README.md

metadata

license: other
base_model: nvidia/mit-b0
tags:
  - vision
  - image-segmentation
  - generated_from_trainer
datasets:
  - kelp_data
model-index:
  - name: segformer-b0-finetuned-kelp-segments-jan-18-10am
    results: []

segformer-b0-finetuned-kelp-segments-jan-18-10am

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

• Loss: 0.0197
• Mean Iou: 0.1778
• Mean Accuracy: 0.3556
• Overall Accuracy: 0.3556
• Accuracy Not Kelp: nan
• Accuracy Kelp: 0.3556
• Iou Not Kelp: 0.0
• Iou Kelp: 0.3556

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: 30

Training results

Training Loss	Epoch	Step	Validation Loss	Mean Iou	Mean Accuracy	Overall Accuracy	Accuracy Not Kelp	Accuracy Kelp	Iou Not Kelp	Iou Kelp
0.3836	0.05	30	0.3933	0.0106	0.0212	0.0212	nan	0.0212	0.0	0.0212
0.2552	0.1	60	0.2404	0.0002	0.0003	0.0003	nan	0.0003	0.0	0.0003
0.2144	0.14	90	0.1817	0.0001	0.0002	0.0002	nan	0.0002	0.0	0.0002
0.1172	0.19	120	0.1304	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.1404	0.24	150	0.0930	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0919	0.29	180	0.0742	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0715	0.34	210	0.0656	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0676	0.38	240	0.0538	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.05	0.43	270	0.0552	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.046	0.48	300	0.0514	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0584	0.53	330	0.0481	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0653	0.58	360	0.0470	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0285	0.62	390	0.0421	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0739	0.67	420	0.0418	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0493	0.72	450	0.0397	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0267	0.77	480	0.0396	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0483	0.82	510	0.0377	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0332	0.86	540	0.0382	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0322	0.91	570	0.0344	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0428	0.96	600	0.0338	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0343	1.01	630	0.0319	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.031	1.06	660	0.0327	0.0	0.0	0.0	nan	0.0	0.0	0.0
0.0194	1.1	690	0.0328	0.0000	0.0000	0.0000	nan	0.0000	0.0	0.0000
0.0451	1.15	720	0.0347	0.0012	0.0025	0.0025	nan	0.0025	0.0	0.0025
0.0571	1.2	750	0.0299	0.0006	0.0013	0.0013	nan	0.0013	0.0	0.0013
0.0572	1.25	780	0.0301	0.0086	0.0172	0.0172	nan	0.0172	0.0	0.0172
0.0563	1.3	810	0.0292	0.0072	0.0143	0.0143	nan	0.0143	0.0	0.0143
0.0183	1.34	840	0.0294	0.0005	0.0010	0.0010	nan	0.0010	0.0	0.0010
0.0145	1.39	870	0.0336	0.0140	0.0281	0.0281	nan	0.0281	0.0	0.0281
0.0275	1.44	900	0.0276	0.0015	0.0029	0.0029	nan	0.0029	0.0	0.0029
0.0445	1.49	930	0.0259	0.0083	0.0166	0.0166	nan	0.0166	0.0	0.0166
0.0101	1.54	960	0.0255	0.0462	0.0923	0.0923	nan	0.0923	0.0	0.0923
0.0245	1.58	990	0.0253	0.0062	0.0124	0.0124	nan	0.0124	0.0	0.0124
0.0146	1.63	1020	0.0270	0.0003	0.0006	0.0006	nan	0.0006	0.0	0.0006
0.0244	1.68	1050	0.0268	0.0000	0.0001	0.0001	nan	0.0001	0.0	0.0001
0.0338	1.73	1080	0.0254	0.0022	0.0045	0.0045	nan	0.0045	0.0	0.0045
0.0232	1.78	1110	0.0255	0.0001	0.0002	0.0002	nan	0.0002	0.0	0.0002
0.0176	1.82	1140	0.0268	0.0009	0.0017	0.0017	nan	0.0017	0.0	0.0017
0.0127	1.87	1170	0.0249	0.0095	0.0191	0.0191	nan	0.0191	0.0	0.0191
0.0327	1.92	1200	0.0238	0.0437	0.0874	0.0874	nan	0.0874	0.0	0.0874
0.0375	1.97	1230	0.0246	0.0066	0.0133	0.0133	nan	0.0133	0.0	0.0133
0.017	2.02	1260	0.0245	0.0085	0.0169	0.0169	nan	0.0169	0.0	0.0169
0.0224	2.06	1290	0.0251	0.0028	0.0057	0.0057	nan	0.0057	0.0	0.0057
0.0174	2.11	1320	0.0240	0.0687	0.1374	0.1374	nan	0.1374	0.0	0.1374
0.0194	2.16	1350	0.0239	0.0193	0.0386	0.0386	nan	0.0386	0.0	0.0386
0.1479	2.21	1380	0.0244	0.0073	0.0147	0.0147	nan	0.0147	0.0	0.0147
0.0161	2.26	1410	0.0229	0.0586	0.1173	0.1173	nan	0.1173	0.0	0.1173
0.0385	2.3	1440	0.0231	0.0295	0.0590	0.0590	nan	0.0590	0.0	0.0590
0.0611	2.35	1470	0.0235	0.0199	0.0399	0.0399	nan	0.0399	0.0	0.0399
0.0204	2.4	1500	0.0225	0.0497	0.0994	0.0994	nan	0.0994	0.0	0.0994
0.0329	2.45	1530	0.0230	0.0164	0.0327	0.0327	nan	0.0327	0.0	0.0327
0.025	2.5	1560	0.0224	0.0518	0.1036	0.1036	nan	0.1036	0.0	0.1036
0.0104	2.54	1590	0.0228	0.0244	0.0488	0.0488	nan	0.0488	0.0	0.0488
0.0096	2.59	1620	0.0233	0.1242	0.2483	0.2483	nan	0.2483	0.0	0.2483
0.005	2.64	1650	0.0221	0.0206	0.0411	0.0411	nan	0.0411	0.0	0.0411
0.0264	2.69	1680	0.0236	0.1290	0.2581	0.2581	nan	0.2581	0.0	0.2581
0.0117	2.74	1710	0.0215	0.0665	0.1330	0.1330	nan	0.1330	0.0	0.1330
0.0096	2.78	1740	0.0229	0.0154	0.0307	0.0307	nan	0.0307	0.0	0.0307
0.0176	2.83	1770	0.0222	0.0348	0.0696	0.0696	nan	0.0696	0.0	0.0696
0.0108	2.88	1800	0.0219	0.0528	0.1056	0.1056	nan	0.1056	0.0	0.1056
0.0189	2.93	1830	0.0217	0.0405	0.0811	0.0811	nan	0.0811	0.0	0.0811
0.0288	2.98	1860	0.0218	0.0392	0.0784	0.0784	nan	0.0784	0.0	0.0784
0.0067	3.02	1890	0.0213	0.0399	0.0799	0.0799	nan	0.0799	0.0	0.0799
0.0104	3.07	1920	0.0225	0.0948	0.1896	0.1896	nan	0.1896	0.0	0.1896
0.0115	3.12	1950	0.0214	0.0755	0.1510	0.1510	nan	0.1510	0.0	0.1510
0.0076	3.17	1980	0.0222	0.0823	0.1646	0.1646	nan	0.1646	0.0	0.1646
