0.2810	0.9995	0.9948	0.0195	0.6379	0.6505	0.9948
0.0033	12.9	6360	0.4662	0.4071	0.9990	0.9954	0.0168	0.7013	0.7326	0.9954
0.0225	12.96	6390	0.5055	0.4238	0.9987	0.9954	0.0169	0.7096	0.7521	0.9954
0.0081	13.02	6420	0.2816	0.2664	0.9996	0.9948	0.0184	0.6306	0.6406	0.9948
0.0032	13.08	6450	0.4263	0.3805	0.9992	0.9953	0.0175	0.6879	0.7128	0.9953
0.0139	13.14	6480	0.3732	0.3428	0.9994	0.9952	0.0157	0.6690	0.6863	0.9952
0.003	13.2	6510	0.3906	0.3565	0.9994	0.9953	0.0162	0.6759	0.6950	0.9953
0.0098	13.27	6540	0.4435	0.3848	0.9990	0.9952	0.0168	0.6900	0.7212	0.9952
0.0144	13.33	6570	0.4259	0.3729	0.9990	0.9952	0.0167	0.6840	0.7125	0.9952
0.007	13.39	6600	0.4175	0.3731	0.9992	0.9953	0.0165	0.6842	0.7084	0.9953
0.0012	13.45	6630	0.4576	0.4013	0.9991	0.9954	0.0161	0.6983	0.7283	0.9954
0.0032	13.51	6660	0.3585	0.3310	0.9994	0.9951	0.0174	0.6631	0.6790	0.9951
0.0077	13.57	6690	0.4255	0.3817	0.9992	0.9954	0.0164	0.6885	0.7124	0.9954
0.002	13.63	6720	0.3523	0.3248	0.9994	0.9951	0.0175	0.6599	0.6759	0.9951
0.0037	13.69	6750	0.4441	0.3920	0.9991	0.9954	0.0164	0.6937	0.7216	0.9954
0.0043	13.75	6780	0.4799	0.4152	0.9989	0.9954	0.0165	0.7053	0.7394	0.9955
0.008	13.81	6810	0.4662	0.3999	0.9989	0.9953	0.0165	0.6976	0.7326	0.9953
0.0066	13.87	6840	0.4061	0.3643	0.9992	0.9952	0.0167	0.6798	0.7027	0.9952
0.0061	13.94	6870	0.3404	0.3158	0.9995	0.9950	0.0175	0.6554	0.6699	0.9950
0.0098	14.0	6900	0.5015	0.4226	0.9987	0.9954	0.0166	0.7090	0.7501	0.9954
0.0067	14.06	6930	0.4454	0.3921	0.9991	0.9954	0.0167	0.6937	0.7222	0.9954
0.0125	14.12	6960	0.4326	0.3792	0.9990	0.9952	0.0166	0.6872	0.7158	0.9952
0.0032	14.18	6990	0.4498	0.3966	0.9991	0.9954	0.0169	0.6960	0.7244	0.9954
0.0018	14.24	7020	0.3867	0.3527	0.9993	0.9952	0.0174	0.6740	0.6930	0.9952
0.0022	14.3	7050	0.5163	0.4336	0.9987	0.9955	0.0168	0.7145	0.7575	0.9955
0.0024	14.36	7080	0.4913	0.4189	0.9988	0.9954	0.0168	0.7071	0.7451	0.9954
0.0037	14.42	7110	0.4814	0.4053	0.9987	0.9952	0.0170	0.7003	0.7401	0.9953
0.0034	14.48	7140	0.4541	0.3577	0.9982	0.9945	0.0196	0.6761	0.7262	0.9945
0.005	14.54	7170	0.4347	0.3862	0.9992	0.9953	0.0170	0.6908	0.7169	0.9954
0.0019	14.6	7200	0.4984	0.4203	0.9987	0.9954	0.0170	0.7078	0.7486	0.9954
0.0034	14.67	7230	0.2893	0.2756	0.9997	0.9949	0.0194	0.6353	0.6445	0.9949
0.003	14.73	7260	0.4117	0.3725	0.9993	0.9953	0.0171	0.6839	0.7055	0.9953
0.0081	14.79	7290	0.4518	0.3980	0.9991	0.9954	0.0169	0.6967	0.7254	0.9954
0.0087	14.85	7320	0.4720	0.4094	0.9990	0.9954	0.0170	0.7024	0.7355	0.9954
0.0051	14.91	7350	0.3505	0.3257	0.9995	0.9951	0.0173	0.6604	0.6750	0.9951
0.0029	14.97	7380	0.2699	0.2504	0.9995	0.9946	0.0183	0.6225	0.6347	0.9946
0.0014	15.03	7410	0.4490	0.3937	0.9991	0.9953	0.0150	0.6945	0.7240	0.9954
0.0067	15.09	7440	0.3776	0.3474	0.9994	0.9952	0.0162	0.6713	0.6885	0.9952
0.0013	15.15	7470	0.2608	0.2514	0.9997	0.9948	0.0191	0.6231	0.6303	0.9948
0.0024	15.21	7500	0.4044	0.3670	0.9993	0.9953	0.0172	0.6811	0.7018	0.9953
0.0255	15.27	7530	0.4400	0.3799	0.9989	0.9952	0.0169	0.6875	0.7195	0.9952
0.0016	15.33	7560	0.5440	0.4439	0.9985	0.9954	0.0168	0.7196	0.7712	0.9954
0.0153	15.4	7590	0.5414	0.4439	0.9985	0.9954	0.0165	0.7197	0.7699	0.9954
0.015	15.46	7620	0.3053	0.2900	0.9996	0.9950	0.0185	0.6425	0.6524	0.9950
0.0047	15.52	7650	0.5346	0.4336	0.9984	0.9953	0.0170	0.7144	0.7665	0.9953
0.0086	15.58	7680	0.5241	0.4292	0.9985	0.9953	0.0172	0.7122	0.7613	0.9953
0.0103	15.64	7710	0.3444	0.3208	0.9995	0.9951	0.0177	0.6580	0.6719	0.9951
0.0091	15.7	7740	0.3906	0.3555	0.9993	0.9952	0.0173	0.6753	0.6949	0.9952
0.0024	15.76	7770	0.3728	0.3452	0.9995	0.9952	0.0182	0.6702	0.6862	0.9953
0.0061	15.82	7800	0.4315	0.3839	0.9992	0.9953	0.0158	0.6896	0.7153	0.9954
0.0077	15.88	7830	0.4274	0.3831	0.9992	0.9954	0.0160	0.6892	0.7133	0.9954
0.0072	15.94	7860	0.4330	0.3841	0.9991	0.9953	0.0160	0.6897	0.7161	0.9953
0.009	16.0	7890	0.3586	0.3333	0.9995	0.9952	0.0163	0.6642	0.6790	0.9952
0.0092	16.06	7920	0.4129	0.3706	0.9992	0.9953	0.0161	0.6829	0.7060	0.9953
0.0032	16.13	7950	0.4836	0.4160	0.9989	0.9954	0.0161	0.7057	0.7413	0.9954
0.0062	16.19	7980	0.4115	0.3322	0.9984	0.9944	0.0206	0.6633	0.7049	0.9944
0.0093	16.25	8010	0.3616	0.3322	0.9994	0.9951	0.0173	0.6637	0.6805	0.9951