0.0444	3.22	2010	0.0213	0.0394	0.0788	0.0788	nan	0.0788	0.0	0.0788
0.021	3.26	2040	0.0220	0.0392	0.0784	0.0784	nan	0.0784	0.0	0.0784
0.0188	3.31	2070	0.0217	0.1194	0.2388	0.2388	nan	0.2388	0.0	0.2388
0.0235	3.36	2100	0.0208	0.0560	0.1119	0.1119	nan	0.1119	0.0	0.1119
0.0112	3.41	2130	0.0214	0.0459	0.0918	0.0918	nan	0.0918	0.0	0.0918
0.0109	3.46	2160	0.0211	0.0464	0.0928	0.0928	nan	0.0928	0.0	0.0928
0.0136	3.5	2190	0.0230	0.0174	0.0348	0.0348	nan	0.0348	0.0	0.0348
0.0194	3.55	2220	0.0217	0.0851	0.1702	0.1702	nan	0.1702	0.0	0.1702
0.0117	3.6	2250	0.0216	0.0295	0.0589	0.0589	nan	0.0589	0.0	0.0589
0.0079	3.65	2280	0.0211	0.0368	0.0735	0.0735	nan	0.0735	0.0	0.0735
0.0074	3.7	2310	0.0212	0.0861	0.1722	0.1722	nan	0.1722	0.0	0.1722
0.0467	3.74	2340	0.0209	0.0643	0.1286	0.1286	nan	0.1286	0.0	0.1286
0.0526	3.79	2370	0.0212	0.1275	0.2551	0.2551	nan	0.2551	0.0	0.2551
0.01	3.84	2400	0.0213	0.0363	0.0725	0.0725	nan	0.0725	0.0	0.0725
0.0426	3.89	2430	0.0212	0.1367	0.2733	0.2733	nan	0.2733	0.0	0.2733
0.0335	3.94	2460	0.0220	0.0235	0.0470	0.0470	nan	0.0470	0.0	0.0470
0.014	3.98	2490	0.0219	0.0870	0.1740	0.1740	nan	0.1740	0.0	0.1740
0.022	4.03	2520	0.0212	0.0388	0.0775	0.0775	nan	0.0775	0.0	0.0775
0.0038	4.08	2550	0.0211	0.0691	0.1382	0.1382	nan	0.1382	0.0	0.1382
0.0164	4.13	2580	0.0210	0.0848	0.1697	0.1697	nan	0.1697	0.0	0.1697
0.0121	4.18	2610	0.0215	0.0824	0.1648	0.1648	nan	0.1648	0.0	0.1648
0.0271	4.22	2640	0.0211	0.0877	0.1754	0.1754	nan	0.1754	0.0	0.1754
0.0046	4.27	2670	0.0200	0.0812	0.1625	0.1625	nan	0.1625	0.0	0.1625
0.02	4.32	2700	0.0214	0.0500	0.1000	0.1000	nan	0.1000	0.0	0.1000
0.0148	4.37	2730	0.0204	0.0550	0.1100	0.1100	nan	0.1100	0.0	0.1100
0.0103	4.42	2760	0.0211	0.1222	0.2444	0.2444	nan	0.2444	0.0	0.2444
0.0687	4.46	2790	0.0212	0.1351	0.2703	0.2703	nan	0.2703	0.0	0.2703
0.0186	4.51	2820	0.0244	0.1186	0.2373	0.2373	nan	0.2373	0.0	0.2373
0.0174	4.56	2850	0.0205	0.0487	0.0974	0.0974	nan	0.0974	0.0	0.0974
0.018	4.61	2880	0.0204	0.1213	0.2426	0.2426	nan	0.2426	0.0	0.2426
0.0224	4.66	2910	0.0201	0.1220	0.2439	0.2439	nan	0.2439	0.0	0.2439
0.0262	4.7	2940	0.0202	0.0943	0.1885	0.1885	nan	0.1885	0.0	0.1885
0.0215	4.75	2970	0.0197	0.1166	0.2333	0.2333	nan	0.2333	0.0	0.2333
0.0159	4.8	3000	0.0203	0.1080	0.2159	0.2159	nan	0.2159	0.0	0.2159
0.018	4.85	3030	0.0200	0.1138	0.2276	0.2276	nan	0.2276	0.0	0.2276
0.0112	4.9	3060	0.0198	0.0830	0.1661	0.1661	nan	0.1661	0.0	0.1661
0.0038	4.94	3090	0.0198	0.0605	0.1211	0.1211	nan	0.1211	0.0	0.1211
0.0076	4.99	3120	0.0193	0.1283	0.2566	0.2566	nan	0.2566	0.0	0.2566
0.0076	5.04	3150	0.0196	0.1245	0.2491	0.2491	nan	0.2491	0.0	0.2491
0.0145	5.09	3180	0.0205	0.1699	0.3398	0.3398	nan	0.3398	0.0	0.3398
0.0079	5.14	3210	0.0199	0.1323	0.2646	0.2646	nan	0.2646	0.0	0.2646
0.0144	5.18	3240	0.0207	0.1465	0.2931	0.2931	nan	0.2931	0.0	0.2931
0.0114	5.23	3270	0.0194	0.1094	0.2188	0.2188	nan	0.2188	0.0	0.2188
0.0255	5.28	3300	0.0209	0.1864	0.3728	0.3728	nan	0.3728	0.0	0.3728
0.0214	5.33	3330	0.0197	0.0679	0.1357	0.1357	nan	0.1357	0.0	0.1357
0.0124	5.38	3360	0.0191	0.0968	0.1936	0.1936	nan	0.1936	0.0	0.1936
0.0301	5.42	3390	0.0199	0.0622	0.1244	0.1244	nan	0.1244	0.0	0.1244
0.0042	5.47	3420	0.0197	0.1157	0.2313	0.2313	nan	0.2313	0.0	0.2313
0.0254	5.52	3450	0.0201	0.1449	0.2899	0.2899	nan	0.2899	0.0	0.2899
0.0112	5.57	3480	0.0230	0.2090	0.4179	0.4179	nan	0.4179	0.0	0.4179
0.0064	5.62	3510	0.0195	0.1100	0.2199	0.2199	nan	0.2199	0.0	0.2199
0.0177	5.66	3540	0.0200	0.1095	0.2190	0.2190	nan	0.2190	0.0	0.2190
0.0204	5.71	3570	0.0193	0.1370	0.2741	0.2741	nan	0.2741	0.0	0.2741
0.0101	5.76	3600	0.0200	0.1715	0.3430	0.3430	nan	0.3430	0.0	0.3430
0.0179	5.81	3630	0.0198	0.1837	0.3674	0.3674	nan	0.3674	0.0	0.3674
0.0398	5.86	3660	0.0219	0.1870	0.3741	0.3741	nan	0.3741	0.0	0.3741
0.006	5.9	3690	0.0206	0.0590	0.1179	0.1179	nan	0.1179	0.0	0.1179
0.0328	5.95	3720	0.0193	0.1281	0.2562	0.2562	nan	0.2562	0.0	0.2562
0.0184	6.0	3750	0.0192	0.0955	0.1910	0.1910	nan	0.1910	0.0	0.1910
0.018	6.05	3780	0.0192	0.1283	0.2566	0.2566	nan	0.2566	0.0	0.2566
0.0074	6.1	3810	0.0214	0.0403	0.0805	0.0805	nan	0.0805	0.0	0.0805
0.0098	6.14	3840	0.0200	0.0928	0.1855	0.1855	nan	0.1855	0.0	0.1855
0.0154	6.19	3870	0.0190	0.1304	0.2609	0.2609	nan	0.2609	0.0	0.2609
0.0197	6.24	3900	0.0189	0.1300	0.2601	0.2601	nan	0.2601	0.0	0.2601
0.0063	6.29	3930	0.0191	0.1352	0.2704	0.2704	nan	0.2704	0.0	0.2704
0.0215	6.34	3960	0.0195	0.1572	0.3144	0.3144	nan	0.3144	0.0	0.3144
0.021	6.38	3990	0.0188	0.1590	0.3179	0.3179	nan	0.3179	0.0	0.3179
0.0193	6.43	4020	0.0195	0.1676	0.3352	0.3352	nan	0.3352	0.0	0.3352
0.0174	6.48	4050	0.0202	0.1943	0.3886	0.3886	nan	0.3886	0.0	0.3886
0.0097	6.53	4080	0.0196	0.0611	0.1223	0.1223	nan	0.1223	0.0	0.1223
0.0043	6.58	4110	0.0196	0.0700	0.1399	0.1399	nan	0.1399	0.0	0.1399
0.0121	6.62	4140	0.0190	0.1047	0.2093	0.2093	nan	0.2093	0.0	0.2093
0.0053	6.67	4170	0.0190	0.1374	0.2748	0.2748	nan	0.2748	0.0	0.2748
0.0234	6.72	4200	0.0197	0.1250	0.2500	0.2500	nan	0.2500	0.0	0.2500
0.0164	6.77	4230	0.0187	0.0911	0.1822	0.1822	nan	0.1822	0.0	0.1822
0.0139	6.82	4260	0.0190	0.1242	0.2485	0.2485	nan	0.2485	0.0	0.2485
0.0431	6.86	4290	0.0194	0.1405	0.2809	0.2809	nan	0.2809	0.0	0.2809
0.0082	6.91	4320	0.0189	0.1354	0.2707	0.2707	nan	0.2707	0.0	0.2707
0.0095	6.96	4350	0.0193	0.1231	0.2462	0.2462	nan	0.2462	0.0	0.2462
0.0062	7.01	4380	0.0195	0.1617	0.3233	0.3233	nan	0.3233	0.0	0.3233
0.0067	7.06	4410	0.0206	0.1945	0.3890	0.3890	nan	0.3890	0.0	0.3890
0.0193	7.1	4440	0.0193	0.1563	0.3126	0.3126	nan	0.3126	0.0	0.3126
0.0482	7.15	4470	0.0197	0.1142	0.2284	0.2284	nan	0.2284	0.0	0.2284
0.6577	7.2	4500	0.0188	0.1033	0.2066	0.2066	nan	0.2066	0.0	0.2066
0.0251	7.25	4530	0.0201	0.0845	0.1689	0.1689	nan	0.1689	0.0	0.1689
0.0059	7.3	4560	0.0191	0.1534	0.3068	0.3068	nan	0.3068	0.0	0.3068
0.0103	7.34	4590	0.0192	0.1793	0.3586	0.3586	nan	0.3586	0.0	0.3586
0.0115	7.39	4620	0.0191	0.1000	0.2001	0.2001	nan	0.2001	0.0	0.2001
0.0096	7.44	4650	0.0194	0.0976	0.1952	0.1952	nan	0.1952	0.0	0.1952
0.0223	7.49	4680	0.0185	0.1023	0.2046	0.2046	nan	0.2046	0.0	0.2046
0.0228	7.54	4710	0.0190	0.1669	0.3339	0.3339	nan	0.3339	0.0	0.3339
0.0449	7.58	4740	0.0183	0.1302	0.2603	0.2603	nan	0.2603	0.0	0.2603
0.0224	7.63	4770	0.0193	0.1061	0.2122	0.2122	nan	0.2122	0.0	0.2122
0.0161	7.68	4800	0.0188	0.1251	0.2502	0.2502	nan	0.2502	0.0	0.2502
0.0106	7.73	4830	0.0194	0.1002	0.2005	0.2005	nan	0.2005	0.0	0.2005
0.0163	7.78	4860	0.0186	0.1264	0.2528	0.2528	nan	0.2528	0.0	0.2528
0.0087	7.82	4890	0.0184	0.1355	0.2709	0.2709	nan	0.2709	0.0	0.2709
0.0247	7.87	4920	0.0195	0.2030	0.4060	0.4060	nan	0.4060	0.0	0.4060
0.0239	7.92	4950	0.0188	0.1153	0.2306	0.2306	nan	0.2306	0.0	0.2306
0.0149	7.97	4980	0.0192	0.1265	0.2531	0.2531	nan	0.2531	0.0	0.2531
0.0121	8.02	5010	0.0191	0.1640	0.3280	0.3280	nan	0.3280	0.0	0.3280
0.0157	8.06	5040	0.0192	0.1459	0.2917	0.2917	nan	0.2917	0.0	0.2917
0.0321	8.11	5070	0.0194	0.1636	0.3273	0.3273	nan	0.3273	0.0	0.3273
0.0228	8.16	5100	0.0185	0.1471	0.2943	0.2943	nan	0.2943	0.0	0.2943
0.0027	8.21	5130	0.0185	0.1940	0.3881	0.3881	nan	0.3881	0.0	0.3881
0.0332	8.26	5160	0.0183	0.1219	0.2439	0.2439	nan	0.2439	0.0	0.2439
0.0099	8.3	5190	0.0183	0.1310	0.2621	0.2621	nan	0.2621	0.0	0.2621
0.0202	8.35	5220	0.0186	0.1128	0.2257	0.2257	nan	0.2257	0.0	0.2257
0.0121	8.4	5250	0.0192	0.1444	0.2888	0.2888	nan	0.2888	0.0	0.2888
0.0058	8.45	5280	0.0201	0.0798	0.1597	0.1597	nan	0.1597	0.0	0.1597
0.014	8.5	5310	0.0186	0.1456	0.2912	0.2912	nan	0.2912	0.0	0.2912
0.0325	8.54	5340	0.0201	0.2215	0.4430	0.4430	nan	0.4430	0.0	0.4430
0.0084	8.59	5370	0.0192	0.1044	0.2087	0.2087	nan	0.2087	0.0	0.2087
0.0125	8.64	5400	0.0185	0.1414	0.2828	0.2828	nan	0.2828	0.0	0.2828
0.0246	8.69	5430	0.0188	0.1482	0.2965	0.2965	nan	0.2965	0.0	0.2965
0.0306	8.74	5460	0.0193	0.1833	0.3667	0.3667	nan	0.3667	0.0	0.3667
0.0145	8.78	5490	0.0186	0.1594	0.3189	0.3189	nan	0.3189	0.0	0.3189
0.0149	8.83	5520	0.0204	0.2578	0.5157	0.5157	nan	0.5157	0.0	0.5157
0.0095	8.88	5550	0.0185	0.1725	0.3450	0.3450	nan	0.3450	0.0	0.3450
0.0157	8.93	5580	0.0189	0.1450	0.2901	0.2901	nan	0.2901	0.0	0.2901
0.0135	8.98	5610	0.0190	0.1688	0.3376	0.3376	nan	0.3376	0.0	0.3376
0.0099	9.02	5640	0.0212	0.2304	0.4608	0.4608	nan	0.4608	0.0	0.4608
0.0232	9.07	5670	0.0191	0.2030	0.4059	0.4059	nan	0.4059	0.0	0.4059
0.0163	9.12	5700	0.0187	0.1628	0.3255	0.3255	nan	0.3255	0.0	0.3255
0.8412	9.17	5730	0.0186	0.1743	0.3486	0.3486	nan	0.3486	0.0	0.3486
0.0189	9.22	5760	0.0192	0.1287	0.2573	0.2573	nan	0.2573	0.0	0.2573
0.0148	9.26	5790	0.0182	0.1526	0.3051	0.3051	nan	0.3051	0.0	0.3051
0.0211	9.31	5820	0.0198	0.2222	0.4444	0.4444	nan	0.4444	0.0	0.4444
0.0185	9.36	5850	0.0197	0.2170	0.4341	0.4341	nan	0.4341	0.0	0.4341
0.0098	9.41	5880	0.0182	0.1784	0.3568	0.3568	nan	0.3568	0.0	0.3568
0.0135	9.46	5910	0.0183	0.1618	0.3236	0.3236	nan	0.3236	0.0	0.3236
0.0123	9.5	5940	0.0186	0.1752	0.3505	0.3505	nan	0.3505	0.0	0.3505
0.0105	9.55	5970	0.0188	0.1955	0.3910	0.3910	nan	0.3910	0.0	0.3910
0.0147	9.6	6000	0.0182	0.1437	0.2874	0.2874	nan	0.2874	0.0	0.2874
0.0181	9.65	6030	0.0181	0.1288	0.2577	0.2577	nan	0.2577	0.0	0.2577
0.0153	9.7	6060	0.0185	0.1794	0.3588	0.3588	nan	0.3588	0.0	0.3588
0.0331	9.74	6090	0.0191	0.1037	0.2074	0.2074	nan	0.2074	0.0	0.2074
0.0105	9.79	6120	0.0187	0.1807	0.3613	0.3613	nan	0.3613	0.0	0.3613
0.0212	9.84	6150	0.0186	0.1652	0.3304	0.3304	nan	0.3304	0.0	0.3304
0.0191	9.89	6180	0.0191	0.1921	0.3842	0.3842	nan	0.3842	0.0	0.3842
0.0163	9.94	6210	0.0191	0.1893	0.3787	0.3787	nan	0.3787	0.0	0.3787
0.054	9.98	6240	0.0190	0.1888	0.3777	0.3777	nan	0.3777	0.0	0.3777
0.0095	10.03	6270	0.0193	0.1441	0.2881	0.2881	nan	0.2881	0.0	0.2881
0.0146	10.08	6300	0.0194	0.1614	0.3228	0.3228	nan	0.3228	0.0	0.3228
0.0189	10.13	6330	0.0189	0.1799	0.3598	0.3598	nan	0.3598	0.0	0.3598
0.01	10.18	6360	0.0184	0.2016	0.4032	0.4032	nan	0.4032	0.0	0.4032
0.0165	10.22	6390	0.0183	0.1727	0.3453	0.3453	nan	0.3453	0.0	0.3453
0.0114	10.27	6420	0.0189	0.1329	0.2657	0.2657	nan	0.2657	0.0	0.2657
0.017	10.32	6450	0.0186	0.1636	0.3272	0.3272	nan	0.3272	0.0	0.3272
0.0109	10.37	6480	0.0184	0.1718	0.3436	0.3436	nan	0.3436	0.0	0.3436
0.0044	10.42	6510	0.0188	0.1326	0.2652	0.2652	nan	0.2652	0.0	0.2652
0.0126	10.46	6540	0.0188	0.1786	0.3573	0.3573	nan	0.3573	0.0	0.3573
0.0044	10.51	6570	0.0191	0.1379	0.2758	0.2758	nan	0.2758	0.0	0.2758
0.0218	10.56	6600	0.0188	0.2023	0.4046	0.4046	nan	0.4046	0.0	0.4046
0.0124	10.61	6630	0.0189	0.1895	0.3791	0.3791	nan	0.3791	0.0	0.3791
0.0056	10.66	6660	0.0189	0.1573	0.3145	0.3145	nan	0.3145	0.0	0.3145
0.0055	10.7	6690	0.0187	0.1269	0.2538	0.2538	nan	0.2538	0.0	0.2538
0.0023	10.75	6720	0.0185	0.1908	0.3815	0.3815	nan	0.3815	0.0	0.3815