0.001	16.31	8040	0.4858	0.4150	0.9988	0.9954	0.0161	0.7052	0.7423	0.9954
0.0132	16.37	8070	0.3209	0.2952	0.9994	0.9948	0.0188	0.6450	0.6602	0.9949
0.0016	16.43	8100	0.4150	0.3742	0.9993	0.9953	0.0166	0.6848	0.7071	0.9953
0.0007	16.49	8130	0.4981	0.3988	0.9983	0.9949	0.0185	0.6969	0.7482	0.9950
0.002	16.55	8160	0.3659	0.3385	0.9995	0.9952	0.0184	0.6668	0.6827	0.9952
0.0074	16.61	8190	0.4173	0.3763	0.9993	0.9953	0.0166	0.6858	0.7083	0.9954
0.0048	16.67	8220	0.3306	0.3108	0.9996	0.9951	0.0179	0.6529	0.6651	0.9951
0.0028	16.73	8250	0.4462	0.3932	0.9991	0.9954	0.0166	0.6943	0.7227	0.9954
0.0135	16.8	8280	0.3967	0.3617	0.9993	0.9953	0.0172	0.6785	0.6980	0.9953
0.0138	16.86	8310	0.3657	0.3396	0.9995	0.9952	0.0173	0.6674	0.6826	0.9952
0.0017	16.92	8340	0.3303	0.3061	0.9995	0.9950	0.0191	0.6505	0.6649	0.9950
0.0071	16.98	8370	0.3825	0.3512	0.9994	0.9952	0.0174	0.6732	0.6909	0.9953
0.0044	17.04	8400	0.4303	0.3849	0.9992	0.9954	0.0171	0.6901	0.7148	0.9954
0.0101	17.1	8430	0.4256	0.3771	0.9991	0.9953	0.0172	0.6862	0.7123	0.9953
0.0076	17.16	8460	0.4438	0.3939	0.9991	0.9954	0.0168	0.6947	0.7215	0.9954
0.0073	17.22	8490	0.5011	0.4236	0.9988	0.9954	0.0164	0.7095	0.7500	0.9954
0.0029	17.28	8520	0.2741	0.2627	0.9997	0.9948	0.0177	0.6288	0.6369	0.9948
0.0109	17.34	8550	0.4682	0.4074	0.9990	0.9954	0.0160	0.7014	0.7336	0.9954
0.0258	17.4	8580	0.4508	0.3901	0.9989	0.9953	0.0166	0.6927	0.7249	0.9953
0.0181	17.46	8610	0.4780	0.4058	0.9988	0.9953	0.0168	0.7006	0.7384	0.9953
0.0052	17.53	8640	0.3767	0.3447	0.9994	0.9952	0.0177	0.6699	0.6880	0.9952
0.0069	17.59	8670	0.3409	0.3125	0.9994	0.9950	0.0187	0.6537	0.6702	0.9950
0.004	17.65	8700	0.3400	0.3172	0.9995	0.9951	0.0189	0.6561	0.6697	0.9951
0.0061	17.71	8730	0.3931	0.3594	0.9994	0.9953	0.0183	0.6773	0.6962	0.9953
0.0038	17.77	8760	0.2883	0.2749	0.9997	0.9949	0.0195	0.6349	0.6440	0.9949
0.0021	17.83	8790	0.3568	0.3300	0.9995	0.9951	0.0182	0.6626	0.6781	0.9951
0.0019	17.89	8820	0.5072	0.4183	0.9986	0.9952	0.0176	0.7068	0.7529	0.9953
0.0006	17.95	8850	0.3592	0.3334	0.9995	0.9952	0.0182	0.6643	0.6793	0.9952
0.0031	18.01	8880	0.3860	0.3439	0.9992	0.9950	0.0182	0.6695	0.6926	0.9951
0.003	18.07	8910	0.2987	0.2766	0.9995	0.9947	0.0198	0.6357	0.6491	0.9948
0.0033	18.13	8940	0.4374	0.3876	0.9991	0.9953	0.0173	0.6915	0.7182	0.9954
0.0067	18.19	8970	0.5144	0.4266	0.9986	0.9953	0.0176	0.7110	0.7565	0.9954
0.0056	18.26	9000	0.3742	0.3451	0.9994	0.9952	0.0179	0.6701	0.6868	0.9952
0.0008	18.32	9030	0.3526	0.3308	0.9996	0.9952	0.0178	0.6630	0.6761	0.9952
0.0038	18.38	9060	0.4611	0.4051	0.9991	0.9954	0.0176	0.7003	0.7301	0.9955
0.005	18.44	9090	0.4017	0.3636	0.9993	0.9953	0.0183	0.6794	0.7005	0.9953
0.0028	18.5	9120	0.4492	0.3950	0.9991	0.9954	0.0159	0.6952	0.7241	0.9954
0.0055	18.56	9150	0.5008	0.4227	0.9988	0.9954	0.0154	0.7090	0.7498	0.9954
0.0057	18.62	9180	0.3915	0.3568	0.9993	0.9952	0.0159	0.6760	0.6954	0.9953
0.0081	18.68	9210	0.4314	0.3832	0.9991	0.9953	0.0159	0.6892	0.7153	0.9953
0.0051	18.74	9240	0.3941	0.3605	0.9994	0.9953	0.0161	0.6779	0.6967	0.9953
0.0053	18.8	9270	0.3960	0.3606	0.9993	0.9953	0.0165	0.6779	0.6977	0.9953
0.0171	18.86	9300	0.4220	0.3768	0.9992	0.9953	0.0165	0.6861	0.7106	0.9953
0.0026	18.92	9330	0.4337	0.3876	0.9992	0.9954	0.0166	0.6915	0.7165	0.9954
0.0188	18.99	9360	0.4283	0.3835	0.9992	0.9954	0.0168	0.6894	0.7138	0.9954
0.0062	19.05	9390	0.4129	0.3726	0.9993	0.9953	0.0166	0.6840	0.7061	0.9953
0.0136	19.11	9420	0.4603	0.4005	0.9990	0.9954	0.0166	0.6979	0.7296	0.9954
0.005	19.17	9450	0.3971	0.3607	0.9993	0.9953	0.0170	0.6780	0.6982	0.9953
0.0106	19.23	9480	0.4597	0.3994	0.9990	0.9953	0.0163	0.6974	0.7293	0.9954
0.0045	19.29	9510	0.3873	0.3532	0.9993	0.9952	0.0167	0.6742	0.6933	0.9952
0.0015	19.35	9540	0.3104	0.2948	0.9996	0.9950	0.0175	0.6449	0.6550	0.9950
0.0049	19.41	9570	0.4511	0.3973	0.9991	0.9954	0.0165	0.6964	0.7251	0.9954
0.0023	19.47	9600	0.2654	0.2552	0.9997	0.9948	0.0187	0.6250	0.6326	0.9948
0.0079	19.53	9630	0.3844	0.3489	0.9993	0.9952	0.0177	0.6720	0.6918	0.9952
0.0112	19.59	9660	0.4717	0.4130	0.9990	0.9955	0.0166	0.7042	0.7353	0.9955
0.0021	19.66	9690	0.3977	0.3602	0.9993	0.9952	0.0167	0.6777	0.6985	0.9953