0.0517	10.8	6750	0.0181	0.1342	0.2684	0.2684	nan	0.2684	0.0	0.2684
0.032	10.85	6780	0.0188	0.1179	0.2359	0.2359	nan	0.2359	0.0	0.2359
0.0111	10.9	6810	0.0185	0.1195	0.2391	0.2391	nan	0.2391	0.0	0.2391
0.0354	10.94	6840	0.0184	0.1911	0.3822	0.3822	nan	0.3822	0.0	0.3822
0.0051	10.99	6870	0.0190	0.1151	0.2302	0.2302	nan	0.2302	0.0	0.2302
0.0104	11.04	6900	0.0181	0.1562	0.3123	0.3123	nan	0.3123	0.0	0.3123
0.0145	11.09	6930	0.0184	0.1641	0.3282	0.3282	nan	0.3282	0.0	0.3282
0.022	11.14	6960	0.0192	0.1011	0.2023	0.2023	nan	0.2023	0.0	0.2023
0.014	11.18	6990	0.0190	0.0986	0.1972	0.1972	nan	0.1972	0.0	0.1972
0.0195	11.23	7020	0.0193	0.1969	0.3937	0.3937	nan	0.3937	0.0	0.3937
0.0084	11.28	7050	0.0182	0.1592	0.3184	0.3184	nan	0.3184	0.0	0.3184
0.0099	11.33	7080	0.0191	0.1812	0.3624	0.3624	nan	0.3624	0.0	0.3624
0.0165	11.38	7110	0.0198	0.1032	0.2063	0.2063	nan	0.2063	0.0	0.2063
0.0175	11.42	7140	0.0195	0.1435	0.2870	0.2870	nan	0.2870	0.0	0.2870
0.0146	11.47	7170	0.0187	0.1509	0.3018	0.3018	nan	0.3018	0.0	0.3018
0.0106	11.52	7200	0.0186	0.1504	0.3007	0.3007	nan	0.3007	0.0	0.3007
0.0195	11.57	7230	0.0188	0.1333	0.2667	0.2667	nan	0.2667	0.0	0.2667
0.0162	11.62	7260	0.0188	0.1397	0.2794	0.2794	nan	0.2794	0.0	0.2794
0.0198	11.66	7290	0.0184	0.1546	0.3093	0.3093	nan	0.3093	0.0	0.3093
0.0161	11.71	7320	0.0199	0.2356	0.4712	0.4712	nan	0.4712	0.0	0.4712
0.0252	11.76	7350	0.0198	0.1594	0.3187	0.3187	nan	0.3187	0.0	0.3187
0.0122	11.81	7380	0.0195	0.1640	0.3279	0.3279	nan	0.3279	0.0	0.3279
0.0045	11.86	7410	0.0196	0.1362	0.2724	0.2724	nan	0.2724	0.0	0.2724
0.0154	11.9	7440	0.0192	0.1514	0.3028	0.3028	nan	0.3028	0.0	0.3028
0.0153	11.95	7470	0.0189	0.1134	0.2269	0.2269	nan	0.2269	0.0	0.2269
0.015	12.0	7500	0.0189	0.1524	0.3049	0.3049	nan	0.3049	0.0	0.3049
0.011	12.05	7530	0.0190	0.1358	0.2716	0.2716	nan	0.2716	0.0	0.2716
0.0105	12.1	7560	0.0192	0.1099	0.2198	0.2198	nan	0.2198	0.0	0.2198
0.0028	12.14	7590	0.0186	0.1551	0.3102	0.3102	nan	0.3102	0.0	0.3102
0.0088	12.19	7620	0.0182	0.1527	0.3054	0.3054	nan	0.3054	0.0	0.3054
0.0122	12.24	7650	0.0191	0.2037	0.4074	0.4074	nan	0.4074	0.0	0.4074
0.0188	12.29	7680	0.0191	0.1690	0.3380	0.3380	nan	0.3380	0.0	0.3380
0.0108	12.34	7710	0.0197	0.1367	0.2735	0.2735	nan	0.2735	0.0	0.2735
0.0054	12.38	7740	0.0190	0.1659	0.3319	0.3319	nan	0.3319	0.0	0.3319
0.0105	12.43	7770	0.0190	0.1749	0.3499	0.3499	nan	0.3499	0.0	0.3499
0.0131	12.48	7800	0.0194	0.1994	0.3987	0.3987	nan	0.3987	0.0	0.3987
0.0127	12.53	7830	0.0192	0.2064	0.4128	0.4128	nan	0.4128	0.0	0.4128
0.014	12.58	7860	0.0187	0.1686	0.3372	0.3372	nan	0.3372	0.0	0.3372
0.0086	12.62	7890	0.0192	0.1871	0.3742	0.3742	nan	0.3742	0.0	0.3742
0.0089	12.67	7920	0.0187	0.1386	0.2772	0.2772	nan	0.2772	0.0	0.2772
0.0055	12.72	7950	0.0187	0.1513	0.3026	0.3026	nan	0.3026	0.0	0.3026
0.0118	12.77	7980	0.0186	0.1484	0.2968	0.2968	nan	0.2968	0.0	0.2968
0.0059	12.82	8010	0.0185	0.1568	0.3137	0.3137	nan	0.3137	0.0	0.3137
0.0103	12.86	8040	0.0182	0.1728	0.3456	0.3456	nan	0.3456	0.0	0.3456
0.0085	12.91	8070	0.0187	0.1903	0.3806	0.3806	nan	0.3806	0.0	0.3806
0.0145	12.96	8100	0.0185	0.1887	0.3773	0.3773	nan	0.3773	0.0	0.3773
0.0064	13.01	8130	0.0191	0.1963	0.3925	0.3925	nan	0.3925	0.0	0.3925
0.0066	13.06	8160	0.0186	0.1888	0.3777	0.3777	nan	0.3777	0.0	0.3777
0.0139	13.1	8190	0.0183	0.1427	0.2854	0.2854	nan	0.2854	0.0	0.2854
0.0179	13.15	8220	0.0185	0.1460	0.2921	0.2921	nan	0.2921	0.0	0.2921
0.0108	13.2	8250	0.0190	0.1738	0.3476	0.3476	nan	0.3476	0.0	0.3476
0.0112	13.25	8280	0.0196	0.2183	0.4365	0.4365	nan	0.4365	0.0	0.4365
0.0409	13.3	8310	0.0191	0.1923	0.3846	0.3846	nan	0.3846	0.0	0.3846
0.0145	13.34	8340	0.0194	0.1946	0.3892	0.3892	nan	0.3892	0.0	0.3892
0.0077	13.39	8370	0.0195	0.2010	0.4020	0.4020	nan	0.4020	0.0	0.4020
0.0108	13.44	8400	0.0194	0.1367	0.2734	0.2734	nan	0.2734	0.0	0.2734
0.0161	13.49	8430	0.0187	0.1856	0.3711	0.3711	nan	0.3711	0.0	0.3711
0.0101	13.54	8460	0.0185	0.1812	0.3623	0.3623	nan	0.3623	0.0	0.3623
0.0181	13.58	8490	0.0192	0.1788	0.3576	0.3576	nan	0.3576	0.0	0.3576
0.0092	13.63	8520	0.0188	0.1516	0.3032	0.3032	nan	0.3032	0.0	0.3032
0.028	13.68	8550	0.0187	0.1690	0.3379	0.3379	nan	0.3379	0.0	0.3379
0.0176	13.73	8580	0.0185	0.1724	0.3447	0.3447	nan	0.3447	0.0	0.3447
0.0075	13.78	8610	0.0184	0.1768	0.3537	0.3537	nan	0.3537	0.0	0.3537
0.0108	13.82	8640	0.0194	0.1717	0.3433	0.3433	nan	0.3433	0.0	0.3433
0.0209	13.87	8670	0.0192	0.1636	0.3271	0.3271	nan	0.3271	0.0	0.3271
0.0088	13.92	8700	0.0193	0.2096	0.4192	0.4192	nan	0.4192	0.0	0.4192
0.0099	13.97	8730	0.0189	0.1995	0.3990	0.3990	nan	0.3990	0.0	0.3990
0.015	14.02	8760	0.0186	0.1647	0.3295	0.3295	nan	0.3295	0.0	0.3295
0.011	14.06	8790	0.0189	0.1676	0.3353	0.3353	nan	0.3353	0.0	0.3353
0.0081	14.11	8820	0.0194	0.1419	0.2839	0.2839	nan	0.2839	0.0	0.2839
0.0164	14.16	8850	0.0187	0.1627	0.3254	0.3254	nan	0.3254	0.0	0.3254
0.009	14.21	8880	0.0183	0.1909	0.3817	0.3817	nan	0.3817	0.0	0.3817
0.0135	14.26	8910	0.0186	0.1640	0.3280	0.3280	nan	0.3280	0.0	0.3280
0.0286	14.3	8940	0.0188	0.1691	0.3383	0.3383	nan	0.3383	0.0	0.3383
0.0036	14.35	8970	0.0189	0.1616	0.3231	0.3231	nan	0.3231	0.0	0.3231
0.0115	14.4	9000	0.0193	0.1359	0.2718	0.2718	nan	0.2718	0.0	0.2718
0.0107	14.45	9030	0.0189	0.1498	0.2996	0.2996	nan	0.2996	0.0	0.2996
0.0217	14.5	9060	0.0194	0.1486	0.2972	0.2972	nan	0.2972	0.0	0.2972