0.0056	19.72	9720	0.4466	0.3951	0.9991	0.9954	0.0169	0.6952	0.7229	0.9954
0.0089	19.78	9750	0.3270	0.3070	0.9996	0.9950	0.0179	0.6510	0.6633	0.9950
0.0076	19.84	9780	0.3947	0.3586	0.9993	0.9952	0.0181	0.6769	0.6970	0.9953
0.0012	19.9	9810	0.5196	0.4334	0.9987	0.9954	0.0174	0.7144	0.7592	0.9954
0.0074	19.96	9840	0.4607	0.4064	0.9991	0.9955	0.0178	0.7009	0.7299	0.9955
0.012	20.02	9870	0.3824	0.3508	0.9994	0.9952	0.0186	0.6730	0.6909	0.9952
0.0034	20.08	9900	0.4868	0.4136	0.9988	0.9954	0.0176	0.7045	0.7428	0.9954
0.0043	20.14	9930	0.4499	0.3988	0.9991	0.9954	0.0181	0.6971	0.7245	0.9954
0.0021	20.2	9960	0.3666	0.3397	0.9995	0.9952	0.0162	0.6675	0.6830	0.9952
0.0109	20.26	9990	0.3804	0.3483	0.9994	0.9952	0.0156	0.6718	0.6899	0.9952
0.0045	20.32	10020	0.4206	0.3782	0.9992	0.9953	0.0152	0.6868	0.7099	0.9954
0.0036	20.39	10050	0.4397	0.3924	0.9992	0.9954	0.0157	0.6939	0.7194	0.9954
0.0029	20.45	10080	0.4284	0.3800	0.9991	0.9953	0.0155	0.6876	0.7138	0.9953
0.0041	20.51	10110	0.4948	0.4209	0.9988	0.9954	0.0159	0.7082	0.7468	0.9954
0.0017	20.57	10140	0.4869	0.4188	0.9989	0.9954	0.0157	0.7071	0.7429	0.9955
0.0052	20.63	10170	0.4236	0.3800	0.9992	0.9953	0.0160	0.6877	0.7114	0.9954
0.0096	20.69	10200	0.3932	0.3608	0.9994	0.9953	0.0161	0.6781	0.6963	0.9953
0.003	20.75	10230	0.4181	0.3794	0.9993	0.9954	0.0159	0.6874	0.7087	0.9954
0.0019	20.81	10260	0.3584	0.3341	0.9995	0.9952	0.0162	0.6646	0.6790	0.9952
0.0041	20.87	10290	0.3149	0.2979	0.9996	0.9950	0.0169	0.6465	0.6573	0.9950
0.0163	20.93	10320	0.4067	0.3711	0.9994	0.9954	0.0160	0.6833	0.7030	0.9954
0.0083	20.99	10350	0.4386	0.3883	0.9991	0.9953	0.0162	0.6918	0.7189	0.9954
0.0059	21.05	10380	0.4596	0.3989	0.9990	0.9953	0.0161	0.6971	0.7293	0.9954
0.0136	21.12	10410	0.4530	0.4004	0.9991	0.9954	0.0160	0.6979	0.7261	0.9954
0.0019	21.18	10440	0.3820	0.3496	0.9994	0.9952	0.0168	0.6724	0.6907	0.9952
0.0034	21.24	10470	0.5635	0.4307	0.9979	0.9950	0.0175	0.7128	0.7807	0.9950
0.0089	21.3	10500	0.4849	0.4173	0.9989	0.9954	0.0164	0.7064	0.7419	0.9955
0.0067	21.36	10530	0.3740	0.3465	0.9995	0.9953	0.0168	0.6709	0.6867	0.9953
0.0011	21.42	10560	0.4060	0.3705	0.9994	0.9954	0.0166	0.6829	0.7027	0.9954
0.0051	21.48	10590	0.4662	0.4087	0.9990	0.9955	0.0161	0.7021	0.7326	0.9955
0.0012	21.54	10620	0.4241	0.3834	0.9993	0.9954	0.0157	0.6894	0.7117	0.9954
0.0175	21.6	10650	0.3203	0.3027	0.9996	0.9950	0.0169	0.6489	0.6599	0.9950
0.0062	21.66	10680	0.4179	0.3777	0.9993	0.9954	0.0164	0.6865	0.7086	0.9954
0.001	21.72	10710	0.4611	0.4031	0.9990	0.9954	0.0162	0.6993	0.7301	0.9954
0.0007	21.78	10740	0.4893	0.4156	0.9988	0.9954	0.0166	0.7055	0.7440	0.9954
0.0074	21.85	10770	0.4030	0.3601	0.9992	0.9952	0.0169	0.6776	0.7011	0.9952
0.0064	21.91	10800	0.5096	0.4213	0.9986	0.9953	0.0168	0.7083	0.7541	0.9953
0.0052	21.97	10830	0.3540	0.3284	0.9995	0.9951	0.0176	0.6618	0.6767	0.9951
0.0075	22.03	10860	0.3808	0.3493	0.9994	0.9952	0.0181	0.6723	0.6901	0.9952
0.0013	22.09	10890	0.2467	0.2382	0.9998	0.9947	0.0198	0.6164	0.6232	0.9947
0.0055	22.15	10920	0.4700	0.4061	0.9989	0.9954	0.0173	0.7007	0.7345	0.9954
0.0061	22.21	10950	0.4901	0.4211	0.9989	0.9955	0.0168	0.7083	0.7445	0.9955
0.0004	22.27	10980	0.4764	0.4113	0.9989	0.9954	0.0168	0.7033	0.7377	0.9954
0.0138	22.33	11010	0.4446	0.3937	0.9991	0.9954	0.0168	0.6945	0.7219	0.9954
0.0094	22.39	11040	0.4146	0.3736	0.9993	0.9953	0.0171	0.6845	0.7069	0.9953
0.0019	22.45	11070	0.4256	0.3792	0.9992	0.9953	0.0177	0.6873	0.7124	0.9953
0.0061	22.52	11100	0.4614	0.4072	0.9991	0.9955	0.0166	0.7013	0.7303	0.9955
0.0248	22.58	11130	0.3462	0.3249	0.9996	0.9952	0.0173	0.6600	0.6729	0.9952
0.0038	22.64	11160	0.2986	0.2849	0.9997	0.9950	0.0181	0.6399	0.6491	0.9950
0.0086	22.7	11190	0.4815	0.4106	0.9988	0.9953	0.0177	0.7030	0.7402	0.9954
0.0024	22.76	11220	0.4619	0.4066	0.9991	0.9955	0.0171	0.7010	0.7305	0.9955
0.5688	22.82	11250	0.4511	0.3964	0.9991	0.9954	0.0171	0.6959	0.7251	0.9954
0.0245	22.88	11280	0.3592	0.3349	0.9995	0.9952	0.0160	0.6651	0.6794	0.9952
0.0042	22.94	11310	0.4520	0.3982	0.9991	0.9954	0.0152	0.6968	0.7256	0.9954
0.0071	23.0	11340	0.4718	0.3989	0.9988	0.9952	0.0153	0.6970	0.7353	0.9952
0.0072	23.06	11370	0.2602	0.2505	0.9997	0.9948	0.0174	0.6226	0.6300	0.9948