0.0109	14.54	9090	0.0194	0.1554	0.3109	0.3109	nan	0.3109	0.0	0.3109
0.0104	14.59	9120	0.0195	0.1661	0.3321	0.3321	nan	0.3321	0.0	0.3321
0.0096	14.64	9150	0.0187	0.1850	0.3700	0.3700	nan	0.3700	0.0	0.3700
0.018	14.69	9180	0.0188	0.1923	0.3847	0.3847	nan	0.3847	0.0	0.3847
0.0072	14.74	9210	0.0185	0.1775	0.3551	0.3551	nan	0.3551	0.0	0.3551
0.0106	14.78	9240	0.0186	0.1570	0.3140	0.3140	nan	0.3140	0.0	0.3140
0.0209	14.83	9270	0.0190	0.1936	0.3872	0.3872	nan	0.3872	0.0	0.3872
0.0174	14.88	9300	0.0186	0.1920	0.3840	0.3840	nan	0.3840	0.0	0.3840
0.0109	14.93	9330	0.0184	0.1680	0.3361	0.3361	nan	0.3361	0.0	0.3361
0.019	14.98	9360	0.0189	0.1962	0.3924	0.3924	nan	0.3924	0.0	0.3924
0.0162	15.02	9390	0.0195	0.1523	0.3045	0.3045	nan	0.3045	0.0	0.3045
0.013	15.07	9420	0.0191	0.1530	0.3059	0.3059	nan	0.3059	0.0	0.3059
0.0091	15.12	9450	0.0189	0.1871	0.3743	0.3743	nan	0.3743	0.0	0.3743
0.0022	15.17	9480	0.0195	0.1568	0.3136	0.3136	nan	0.3136	0.0	0.3136
0.0092	15.22	9510	0.0189	0.2056	0.4112	0.4112	nan	0.4112	0.0	0.4112
0.0269	15.26	9540	0.0189	0.1692	0.3383	0.3383	nan	0.3383	0.0	0.3383
0.0194	15.31	9570	0.0191	0.1744	0.3489	0.3489	nan	0.3489	0.0	0.3489
0.0063	15.36	9600	0.0186	0.1757	0.3513	0.3513	nan	0.3513	0.0	0.3513
0.0283	15.41	9630	0.0191	0.1858	0.3715	0.3715	nan	0.3715	0.0	0.3715
0.0051	15.46	9660	0.0196	0.1602	0.3203	0.3203	nan	0.3203	0.0	0.3203
0.003	15.5	9690	0.0195	0.1377	0.2753	0.2753	nan	0.2753	0.0	0.2753
0.0149	15.55	9720	0.0189	0.1799	0.3597	0.3597	nan	0.3597	0.0	0.3597
0.0169	15.6	9750	0.0189	0.1772	0.3544	0.3544	nan	0.3544	0.0	0.3544
0.0125	15.65	9780	0.0193	0.1436	0.2872	0.2872	nan	0.2872	0.0	0.2872
0.0115	15.7	9810	0.0192	0.1560	0.3121	0.3121	nan	0.3121	0.0	0.3121
0.0081	15.74	9840	0.0186	0.1693	0.3386	0.3386	nan	0.3386	0.0	0.3386
0.0183	15.79	9870	0.0192	0.1414	0.2828	0.2828	nan	0.2828	0.0	0.2828
0.0128	15.84	9900	0.0189	0.1484	0.2967	0.2967	nan	0.2967	0.0	0.2967
0.0071	15.89	9930	0.0192	0.1309	0.2618	0.2618	nan	0.2618	0.0	0.2618
0.0112	15.94	9960	0.0194	0.1479	0.2957	0.2957	nan	0.2957	0.0	0.2957
0.002	15.98	9990	0.0191	0.1575	0.3150	0.3150	nan	0.3150	0.0	0.3150
0.0201	16.03	10020	0.0194	0.1302	0.2604	0.2604	nan	0.2604	0.0	0.2604
0.0078	16.08	10050	0.0193	0.1424	0.2848	0.2848	nan	0.2848	0.0	0.2848
0.0288	16.13	10080	0.0195	0.1624	0.3247	0.3247	nan	0.3247	0.0	0.3247
0.0229	16.18	10110	0.0188	0.1687	0.3373	0.3373	nan	0.3373	0.0	0.3373
0.0124	16.22	10140	0.0185	0.1783	0.3565	0.3565	nan	0.3565	0.0	0.3565
0.0098	16.27	10170	0.0190	0.1657	0.3314	0.3314	nan	0.3314	0.0	0.3314
0.0117	16.32	10200	0.0190	0.1537	0.3073	0.3073	nan	0.3073	0.0	0.3073
0.0104	16.37	10230	0.0185	0.1686	0.3371	0.3371	nan	0.3371	0.0	0.3371
0.0131	16.42	10260	0.0191	0.1377	0.2754	0.2754	nan	0.2754	0.0	0.2754
0.0087	16.46	10290	0.0191	0.1500	0.3000	0.3000	nan	0.3000	0.0	0.3000
0.0023	16.51	10320	0.0190	0.1774	0.3548	0.3548	nan	0.3548	0.0	0.3548
0.0132	16.56	10350	0.0189	0.1788	0.3576	0.3576	nan	0.3576	0.0	0.3576
0.0061	16.61	10380	0.0193	0.1672	0.3344	0.3344	nan	0.3344	0.0	0.3344
0.0054	16.66	10410	0.0188	0.1780	0.3561	0.3561	nan	0.3561	0.0	0.3561
0.0228	16.7	10440	0.0188	0.1652	0.3303	0.3303	nan	0.3303	0.0	0.3303
0.0195	16.75	10470	0.0191	0.1583	0.3166	0.3166	nan	0.3166	0.0	0.3166
0.019	16.8	10500	0.0193	0.1583	0.3166	0.3166	nan	0.3166	0.0	0.3166
0.0219	16.85	10530	0.0187	0.1671	0.3342	0.3342	nan	0.3342	0.0	0.3342
0.0146	16.9	10560	0.0189	0.2074	0.4148	0.4148	nan	0.4148	0.0	0.4148
0.0124	16.94	10590	0.0192	0.1798	0.3597	0.3597	nan	0.3597	0.0	0.3597
0.0266	16.99	10620	0.0187	0.1631	0.3262	0.3262	nan	0.3262	0.0	0.3262
0.0066	17.04	10650	0.0194	0.1399	0.2799	0.2799	nan	0.2799	0.0	0.2799
0.0044	17.09	10680	0.0188	0.1624	0.3248	0.3248	nan	0.3248	0.0	0.3248
0.0031	17.14	10710	0.0193	0.1989	0.3979	0.3979	nan	0.3979	0.0	0.3979
0.0056	17.18	10740	0.0188	0.1898	0.3795	0.3795	nan	0.3795	0.0	0.3795
0.0037	17.23	10770	0.0189	0.1557	0.3114	0.3114	nan	0.3114	0.0	0.3114
0.0052	17.28	10800	0.0194	0.1391	0.2781	0.2781	nan	0.2781	0.0	0.2781
0.0151	17.33	10830	0.0191	0.1553	0.3106	0.3106	nan	0.3106	0.0	0.3106
0.0096	17.38	10860	0.0190	0.1524	0.3047	0.3047	nan	0.3047	0.0	0.3047
0.008	17.42	10890	0.0186	0.1667	0.3335	0.3335	nan	0.3335	0.0	0.3335
0.013	17.47	10920	0.0186	0.1708	0.3416	0.3416	nan	0.3416	0.0	0.3416
0.0067	17.52	10950	0.0184	0.1808	0.3616	0.3616	nan	0.3616	0.0	0.3616
0.0101	17.57	10980	0.0187	0.1626	0.3252	0.3252	nan	0.3252	0.0	0.3252
0.0168	17.62	11010	0.0188	0.1724	0.3447	0.3447	nan	0.3447	0.0	0.3447
0.0056	17.66	11040	0.0191	0.1582	0.3165	0.3165	nan	0.3165	0.0	0.3165
0.0062	17.71	11070	0.0194	0.1439	0.2877	0.2877	nan	0.2877	0.0	0.2877
0.0035	17.76	11100	0.0189	0.1584	0.3168	0.3168	nan	0.3168	0.0	0.3168
0.0198	17.81	11130	0.0191	0.1671	0.3343	0.3343	nan	0.3343	0.0	0.3343
0.0018	17.86	11160	0.0195	0.1473	0.2945	0.2945	nan	0.2945	0.0	0.2945
0.0083	17.9	11190	0.0189	0.1866	0.3732	0.3732	nan	0.3732	0.0	0.3732
0.0122	17.95	11220	0.0192	0.1647	0.3294	0.3294	nan	0.3294	0.0	0.3294
0.0099	18.0	11250	0.0192	0.1858	0.3716	0.3716	nan	0.3716	0.0	0.3716
0.0129	18.05	11280	0.0191	0.1828	0.3656	0.3656	nan	0.3656	0.0	0.3656
0.026	18.1	11310	0.0195	0.1661	0.3322	0.3322	nan	0.3322	0.0	0.3322
0.0353	18.14	11340	0.0196	0.1703	0.3407	0.3407	nan	0.3407	0.0	0.3407
0.0104	18.19	11370	0.0196	0.1764	0.3528	0.3528	nan	0.3528	0.0	0.3528