0.0018	23.12	11400	0.3847	0.3524	0.9994	0.9952	0.0156	0.6738	0.6921	0.9953
0.0059	23.18	11430	0.3958	0.3630	0.9994	0.9953	0.0160	0.6792	0.6976	0.9953
0.0061	23.25	11460	0.4973	0.4261	0.9989	0.9955	0.0150	0.7108	0.7481	0.9955
0.0064	23.31	11490	0.4901	0.4158	0.9988	0.9954	0.0157	0.7056	0.7444	0.9954
0.0038	23.37	11520	0.4829	0.4165	0.9989	0.9954	0.0153	0.7060	0.7409	0.9955
0.0071	23.43	11550	0.4206	0.3773	0.9992	0.9953	0.0157	0.6863	0.7099	0.9953
0.0038	23.49	11580	0.4850	0.4152	0.9989	0.9954	0.0157	0.7053	0.7419	0.9954
0.0067	23.55	11610	0.3487	0.3226	0.9995	0.9951	0.0167	0.6588	0.6741	0.9951
0.0153	23.61	11640	0.3981	0.3636	0.9994	0.9953	0.0167	0.6795	0.6988	0.9953
0.0051	23.67	11670	0.3383	0.3170	0.9995	0.9951	0.0169	0.6560	0.6689	0.9951
0.0046	23.73	11700	0.3682	0.3399	0.9994	0.9952	0.0170	0.6675	0.6838	0.9952
0.0067	23.79	11730	0.4416	0.3886	0.9991	0.9953	0.0165	0.6920	0.7203	0.9953
0.0064	23.85	11760	0.4353	0.3844	0.9991	0.9953	0.0167	0.6898	0.7172	0.9953
0.0154	23.91	11790	0.3648	0.3389	0.9995	0.9952	0.0167	0.6670	0.6821	0.9952
0.0024	23.98	11820	0.3661	0.3369	0.9994	0.9951	0.0168	0.6660	0.6828	0.9952
0.0033	24.04	11850	0.3889	0.3486	0.9992	0.9951	0.0164	0.6719	0.6941	0.9951
0.0008	24.1	11880	0.3108	0.2920	0.9996	0.9949	0.0175	0.6435	0.6552	0.9949
0.0122	24.16	11910	0.3765	0.3477	0.9994	0.9952	0.0165	0.6715	0.6880	0.9953
0.023	24.22	11940	0.4958	0.4147	0.9987	0.9953	0.0159	0.7050	0.7472	0.9953
0.0144	24.28	11970	0.4176	0.3776	0.9993	0.9954	0.0159	0.6865	0.7084	0.9954
0.0084	24.34	12000	0.3756	0.3454	0.9994	0.9952	0.0162	0.6703	0.6875	0.9952
0.0026	24.4	12030	0.4246	0.3801	0.9992	0.9953	0.0158	0.6877	0.7119	0.9954
0.003	24.46	12060	0.4904	0.4161	0.9988	0.9954	0.0161	0.7057	0.7446	0.9954
0.0067	24.52	12090	0.4726	0.4060	0.9989	0.9953	0.0163	0.7007	0.7357	0.9954
0.01	24.58	12120	0.5012	0.4232	0.9988	0.9954	0.0163	0.7093	0.7500	0.9954
0.0047	24.65	12150	0.4273	0.3820	0.9992	0.9953	0.0167	0.6887	0.7132	0.9954
0.008	24.71	12180	0.4555	0.3992	0.9990	0.9954	0.0165	0.6973	0.7273	0.9954
0.004	24.77	12210	0.4153	0.3676	0.9991	0.9952	0.0174	0.6814	0.7072	0.9952
0.0017	24.83	12240	0.4730	0.4066	0.9989	0.9954	0.0158	0.7010	0.7360	0.9954
0.0141	24.89	12270	0.4485	0.3946	0.9991	0.9954	0.0173	0.6950	0.7238	0.9954
0.018	24.95	12300	0.4337	0.3848	0.9991	0.9953	0.0181	0.6901	0.7164	0.9953
0.004	25.01	12330	0.5078	0.4322	0.9988	0.9955	0.0171	0.7139	0.7533	0.9955
0.0093	25.07	12360	0.4210	0.3783	0.9992	0.9953	0.0172	0.6868	0.7101	0.9954
0.0054	25.13	12390	0.4701	0.4077	0.9990	0.9954	0.0174	0.7015	0.7346	0.9954
0.0066	25.19	12420	0.6023	0.4358	0.9974	0.9947	0.0189	0.7153	0.7999	0.9948
0.0017	25.25	12450	0.4582	0.4010	0.9990	0.9954	0.0182	0.6982	0.7286	0.9954
0.0021	25.31	12480	0.3981	0.3630	0.9993	0.9953	0.0184	0.6791	0.6987	0.9953
0.0017	25.38	12510	0.4041	0.3635	0.9992	0.9952	0.0181	0.6794	0.7017	0.9952
0.0026	25.44	12540	0.4181	0.3758	0.9992	0.9953	0.0184	0.6856	0.7087	0.9953
0.0029	25.5	12570	0.3562	0.3329	0.9995	0.9952	0.0191	0.6641	0.6778	0.9952
0.0146	25.56	12600	0.4022	0.3673	0.9994	0.9953	0.0185	0.6813	0.7008	0.9953
0.0015	25.62	12630	0.3870	0.3565	0.9994	0.9953	0.0166	0.6759	0.6932	0.9953
0.0024	25.68	12660	0.3898	0.3570	0.9994	0.9953	0.0171	0.6762	0.6946	0.9953
0.0022	25.74	12690	0.4325	0.3888	0.9992	0.9954	0.0176	0.6921	0.7159	0.9954
0.004	25.8	12720	0.4414	0.3940	0.9992	0.9954	0.0172	0.6947	0.7203	0.9954
0.0084	25.86	12750	0.4358	0.3912	0.9992	0.9954	0.0165	0.6933	0.7175	0.9954
0.0065	25.92	12780	0.3569	0.3323	0.9995	0.9952	0.0182	0.6638	0.6782	0.9952
0.0079	25.98	12810	0.4055	0.3689	0.9993	0.9953	0.0172	0.6821	0.7024	0.9953
0.005	26.04	12840	0.4212	0.3794	0.9993	0.9954	0.0172	0.6874	0.7102	0.9954
0.0007	26.11	12870	0.4125	0.3731	0.9993	0.9953	0.0172	0.6842	0.7059	0.9953
0.01	26.17	12900	0.3635	0.3363	0.9995	0.9952	0.0181	0.6657	0.6815	0.9952
0.0029	26.23	12930	0.4441	0.3959	0.9992	0.9954	0.0172	0.6957	0.7216	0.9955
0.0028	26.29	12960	0.3467	0.3259	0.9996	0.9952	0.0181	0.6605	0.6731	0.9952
0.01	26.35	12990	0.3661	0.3394	0.9995	0.9952	0.0184	0.6673	0.6828	0.9952
0.0008	26.41	13020	0.4187	0.3783	0.9993	0.9954	0.0176	0.6868	0.7090	0.9954
0.0046	26.47	13050	0.3741	0.3459	0.9994	0.9952	0.0182	0.6705	0.6868	0.9952