0.0184	18.24	11400	0.0196	0.1441	0.2881	0.2881	nan	0.2881	0.0	0.2881
0.0071	18.29	11430	0.0193	0.1693	0.3385	0.3385	nan	0.3385	0.0	0.3385
0.0359	18.34	11460	0.0194	0.1994	0.3988	0.3988	nan	0.3988	0.0	0.3988
0.0338	18.38	11490	0.0199	0.1578	0.3156	0.3156	nan	0.3156	0.0	0.3156
0.0137	18.43	11520	0.0196	0.1741	0.3481	0.3481	nan	0.3481	0.0	0.3481
0.0098	18.48	11550	0.0193	0.1641	0.3281	0.3281	nan	0.3281	0.0	0.3281
0.013	18.53	11580	0.0193	0.1508	0.3016	0.3016	nan	0.3016	0.0	0.3016
0.008	18.58	11610	0.0192	0.1758	0.3517	0.3517	nan	0.3517	0.0	0.3517
0.0089	18.62	11640	0.0193	0.1511	0.3023	0.3023	nan	0.3023	0.0	0.3023
0.0176	18.67	11670	0.0190	0.1646	0.3292	0.3292	nan	0.3292	0.0	0.3292
0.0091	18.72	11700	0.0193	0.1514	0.3028	0.3028	nan	0.3028	0.0	0.3028
0.0075	18.77	11730	0.0190	0.1644	0.3288	0.3288	nan	0.3288	0.0	0.3288
0.0057	18.82	11760	0.0191	0.1789	0.3577	0.3577	nan	0.3577	0.0	0.3577
0.0063	18.86	11790	0.0188	0.1874	0.3749	0.3749	nan	0.3749	0.0	0.3749
0.0119	18.91	11820	0.0197	0.1316	0.2632	0.2632	nan	0.2632	0.0	0.2632
0.0068	18.96	11850	0.0192	0.1963	0.3927	0.3927	nan	0.3927	0.0	0.3927
0.0179	19.01	11880	0.0194	0.1603	0.3206	0.3206	nan	0.3206	0.0	0.3206
0.0107	19.06	11910	0.0194	0.1469	0.2939	0.2939	nan	0.2939	0.0	0.2939
0.0131	19.1	11940	0.0197	0.1692	0.3385	0.3385	nan	0.3385	0.0	0.3385
0.0093	19.15	11970	0.0198	0.1533	0.3067	0.3067	nan	0.3067	0.0	0.3067
0.0022	19.2	12000	0.0191	0.1794	0.3588	0.3588	nan	0.3588	0.0	0.3588
0.0095	19.25	12030	0.0192	0.1663	0.3327	0.3327	nan	0.3327	0.0	0.3327
0.0129	19.3	12060	0.0188	0.1776	0.3553	0.3553	nan	0.3553	0.0	0.3553
0.0132	19.34	12090	0.0192	0.1745	0.3491	0.3491	nan	0.3491	0.0	0.3491
0.0114	19.39	12120	0.0191	0.1755	0.3510	0.3510	nan	0.3510	0.0	0.3510
0.0117	19.44	12150	0.0195	0.1568	0.3135	0.3135	nan	0.3135	0.0	0.3135
0.0152	19.49	12180	0.0195	0.1631	0.3263	0.3263	nan	0.3263	0.0	0.3263
0.0102	19.54	12210	0.0196	0.1699	0.3398	0.3398	nan	0.3398	0.0	0.3398
0.0424	19.58	12240	0.0192	0.1833	0.3665	0.3665	nan	0.3665	0.0	0.3665
0.0051	19.63	12270	0.0194	0.1720	0.3439	0.3439	nan	0.3439	0.0	0.3439
0.0087	19.68	12300	0.0195	0.1760	0.3520	0.3520	nan	0.3520	0.0	0.3520
0.0116	19.73	12330	0.0196	0.1535	0.3069	0.3069	nan	0.3069	0.0	0.3069
0.0159	19.78	12360	0.0193	0.1547	0.3095	0.3095	nan	0.3095	0.0	0.3095
0.0155	19.82	12390	0.0197	0.1531	0.3061	0.3061	nan	0.3061	0.0	0.3061
0.0193	19.87	12420	0.0199	0.1677	0.3355	0.3355	nan	0.3355	0.0	0.3355
0.0045	19.92	12450	0.0197	0.1755	0.3510	0.3510	nan	0.3510	0.0	0.3510
0.015	19.97	12480	0.0192	0.1873	0.3747	0.3747	nan	0.3747	0.0	0.3747
0.0124	20.02	12510	0.0198	0.1526	0.3053	0.3053	nan	0.3053	0.0	0.3053
0.009	20.06	12540	0.0192	0.1834	0.3668	0.3668	nan	0.3668	0.0	0.3668
0.0152	20.11	12570	0.0197	0.1663	0.3327	0.3327	nan	0.3327	0.0	0.3327
0.0089	20.16	12600	0.0195	0.1823	0.3647	0.3647	nan	0.3647	0.0	0.3647
0.0057	20.21	12630	0.0196	0.1693	0.3385	0.3385	nan	0.3385	0.0	0.3385
0.0091	20.26	12660	0.0194	0.1911	0.3821	0.3821	nan	0.3821	0.0	0.3821
0.0094	20.3	12690	0.0197	0.1814	0.3628	0.3628	nan	0.3628	0.0	0.3628
0.0132	20.35	12720	0.0192	0.1724	0.3447	0.3447	nan	0.3447	0.0	0.3447
0.0136	20.4	12750	0.0189	0.1840	0.3679	0.3679	nan	0.3679	0.0	0.3679
0.004	20.45	12780	0.0191	0.1719	0.3437	0.3437	nan	0.3437	0.0	0.3437
0.001	20.5	12810	0.0191	0.1773	0.3545	0.3545	nan	0.3545	0.0	0.3545
0.0148	20.54	12840	0.0193	0.1675	0.3351	0.3351	nan	0.3351	0.0	0.3351
0.0136	20.59	12870	0.0191	0.1812	0.3624	0.3624	nan	0.3624	0.0	0.3624
0.01	20.64	12900	0.0192	0.1713	0.3426	0.3426	nan	0.3426	0.0	0.3426
0.0071	20.69	12930	0.0193	0.1588	0.3175	0.3175	nan	0.3175	0.0	0.3175
0.0176	20.74	12960	0.0192	0.1752	0.3504	0.3504	nan	0.3504	0.0	0.3504
0.0122	20.78	12990	0.0195	0.1603	0.3205	0.3205	nan	0.3205	0.0	0.3205
0.0087	20.83	13020	0.0196	0.1670	0.3340	0.3340	nan	0.3340	0.0	0.3340
0.0118	20.88	13050	0.0190	0.1727	0.3454	0.3454	nan	0.3454	0.0	0.3454
0.0112	20.93	13080	0.0192	0.1669	0.3337	0.3337	nan	0.3337	0.0	0.3337
0.0195	20.98	13110	0.0191	0.1936	0.3872	0.3872	nan	0.3872	0.0	0.3872
0.0171	21.02	13140	0.0196	0.1571	0.3142	0.3142	nan	0.3142	0.0	0.3142
0.0062	21.07	13170	0.0192	0.1928	0.3856	0.3856	nan	0.3856	0.0	0.3856
0.016	21.12	13200	0.0194	0.1548	0.3095	0.3095	nan	0.3095	0.0	0.3095
0.0103	21.17	13230	0.0198	0.1855	0.3710	0.3710	nan	0.3710	0.0	0.3710
0.0127	21.22	13260	0.0196	0.1760	0.3521	0.3521	nan	0.3521	0.0	0.3521
0.0076	21.26	13290	0.0193	0.1732	0.3463	0.3463	nan	0.3463	0.0	0.3463
0.0178	21.31	13320	0.0196	0.1751	0.3503	0.3503	nan	0.3503	0.0	0.3503
0.0127	21.36	13350	0.0200	0.1527	0.3055	0.3055	nan	0.3055	0.0	0.3055
0.0128	21.41	13380	0.0197	0.1580	0.3159	0.3159	nan	0.3159	0.0	0.3159
0.0081	21.46	13410	0.0190	0.1721	0.3443	0.3443	nan	0.3443	0.0	0.3443
0.0159	21.5	13440	0.0193	0.1633	0.3267	0.3267	nan	0.3267	0.0	0.3267
0.0084	21.55	13470	0.0195	0.1530	0.3060	0.3060	nan	0.3060	0.0	0.3060
0.0227	21.6	13500	0.0192	0.1608	0.3217	0.3217	nan	0.3217	0.0	0.3217
0.0086	21.65	13530	0.0200	0.1520	0.3039	0.3039	nan	0.3039	0.0	0.3039
0.0087	21.7	13560	0.0196	0.1685	0.3370	0.3370	nan	0.3370	0.0	0.3370
0.005	21.74	13590	0.0192	0.1762	0.3523	0.3523	nan	0.3523	0.0	0.3523
0.0072	21.79	13620	0.0196	0.1577	0.3153	0.3153	nan	0.3153	0.0	0.3153
0.0158	21.84	13650	0.0194	0.1881	0.3762	0.3762	nan	0.3762	0.0	0.3762
0.0149	21.89	13680	0.0195	0.1565	0.3130	0.3130	nan	0.3130	0.0	0.3130
0.0028	21.94	13710	0.0190	0.1885	0.3770	0.3770	nan	0.3770	0.0	0.3770
0.0054	21.98	13740	0.0192	0.1741	0.3481	0.3481	nan	0.3481	0.0	0.3481
0.0117	22.03	13770	0.0191	0.1779	0.3559	0.3559	nan	0.3559	0.0	0.3559
0.008	22.08	13800	0.0195	0.1800	0.3601	0.3601	nan	0.3601	0.0	0.3601
0.0072	22.13	13830	0.0193	0.1631	0.3263	0.3263	nan	0.3263	0.0	0.3263
0.0101	22.18	13860	0.0193	0.1646	0.3292	0.3292	nan	0.3292	0.0	0.3292
0.0054	22.22	13890	0.0195	0.1703	0.3405	0.3405	nan	0.3405	0.0	0.3405
0.0091	22.27	13920	0.0197	0.1656	0.3312	0.3312	nan	0.3312	0.0	0.3312
0.0137	22.32	13950	0.0193	0.1817	0.3635	0.3635	nan	0.3635	0.0	0.3635
0.011	22.37	13980	0.0194	0.1695	0.3391	0.3391	nan	0.3391	0.0	0.3391
0.0141	22.42	14010	0.0193	0.1778	0.3556	0.3556	nan	0.3556	0.0	0.3556
0.0087	22.46	14040	0.0193	0.1806	0.3613	0.3613	nan	0.3613	0.0	0.3613
0.037	22.51	14070	0.0189	0.1882	0.3764	0.3764	nan	0.3764	0.0	0.3764
0.0815	22.56	14100	0.0193	0.1602	0.3204	0.3204	nan	0.3204	0.0	0.3204
0.0132	22.61	14130	0.0195	0.1702	0.3403	0.3403	nan	0.3403	0.0	0.3403
0.0042	22.66	14160	0.0191	0.1764	0.3528	0.3528	nan	0.3528	0.0	0.3528
0.0057	22.7	14190	0.0190	0.1807	0.3614	0.3614	nan	0.3614	0.0	0.3614
0.0199	22.75	14220	0.0194	0.1628	0.3257	0.3257	nan	0.3257	0.0	0.3257
0.0103	22.8	14250	0.0200	0.1540	0.3080	0.3080	nan	0.3080	0.0	0.3080
0.0087	22.85	14280	0.0192	0.1805	0.3610	0.3610	nan	0.3610	0.0	0.3610
0.0082	22.9	14310	0.0194	0.1516	0.3032	0.3032	nan	0.3032	0.0	0.3032
0.0186	22.94	14340	0.0194	0.1589	0.3177	0.3177	nan	0.3177	0.0	0.3177
0.0034	22.99	14370	0.0190	0.1836	0.3671	0.3671	nan	0.3671	0.0	0.3671
0.0031	23.04	14400	0.0191	0.1798	0.3596	0.3596	nan	0.3596	0.0	0.3596
0.0171	23.09	14430	0.0195	0.1778	0.3556	0.3556	nan	0.3556	0.0	0.3556
0.0073	23.14	14460	0.0192	0.1904	0.3808	0.3808	nan	0.3808	0.0	0.3808
0.0026	23.18	14490	0.0196	0.1704	0.3407	0.3407	nan	0.3407	0.0	0.3407
0.0067	23.23	14520	0.0192	0.1695	0.3391	0.3391	nan	0.3391	0.0	0.3391
0.0183	23.28	14550	0.0192	0.1851	0.3703	0.3703	nan	0.3703	0.0	0.3703
0.0025	23.33	14580	0.0193	0.1735	0.3470	0.3470	nan	0.3470	0.0	0.3470
0.0055	23.38	14610	0.0194	0.1788	0.3576	0.3576	nan	0.3576	0.0	0.3576
0.0018	23.42	14640	0.0193	0.1890	0.3780	0.3780	nan	0.3780	0.0	0.3780
0.0044	23.47	14670	0.0194	0.1809	0.3617	0.3617	nan	0.3617	0.0	0.3617
0.0209	23.52	14700	0.0197	0.1817	0.3633	0.3633	nan	0.3633	0.0	0.3633
0.0116	23.57	14730	0.0193	0.1797	0.3594	0.3594	nan	0.3594	0.0	0.3594
0.0134	23.62	14760	0.0193	0.1807	0.3614	0.3614	nan	0.3614	0.0	0.3614
0.0067	23.66	14790	0.0194	0.1718	0.3436	0.3436	nan	0.3436	0.0	0.3436
0.0057	23.71	14820	0.0194	0.1741	0.3482	0.3482	nan	0.3482	0.0	0.3482
0.0034	23.76	14850	0.0193	0.1679	0.3358	0.3358	nan	0.3358	0.0	0.3358
0.0176	23.81	14880	0.0191	0.2018	0.4035	0.4035	nan	0.4035	0.0	0.4035
0.0071	23.86	14910	0.0192	0.1884	0.3768	0.3768	nan	0.3768	0.0	0.3768
0.0065	23.9	14940	0.0193	0.1744	0.3488	0.3488	nan	0.3488	0.0	0.3488
0.0188	23.95	14970	0.0199	0.1540	0.3080	0.3080	nan	0.3080	0.0	0.3080
0.0014	24.0	15000	0.0194	0.2232	0.4464	0.4464	nan	0.4464	0.0	0.4464
0.0192	24.05	15030	0.0194	0.1709	0.3418	0.3418	nan	0.3418	0.0	0.3418
0.0064	24.1	15060	0.0193	0.1852	0.3704	0.3704	nan	0.3704	0.0	0.3704
0.0067	24.14	15090	0.0194	0.1782	0.3563	0.3563	nan	0.3563	0.0	0.3563
0.0153	24.19	15120	0.0196	0.1827	0.3654	0.3654	nan	0.3654	0.0	0.3654
0.0072	24.24	15150	0.0196	0.1898	0.3797	0.3797	nan	0.3797	0.0	0.3797
0.0217	24.29	15180	0.0194	0.1697	0.3394	0.3394	nan	0.3394	0.0	0.3394
0.0098	24.34	15210	0.0191	0.1801	0.3602	0.3602	nan	0.3602	0.0	0.3602
0.0031	24.38	15240	0.0191	0.1818	0.3636	0.3636	nan	0.3636	0.0	0.3636
0.0064	24.43	15270	0.0195	0.1677	0.3354	0.3354	nan	0.3354	0.0	0.3354
0.0135	24.48	15300	0.0193	0.1727	0.3455	0.3455	nan	0.3455	0.0	0.3455
0.0048	24.53	15330	0.0193	0.1822	0.3643	0.3643	nan	0.3643	0.0	0.3643
0.0155	24.58	15360	0.0199	0.1571	0.3142	0.3142	nan	0.3142	0.0	0.3142
0.0034	24.62	15390	0.0196	0.1758	0.3517	0.3517	nan	0.3517	0.0	0.3517
0.0057	24.67	15420	0.0192	0.1833	0.3667	0.3667	nan	0.3667	0.0	0.3667
0.0176	24.72	15450	0.0193	0.1773	0.3545	0.3545	nan	0.3545	0.0	0.3545
0.0095	24.77	15480	0.0194	0.1799	0.3599	0.3599	nan	0.3599	0.0	0.3599
0.0166	24.82	15510	0.0191	0.1908	0.3815	0.3815	nan	0.3815	0.0	0.3815
0.0172	24.86	15540	0.0192	0.1741	0.3482	0.3482	nan	0.3482	0.0	0.3482
0.0111	24.91	15570	0.0192	0.1702	0.3403	0.3403	nan	0.3403	0.0	0.3403
0.0075	24.96	15600	0.0196	0.1575	0.3150	0.3150	nan	0.3150	0.0	0.3150
0.0095	25.01	15630	0.0193	0.1789	0.3579	0.3579	nan	0.3579	0.0	0.3579
0.008	25.06	15660	0.0196	0.1579	0.3158	0.3158	nan	0.3158	0.0	0.3158
0.0063	25.1	15690	0.0195	0.1660	0.3319	0.3319	nan	0.3319	0.0	0.3319
0.0103	25.15	15720	0.0195	0.1689	0.3379	0.3379	nan	0.3379	0.0	0.3379
0.0115	25.2	15750	0.0194	0.1729	0.3457	0.3457	nan	0.3457	0.0	0.3457
0.0076	25.25	15780	0.0195	0.1731	0.3461	0.3461	nan	0.3461	0.0	0.3461
0.0375	25.3	15810	0.0196	0.1754	0.3508	0.3508	nan	0.3508	0.0	0.3508
0.0055	25.34	15840	0.0198	0.1738	0.3475	0.3475	nan	0.3475	0.0	0.3475
0.0087	25.39	15870	0.0196	0.1677	0.3353	0.3353	nan	0.3353	0.0	0.3353
0.0099	25.44	15900	0.0193	0.1882	0.3763	0.3763	nan	0.3763	0.0	0.3763
0.0123	25.49	15930	0.0195	0.1744	0.3488	0.3488	nan	0.3488	0.0	0.3488
0.0127	25.54	15960	0.0195	0.1818	0.3636	0.3636	nan	0.3636	0.0	0.3636