0.0019	26.53	13080	0.3689	0.3407	0.9994	0.9952	0.0184	0.6680	0.6842	0.9952
0.0143	26.59	13110	0.3326	0.3133	0.9996	0.9951	0.0189	0.6542	0.6661	0.9951
0.0041	26.65	13140	0.4335	0.3869	0.9992	0.9954	0.0177	0.6911	0.7163	0.9954
0.005	26.71	13170	0.3742	0.3444	0.9994	0.9952	0.0187	0.6698	0.6868	0.9952
0.0019	26.77	13200	0.3227	0.3048	0.9996	0.9950	0.0190	0.6499	0.6611	0.9951
0.0006	26.84	13230	0.3938	0.3619	0.9994	0.9953	0.0157	0.6786	0.6966	0.9953
0.0096	26.9	13260	0.4391	0.3894	0.9991	0.9954	0.0162	0.6924	0.7191	0.9954
0.0028	26.96	13290	0.5010	0.4275	0.9988	0.9955	0.0169	0.7115	0.7499	0.9955
0.0067	27.02	13320	0.4395	0.3918	0.9992	0.9954	0.0176	0.6936	0.7193	0.9954
0.0124	27.08	13350	0.3646	0.3392	0.9995	0.9952	0.0181	0.6672	0.6820	0.9952
0.0016	27.14	13380	0.4036	0.3668	0.9993	0.9953	0.0174	0.6810	0.7015	0.9953
0.0069	27.2	13410	0.4628	0.4058	0.9990	0.9954	0.0172	0.7006	0.7309	0.9954
0.003	27.26	13440	0.4313	0.3868	0.9992	0.9954	0.0162	0.6911	0.7153	0.9954
0.0015	27.32	13470	0.4527	0.3979	0.9991	0.9954	0.0165	0.6967	0.7259	0.9954
0.0109	27.38	13500	0.4257	0.3809	0.9992	0.9953	0.0169	0.6881	0.7124	0.9954
0.0053	27.44	13530	0.4349	0.3895	0.9992	0.9954	0.0170	0.6924	0.7171	0.9954
0.0049	27.51	13560	0.3426	0.3183	0.9995	0.9951	0.0175	0.6567	0.6711	0.9951
0.0023	27.57	13590	0.3896	0.3572	0.9994	0.9953	0.0163	0.6762	0.6945	0.9953
0.0065	27.63	13620	0.5389	0.4445	0.9986	0.9955	0.0162	0.7200	0.7687	0.9955
0.0009	27.69	13650	0.4391	0.3864	0.9991	0.9953	0.0177	0.6908	0.7191	0.9953
0.0009	27.75	13680	0.4727	0.4134	0.9990	0.9955	0.0177	0.7044	0.7358	0.9955
0.0056	27.81	13710	0.4976	0.4227	0.9988	0.9954	0.0174	0.7091	0.7482	0.9954
0.0046	27.87	13740	0.3521	0.3289	0.9995	0.9952	0.0183	0.6620	0.6758	0.9952
0.0053	27.93	13770	0.4465	0.3968	0.9992	0.9954	0.0175	0.6961	0.7228	0.9954
0.0072	27.99	13800	0.4351	0.3902	0.9992	0.9954	0.0177	0.6928	0.7171	0.9954
0.0067	28.05	13830	0.3882	0.3585	0.9994	0.9953	0.0176	0.6769	0.6938	0.9953
0.0018	28.11	13860	0.3821	0.3486	0.9993	0.9952	0.0177	0.6719	0.6907	0.9952
0.0044	28.17	13890	0.4906	0.4144	0.9988	0.9953	0.0182	0.7048	0.7447	0.9953
0.0029	28.24	13920	0.4622	0.4051	0.9990	0.9954	0.0173	0.7003	0.7306	0.9954
0.0037	28.3	13950	0.3649	0.3392	0.9995	0.9952	0.0182	0.6672	0.6822	0.9952
0.0027	28.36	13980	0.4789	0.4142	0.9989	0.9954	0.0176	0.7048	0.7389	0.9955
0.0035	28.42	14010	0.4909	0.4227	0.9989	0.9955	0.0174	0.7091	0.7449	0.9955
0.0041	28.48	14040	0.4197	0.3795	0.9993	0.9954	0.0179	0.6874	0.7095	0.9954
0.0034	28.54	14070	0.4251	0.3841	0.9993	0.9954	0.0177	0.6898	0.7122	0.9954
0.012	28.6	14100	0.4654	0.4085	0.9991	0.9955	0.0167	0.7020	0.7323	0.9955
0.0058	28.66	14130	0.3843	0.3532	0.9994	0.9953	0.0157	0.6742	0.6919	0.9953
0.0018	28.72	14160	0.4380	0.3929	0.9992	0.9954	0.0154	0.6942	0.7186	0.9955
0.0017	28.78	14190	0.4560	0.4016	0.9991	0.9954	0.0158	0.6985	0.7276	0.9954
0.0037	28.84	14220	0.4252	0.3844	0.9993	0.9954	0.0155	0.6899	0.7122	0.9954
0.0041	28.9	14250	0.4537	0.3999	0.9991	0.9954	0.0157	0.6977	0.7264	0.9954
0.0079	28.97	14280	0.3648	0.3398	0.9995	0.9952	0.0161	0.6675	0.6822	0.9952
0.0026	29.03	14310	0.4027	0.3670	0.9993	0.9953	0.0158	0.6811	0.7010	0.9953
0.0071	29.09	14340	0.4438	0.3939	0.9991	0.9954	0.0161	0.6946	0.7215	0.9954
0.0039	29.15	14370	0.4662	0.4061	0.9990	0.9954	0.0161	0.7007	0.7326	0.9954
0.0037	29.21	14400	0.3539	0.3298	0.9995	0.9952	0.0166	0.6625	0.6767	0.9952
0.0082	29.27	14430	0.4226	0.3833	0.9993	0.9954	0.0161	0.6894	0.7109	0.9954
0.0014	29.33	14460	0.4325	0.3880	0.9992	0.9954	0.0160	0.6917	0.7159	0.9954
0.0079	29.39	14490	0.4482	0.3975	0.9991	0.9954	0.0161	0.6965	0.7237	0.9954
0.0008	29.45	14520	0.3945	0.3625	0.9994	0.9953	0.0175	0.6789	0.6970	0.9953
0.0026	29.51	14550	0.4091	0.3721	0.9993	0.9954	0.0174	0.6837	0.7042	0.9954
0.0034	29.57	14580	0.4193	0.3791	0.9993	0.9954	0.0178	0.6872	0.7093	0.9954
0.0041	29.63	14610	0.4392	0.3892	0.9991	0.9954	0.0180	0.6923	0.7192	0.9954
0.0136	29.7	14640	0.4384	0.3918	0.9992	0.9954	0.0156	0.6936	0.7188	0.9954
0.004	29.76	14670	0.4131	0.3740	0.9993	0.9953	0.0159	0.6847	0.7062	0.9954
0.0045	29.82	14700	0.4490	0.3985	0.9991	0.9954	0.0155	0.6969	0.7241	0.9954
0.0013	29.88	14730	0.5070	0.4303	0.9988	0.9955	0.0156	0.7129	0.7529	0.9955
0.0097	29.94	14760	0.4140	0.3752	0.9993	0.9954	0.0161	0.6853	0.7066	0.9954
0.0175	30.0	14790	0.3519	0.3306	0.9996	0.9952	0.0166	0.6629	0.6758	0.9952
0.0063	30.06	14820	0.5193	0.4337	0.9987	0.9954	0.0163	0.7146	0.7590	0.9954
0.0017	30.12	14850	0.4257	0.3856	0.9993	0.9954	0.0159	0.6905	0.7125	0.9954
0.0021	30.18	14880	0.4579	0.4069	0.9992	0.9955	0.0163	0.7012	0.7285	0.9955
0.0119	30.24	14910	0.4442	0.3942	0.9991	0.9954	0.0169	0.6948	0.7217	0.9954
0.0032	30.3	14940	0.5246	0.4310	0.9985	0.9953	0.0179	0.7132	0.7616	0.9954
0.0001	30.37	14970	0.4919	0.4252	0.9989	0.9955	0.0174	0.7104	0.7454	0.9955
0.0031	30.43	15000	0.4361	0.3913	0.9992	0.9954	0.0193	0.6933	0.7177	0.9954
0.0195	30.49	15030	0.4252	0.3837	0.9993	0.9954	0.0189	0.6895	0.7122	0.9954
0.0053	30.55	15060	0.4938	0.4235	0.9989	0.9955	0.0192	0.7095	0.7464	0.9955
0.0077	30.61	15090	0.4642	0.4081	0.9991	0.9955	0.0189	0.7018	0.7316	0.9955
0.0024	30.67	15120	0.4152	0.3775	0.9993	0.9954	0.0185	0.6865	0.7073	0.9954
0.0148	30.73	15150	0.4397	0.3916	0.9992	0.9954	0.0187	0.6935	0.7194	0.9954
0.0036	30.79	15180	0.4450	0.3959	0.9992	0.9954	0.0185	0.6957	0.7221	0.9954
0.0029	30.85	15210	0.4752	0.4155	0.9990	0.9955	0.0183	0.7055	0.7371	0.9955
0.0094	30.91	15240	0.4414	0.3928	0.9992	0.9954	0.0183	0.6941	0.7203	0.9954
0.0027	30.97	15270	0.4677	0.4082	0.9990	0.9954	0.0186	0.7018	0.7334	0.9954
0.003	31.03	15300	0.5050	0.4270	0.9988	0.9954	0.0185	0.7112	0.7519	0.9954
0.0027	31.1	15330	0.4934	0.4153	0.9987	0.9953	0.0190	0.7053	0.7460	0.9953
0.001	31.16	15360	0.4425	0.3920	0.9991	0.9954	0.0185	0.6937	0.7208	0.9954
0.0116	31.22	15390	0.4061	0.3690	0.9993	0.9953	0.0180	0.6822	0.7027	0.9953
0.0048	31.28	15420	0.4669	0.4056	0.9990	0.9954	0.0170	0.7005	0.7329	0.9954
0.0024	31.34	15450	0.4965	0.4136	0.9986	0.9953	0.0181	0.7044	0.7476	0.9953
0.0046	31.4	15480	0.4865	0.4205	0.9989	0.9955	0.0168	0.7080	0.7427	0.9955
0.0022	31.46	15510	0.4112	0.3718	0.9993	0.9953	0.0171	0.6836	0.7052	0.9953
0.0084	31.52	15540	0.4468	0.3923	0.9991	0.9953	0.0178	0.6938	0.7229	0.9954
0.0048	31.58	15570	0.3812	0.3515	0.9994	0.9953	0.0177	0.6734	0.6903	0.9953
0.0007	31.64	15600	0.4963	0.4164	0.9987	0.9953	0.0177	0.7058	0.7475	0.9953
0.0036	31.7	15630	0.4129	0.3734	0.9993	0.9953	0.0171	0.6843	0.7061	0.9953
0.0058	31.76	15660	0.4910	0.4203	0.9989	0.9954	0.0168	0.7079	0.7449	0.9955
0.0061	31.83	15690	0.4776	0.4021	0.9987	0.9952	0.0188	0.6987	0.7382	0.9952
0.0089	31.89	15720	0.4732	0.4122	0.9990	0.9955	0.0175	0.7038	0.7361	0.9955
0.0039	31.95	15750	0.4279	0.3841	0.9992	0.9954	0.0167	0.6897	0.7136	0.9954
0.0063	32.01	15780	0.4312	0.3876	0.9992	0.9954	0.0169	0.6915	0.7152	0.9954
0.0045	32.07	15810	0.4655	0.4066	0.9990	0.9954	0.0175	0.7010	0.7323	0.9954
0.0018	32.13	15840	0.4271	0.3829	0.9992	0.9954	0.0178	0.6892	0.7132	0.9954
0.0182	32.19	15870	0.4328	0.3860	0.9992	0.9954	0.0176	0.6907	0.7160	0.9954
0.0066	32.25	15900	0.4436	0.3935	0.9991	0.9954	0.0182	0.6944	0.7214	0.9954
0.0006	32.31	15930	0.4739	0.4133	0.9990	0.9955	0.0178	0.7044	0.7365	0.9955
0.0045	32.37	15960	0.4645	0.4079	0.9991	0.9955	0.0166	0.7017	0.7318	0.9955
0.0109	32.43	15990	0.4274	0.3834	0.9992	0.9954	0.0162	0.6894	0.7133	0.9954
0.0041	32.49	16020	0.3816	0.3520	0.9994	0.9953	0.0166	0.6736	0.6905	0.9953
0.0069	32.56	16050	0.4434	0.3934	0.9991	0.9954	0.0161	0.6944	0.7213	0.9954
0.006	32.62	16080	0.4011	0.3665	0.9994	0.9953	0.0180	0.6809	0.7002	0.9953
0.0011	32.68	16110	0.4647	0.4076	0.9991	0.9955	0.0180	0.7015	0.7319	0.9955
0.004	32.74	16140	0.4268	0.3837	0.9992	0.9954	0.0186	0.6895	0.7130	0.9954
0.0035	32.8	16170	0.4609	0.4083	0.9991	0.9955	0.0181	0.7019	0.7300	0.9955
0.0065	32.86	16200	0.4633	0.4065	0.9991	0.9954	0.0177	0.7010	0.7312	0.9955
0.0076	32.92	16230	0.5158	0.4170	0.9984	0.9951	0.0193	0.7061	0.7571	0.9952
0.0044	32.98	16260	0.4693	0.4100	0.9990	0.9955	0.0178	0.7027	0.7342	0.9955
0.0089	33.04	16290	0.4852	0.4169	0.9989	0.9954	0.0182	0.7062	0.7421	0.9954
0.0051	33.1	16320	0.4001	0.3625	0.9993	0.9953	0.0195	0.6789	0.6997	0.9953
0.002	33.16	16350	0.4790	0.4157	0.9990	0.9955	0.0182	0.7056	0.7390	0.9955
0.0036	33.23	16380	0.4408	0.3912	0.9991	0.9954	0.0187	0.6933	0.7200	0.9954
0.0039	33.29	16410	0.4106	0.3733	0.9993	0.9954	0.0185	0.6843	0.7050	0.9954
0.0047	33.35	16440	0.4391	0.3945	0.9992	0.9955	0.0181	0.6950	0.7192	0.9955
0.0077	33.41	16470	0.4937	0.4278	0.9990	0.9956	0.0178	0.7117	0.7464	0.9956
0.0047	33.47	16500	0.4677	0.4104	0.9991	0.9955	0.0181	0.7029	0.7334	0.9955
0.0029	33.53	16530	0.4279	0.3858	0.9993	0.9954	0.0182	0.6906	0.7136	0.9954
0.0019	33.59	16560	0.4796	0.4114	0.9989	0.9954	0.0186	0.7034	0.7392	0.9954
0.0095	33.65	16590	0.4710	0.4125	0.9990	0.9955	0.0179	0.7040	0.7350	0.9955
0.0025	33.71	16620	0.4587	0.4053	0.9991	0.9955	0.0182	0.7004	0.7289	0.9955
0.0056	33.77	16650	0.4961	0.4237	0.9988	0.9955	0.0194	0.7096	0.7475	0.9955
0.0026	33.83	16680	0.4664	0.4095	0.9991	0.9955	0.0190	0.7025	0.7327	0.9955
0.0008	33.89	16710	0.4138	0.3757	0.9993	0.9954	0.0188	0.6855	0.7066	0.9954
0.0093	33.96	16740	0.4634	0.4078	0.9991	0.9955	0.0180	0.7017	0.7313	0.9955
0.0088	34.02	16770	0.4480	0.3977	0.9991	0.9954	0.0182	0.6966	0.7236	0.9954
0.004	34.08	16800	0.4497	0.3994	0.9991	0.9954	0.0186	0.6974	0.7244	0.9955
0.0074	34.14	16830	0.4425	0.3965	0.9992	0.9955	0.0180	0.6960	0.7209	0.9955
0.0039	34.2	16860	0.4196	0.3796	0.9993	0.9954	0.0182	0.6875	0.7095	0.9954
0.0008	34.26	16890	0.5240	0.4323	0.9986	0.9954	0.0183	0.7138	0.7613	0.9954
0.006	34.32	16920	0.4810	0.4149	0.9989	0.9954	0.0176	0.7051	0.7399	0.9954
0.0045	34.38	16950	0.4393	0.3918	0.9992	0.9954	0.0181	0.6936	0.7192	0.9954
0.0022	34.44	16980	0.4047	0.3701	0.9994	0.9954	0.0180	0.6827	0.7020	0.9954
0.0034	34.5	17010	0.4488	0.4005	0.9992	0.9955	0.0179	0.6980	0.7240	0.9955
0.0045	34.56	17040	0.4926	0.4229	0.9989	0.9955	0.0180	0.7092	0.7457	0.9955
0.0093	34.62	17070	0.4787	0.4095	0.9989	0.9953	0.0189	0.7024	0.7388	0.9954
0.0104	34.69	17100	0.4431	0.3949	0.9992	0.9954	0.0184	0.6952	0.7211	0.9954
0.0078	34.75	17130	0.4445	0.3946	0.9991	0.9954	0.0185	0.6950	0.7218	0.9954
0.0687	34.81	17160	0.4465	0.3940	0.9991	0.9954	0.0191	0.6947	0.7228	0.9954
0.0238	34.87	17190	0.4192	0.3795	0.9993	0.9954	0.0187	0.6875	0.7093	0.9954
0.0037	34.93	17220	0.4306	0.3873	0.9992	0.9954	0.0187	0.6914	0.7149	0.9954
0.0056	34.99	17250	0.4309	0.3861	0.9992	0.9954	0.0186	0.6908	0.7151	0.9954
0.0067	35.05	17280	0.4714	0.4125	0.9990	0.9955	0.0172	0.7040	0.7352	0.9955
0.0014	35.11	17310	0.4805	0.4171	0.9990	0.9955	0.0163	0.7063	0.7397	0.9955
0.0095	35.17	17340	0.4185	0.3798	0.9993	0.9954	0.0163	0.6876	0.7089	0.9954
0.0094	35.23	17370	0.4587	0.4050	0.9991	0.9955	0.0164	0.7002	0.7289	0.9955
0.0004	35.29	17400	0.4358	0.3914	0.9992	0.9954	0.0163	0.6934	0.7175	0.9954
0.0054	35.35	17430	0.4985	0.4226	0.9988	0.9954	0.0163	0.7090	0.7486	0.9954
0.0026	35.42	17460	0.4057	0.3708	0.9994	0.9954	0.0168	0.6831	0.7025	0.9954
0.0271	35.48	17490	0.4883	0.4182	0.9989	0.9954	0.0173	0.7068	0.7436	0.9954
0.006	35.54	17520	0.4228	0.3823	0.9993	0.9954	0.0170	0.6889	0.7110	0.9954
0.0114	35.6	17550	0.4158	0.3780	0.9993	0.9954	0.0170	0.6867	0.7076	0.9954
0.0029	35.66	17580	0.4267	0.3848	0.9993	0.9954	0.0167	0.6901	0.7130	0.9954
0.007	35.72	17610	0.4375	0.3900	0.9992	0.9954	0.0170	0.6927	0.7183	0.9954
0.001	35.78	17640	0.4386	0.3920	0.9992	0.9954	0.0169	0.6937	0.7189	0.9954
0.0022	35.84	17670	0.4560	0.4036	0.9991	0.9955	0.0173	0.6995	0.7276	0.9955
0.0044	35.9	17700	0.4911	0.4245	0.9989	0.9955	0.0168	0.7100	0.7450	0.9955
0.0024	35.96	17730	0.4288	0.3862	0.9993	0.9954	0.0170	0.6908	0.7140	0.9954
0.0025	36.02	17760	0.4409	0.3935	0.9992	0.9954	0.0177	0.6945	0.7200	0.9954
0.0007	36.09	17790	0.4002	0.3664	0.9994	0.9953	0.0170	0.6809	0.6998	0.9954
0.0068	36.15	17820	0.4613	0.4075	0.9991	0.9955	0.0167	0.7015	0.7302	0.9955
0.0016	36.21	17850	0.4642	0.4079	0.9991	0.9955	0.0165	0.7017	0.7316	0.9955
0.0086	36.27	17880	0.4357	0.3909	0.9992	0.9954	0.0167	0.6932	0.7175	0.9954
0.0327	36.33	17910	0.4583	0.4054	0.9991	0.9955	0.0169	0.7005	0.7287	0.9955
0.0048	36.39	17940	0.4437	0.3969	0.9992	0.9955	0.0167	0.6962	0.7215	0.9955
0.0033	36.45	17970	0.4461	0.3994	0.9992	0.9955	0.0166	0.6975	0.7226	0.9955
0.0073	36.51	18000	0.4410	0.3950	0.9992	0.9955	0.0162	0.6952	0.7201	0.9955
0.0195	36.57	18030	0.4657	0.4091	0.9991	0.9955	0.0162	0.7023	0.7324	0.9955
0.0047	36.63	18060	0.4303	0.3871	0.9992	0.9954	0.0167	0.6913	0.7148	0.9954
0.0023	36.69	18090	0.5117	0.4306	0.9987	0.9954	0.0168	0.7130	0.7552	0.9955
0.0104	36.75	18120	0.4503	0.3998	0.9991	0.9954	0.0166	0.6976	0.7247	0.9955
0.0044	36.82	18150	0.4384	0.3919	0.9992	0.9954	0.0170	0.6937	0.7188	0.9954
0.0008	36.88	18180	0.4641	0.4074	0.9991	0.9955	0.0167	0.7014	0.7316	0.9955
0.0076	36.94	18210	0.4561	0.4008	0.9991	0.9954	0.0172	0.6981	0.7276	0.9954
0.0038	37.0	18240	0.4060	0.3706	0.9994	0.9954	0.0171	0.6830	0.7027	0.9954
0.0049	37.06	18270	0.4560	0.4028	0.9991	0.9954	0.0172	0.6991	0.7275	0.9955
0.009	37.12	18300	0.4147	0.3776	0.9993	0.9954	0.0166	0.6865	0.7070	0.9954
0.0042	37.18	18330	0.4605	0.4069	0.9991	0.9955	0.0162	0.7012	0.7298	0.9955
0.0058	37.24	18360	0.4897	0.4210	0.9989	0.9955	0.0166	0.7083	0.7443	0.9955
0.0077	37.3	18390	0.4272	0.3848	0.9993	0.9954	0.0167	0.6901	0.7132	0.9954
0.0033	37.36	18420	0.4664	0.4075	0.9990	0.9954	0.0166	0.7015	0.7327	0.9954
0.0098	37.42	18450	0.4841	0.4172	0.9989	0.9954	0.0166	0.7063	0.7415	0.9955
0.0062	37.48	18480	0.4760	0.4123	0.9990	0.9954	0.0166	0.7038	0.7375	0.9954
0.0109	37.55	18510	0.4307	0.3856	0.9992	0.9954	0.0167	0.6905	0.7150	0.9954
0.0015	37.61	18540	0.4692	0.4105	0.9990	0.9955	0.0166	0.7030	0.7341	0.9955
0.001	37.67	18570	0.4478	0.3990	0.9992	0.9955	0.0165	0.6972	0.7235	0.9955
0.004	37.73	18600	0.4803	0.4152	0.9989	0.9954	0.0170	0.7053	0.7396	0.9955
0.0058	37.79	18630	0.4536	0.4029	0.9991	0.9955	0.0166	0.6992	0.7264	0.9955
0.0049	37.85	18660	0.4491	0.3995	0.9992	0.9955	0.0166	0.6975	0.7242	0.9955
0.0027	37.91	18690	0.4636	0.4083	0.9991	0.9955	0.0165	0.7019	0.7314	0.9955
0.003	37.97	18720	0.4497	0.4002	0.9992	0.9955	0.0166	0.6978	0.7244	0.9955
0.0064	38.03	18750	0.4670	0.4109	0.9991	0.9955	0.0171	0.7032	0.7330	0.9955
0.0061	38.09	18780	0.4513	0.4016	0.9992	0.9955	0.0172	0.6985	0.7253	0.9955
0.0028	38.15	18810	0.4654	0.4093	0.9991	0.9955	0.0169	0.7024	0.7322	0.9955
0.0148	38.22	18840	0.4696	0.4111	0.9990	0.9955	0.0172	0.7033	0.7343	0.9955
0.0022	38.28	18870	0.4793	0.4161	0.9990	0.9955	0.0170	0.7058	0.7392	0.9955
0.0009	38.34	18900	0.4668	0.4085	0.9990	0.9954	0.0172	0.7020	0.7329	0.9955
0.0955	38.4	18930	0.4690	0.4109	0.9990	0.9955	0.0169	0.7032	0.7340	0.9955
0.0023	38.46	18960	0.4585	0.4047	0.9991	0.9955	0.0170	0.7001	0.7288	0.9955
0.0066	38.52	18990	0.4475	0.3983	0.9992	0.9954	0.0169	0.6969	0.7233	0.9955
0.0013	38.58	19020	0.4621	0.4073	0.9991	0.9955	0.0169	0.7014	0.7306	0.9955
0.0062	38.64	19050	0.4719	0.4130	0.9990	0.9955	0.0171	0.7042	0.7355	0.9955
0.0068	38.7	19080	0.4541	0.4032	0.9991	0.9955	0.0168	0.6994	0.7266	0.9955
0.0039	38.76	19110	0.4740	0.4145	0.9990	0.9955	0.0166	0.7050	0.7365	0.9955
0.0076	38.82	19140	0.4421	0.3953	0.9992	0.9954	0.0170	0.6954	0.7206	0.9955
0.003	38.88	19170	0.4267	0.3849	0.9993	0.9954	0.0172	0.6901	0.7130	0.9954
0.0044	38.95	19200	0.4539	0.4013	0.9991	0.9954	0.0172	0.6984	0.7265	0.9955
0.005	39.01	19230	0.4478	0.3977	0.9991	0.9954	0.0173	0.6966	0.7235	0.9954
0.0059	39.07	19260	0.4546	0.4024	0.9991	0.9955	0.0173	0.6989	0.7269	0.9955
0.0134	39.13	19290	0.4450	0.3965	0.9992	0.9954	0.0171	0.6960	0.7221	0.9955
0.0064	39.19	19320	0.4387	0.3928	0.9992	0.9954	0.0172	0.6941	0.7189	0.9954
0.0034	39.25	19350	0.4557	0.4029	0.9991	0.9955	0.0172	0.6992	0.7274	0.9955
0.0069	39.31	19380	0.4393	0.3931	0.9992	0.9954	0.0172	0.6943	0.7193	0.9954
0.0037	39.37	19410	0.4398	0.3933	0.9992	0.9954	0.0174	0.6944	0.7195	0.9954
0.0184	39.43	19440	0.4530	0.4012	0.9991	0.9954	0.0174	0.6983	0.7261	0.9955
0.0044	39.49	19470	0.4468	0.3975	0.9992	0.9954	0.0172	0.6965	0.7230	0.9955
0.0028	39.55	19500	0.4435	0.3953	0.9992	0.9954	0.0173	0.6954	0.7213	0.9954
0.0099	39.61	19530	0.4530	0.4009	0.9991	0.9954	0.0174	0.6982	0.7260	0.9955
0.0089	39.68	19560	0.4471	0.3977	0.9992	0.9954	0.0174	0.6965	0.7231	0.9955
0.0027	39.74	19590	0.4503	0.3996	0.9991	0.9954	0.0172	0.6975	0.7247	0.9955
0.0009	39.8	19620	0.4504	0.3996	0.9991	0.9954	0.0173	0.6975	0.7248	0.9955
0.0046	39.86	19650	0.4526	0.4008	0.9991	0.9954	0.0173	0.6981	0.7259	0.9955
0.0038	39.92	19680	0.4547	0.4021	0.9991	0.9954	0.0174	0.6988	0.7269	0.9955
0.0057	39.98	19710	0.4483	0.3982	0.9991	0.9954	0.0174	0.6968	0.7237	0.9955

Framework versions

• Transformers 4.37.1
• Pytorch 2.1.2
• Datasets 2.16.1
• Tokenizers 0.15.1