0.0074	25.58	15990	0.0196	0.1656	0.3311	0.3311	nan	0.3311	0.0	0.3311
0.0055	25.63	16020	0.0194	0.1756	0.3511	0.3511	nan	0.3511	0.0	0.3511
0.0013	25.68	16050	0.0196	0.1834	0.3667	0.3667	nan	0.3667	0.0	0.3667
0.0149	25.73	16080	0.0197	0.1668	0.3336	0.3336	nan	0.3336	0.0	0.3336
0.0124	25.78	16110	0.0196	0.1748	0.3497	0.3497	nan	0.3497	0.0	0.3497
0.0176	25.82	16140	0.0193	0.1926	0.3851	0.3851	nan	0.3851	0.0	0.3851
0.002	25.87	16170	0.0196	0.1635	0.3270	0.3270	nan	0.3270	0.0	0.3270
0.0074	25.92	16200	0.0195	0.1781	0.3562	0.3562	nan	0.3562	0.0	0.3562
0.0103	25.97	16230	0.0192	0.1845	0.3689	0.3689	nan	0.3689	0.0	0.3689
0.0209	26.02	16260	0.0195	0.1596	0.3193	0.3193	nan	0.3193	0.0	0.3193
0.0499	26.06	16290	0.0196	0.1589	0.3178	0.3178	nan	0.3178	0.0	0.3178
0.0123	26.11	16320	0.0196	0.1864	0.3728	0.3728	nan	0.3728	0.0	0.3728
0.0067	26.16	16350	0.0198	0.1725	0.3451	0.3451	nan	0.3451	0.0	0.3451
0.0081	26.21	16380	0.0194	0.1763	0.3527	0.3527	nan	0.3527	0.0	0.3527
0.004	26.26	16410	0.0196	0.1746	0.3491	0.3491	nan	0.3491	0.0	0.3491
0.0159	26.3	16440	0.0198	0.1775	0.3551	0.3551	nan	0.3551	0.0	0.3551
0.0044	26.35	16470	0.0200	0.1773	0.3546	0.3546	nan	0.3546	0.0	0.3546
0.006	26.4	16500	0.0197	0.1687	0.3373	0.3373	nan	0.3373	0.0	0.3373
0.0115	26.45	16530	0.0196	0.1638	0.3277	0.3277	nan	0.3277	0.0	0.3277
0.0166	26.5	16560	0.0196	0.1697	0.3394	0.3394	nan	0.3394	0.0	0.3394
0.0113	26.54	16590	0.0198	0.1709	0.3419	0.3419	nan	0.3419	0.0	0.3419
0.0092	26.59	16620	0.0197	0.1655	0.3310	0.3310	nan	0.3310	0.0	0.3310
0.0028	26.64	16650	0.0193	0.1796	0.3592	0.3592	nan	0.3592	0.0	0.3592
0.0057	26.69	16680	0.0197	0.1637	0.3275	0.3275	nan	0.3275	0.0	0.3275
0.0041	26.74	16710	0.0194	0.1851	0.3701	0.3701	nan	0.3701	0.0	0.3701
0.0157	26.78	16740	0.0196	0.1638	0.3277	0.3277	nan	0.3277	0.0	0.3277
0.0061	26.83	16770	0.0194	0.1873	0.3747	0.3747	nan	0.3747	0.0	0.3747
0.0068	26.88	16800	0.0196	0.1668	0.3337	0.3337	nan	0.3337	0.0	0.3337
0.0113	26.93	16830	0.0195	0.1770	0.3540	0.3540	nan	0.3540	0.0	0.3540
0.0054	26.98	16860	0.0196	0.1800	0.3599	0.3599	nan	0.3599	0.0	0.3599
0.0091	27.02	16890	0.0196	0.1706	0.3413	0.3413	nan	0.3413	0.0	0.3413
0.0071	27.07	16920	0.0195	0.1799	0.3598	0.3598	nan	0.3598	0.0	0.3598
0.0205	27.12	16950	0.0196	0.1749	0.3499	0.3499	nan	0.3499	0.0	0.3499
0.0092	27.17	16980	0.0198	0.1683	0.3366	0.3366	nan	0.3366	0.0	0.3366
0.0074	27.22	17010	0.0197	0.1734	0.3468	0.3468	nan	0.3468	0.0	0.3468
0.0182	27.26	17040	0.0197	0.1706	0.3412	0.3412	nan	0.3412	0.0	0.3412
0.008	27.31	17070	0.0196	0.1755	0.3510	0.3510	nan	0.3510	0.0	0.3510
0.0046	27.36	17100	0.0195	0.1864	0.3727	0.3727	nan	0.3727	0.0	0.3727
0.0033	27.41	17130	0.0196	0.1913	0.3826	0.3826	nan	0.3826	0.0	0.3826
0.0036	27.46	17160	0.0199	0.1749	0.3498	0.3498	nan	0.3498	0.0	0.3498
0.0162	27.5	17190	0.0195	0.1833	0.3666	0.3666	nan	0.3666	0.0	0.3666
0.0058	27.55	17220	0.0195	0.1798	0.3596	0.3596	nan	0.3596	0.0	0.3596
0.0068	27.6	17250	0.0196	0.1746	0.3492	0.3492	nan	0.3492	0.0	0.3492
0.0089	27.65	17280	0.0196	0.1827	0.3654	0.3654	nan	0.3654	0.0	0.3654
0.014	27.7	17310	0.0198	0.1794	0.3589	0.3589	nan	0.3589	0.0	0.3589
0.013	27.74	17340	0.0197	0.1886	0.3772	0.3772	nan	0.3772	0.0	0.3772
0.005	27.79	17370	0.0196	0.1839	0.3678	0.3678	nan	0.3678	0.0	0.3678
0.0043	27.84	17400	0.0197	0.1691	0.3381	0.3381	nan	0.3381	0.0	0.3381
0.0095	27.89	17430	0.0197	0.1657	0.3314	0.3314	nan	0.3314	0.0	0.3314
0.0061	27.94	17460	0.0196	0.1746	0.3492	0.3492	nan	0.3492	0.0	0.3492
0.0049	27.98	17490	0.0198	0.1660	0.3321	0.3321	nan	0.3321	0.0	0.3321
0.0116	28.03	17520	0.0196	0.1853	0.3707	0.3707	nan	0.3707	0.0	0.3707
0.0172	28.08	17550	0.0196	0.1715	0.3430	0.3430	nan	0.3430	0.0	0.3430
0.008	28.13	17580	0.0198	0.1725	0.3450	0.3450	nan	0.3450	0.0	0.3450
0.0168	28.18	17610	0.0197	0.1784	0.3569	0.3569	nan	0.3569	0.0	0.3569
0.01	28.22	17640	0.0199	0.1714	0.3427	0.3427	nan	0.3427	0.0	0.3427
0.0263	28.27	17670	0.0197	0.1725	0.3450	0.3450	nan	0.3450	0.0	0.3450
0.0035	28.32	17700	0.0197	0.1820	0.3640	0.3640	nan	0.3640	0.0	0.3640
0.0192	28.37	17730	0.0201	0.1675	0.3350	0.3350	nan	0.3350	0.0	0.3350
0.0174	28.42	17760	0.0198	0.1819	0.3638	0.3638	nan	0.3638	0.0	0.3638
0.0049	28.46	17790	0.0195	0.1899	0.3797	0.3797	nan	0.3797	0.0	0.3797
0.0134	28.51	17820	0.0196	0.1816	0.3632	0.3632	nan	0.3632	0.0	0.3632
0.0056	28.56	17850	0.0195	0.1682	0.3365	0.3365	nan	0.3365	0.0	0.3365
0.0017	28.61	17880	0.0195	0.1778	0.3555	0.3555	nan	0.3555	0.0	0.3555
0.0129	28.66	17910	0.0198	0.1701	0.3401	0.3401	nan	0.3401	0.0	0.3401
0.0039	28.7	17940	0.0197	0.1762	0.3523	0.3523	nan	0.3523	0.0	0.3523
0.0089	28.75	17970	0.0197	0.1859	0.3717	0.3717	nan	0.3717	0.0	0.3717
0.0017	28.8	18000	0.0196	0.1790	0.3579	0.3579	nan	0.3579	0.0	0.3579
0.004	28.85	18030	0.0199	0.1749	0.3498	0.3498	nan	0.3498	0.0	0.3498
0.0053	28.9	18060	0.0196	0.1767	0.3534	0.3534	nan	0.3534	0.0	0.3534
0.0026	28.94	18090	0.0198	0.1740	0.3480	0.3480	nan	0.3480	0.0	0.3480
0.0073	28.99	18120	0.0197	0.1784	0.3568	0.3568	nan	0.3568	0.0	0.3568
0.0044	29.04	18150	0.0197	0.1825	0.3649	0.3649	nan	0.3649	0.0	0.3649
0.0099	29.09	18180	0.0197	0.1771	0.3542	0.3542	nan	0.3542	0.0	0.3542
0.0062	29.14	18210	0.0198	0.1785	0.3570	0.3570	nan	0.3570	0.0	0.3570
0.0113	29.18	18240	0.0198	0.1730	0.3459	0.3459	nan	0.3459	0.0	0.3459
0.0097	29.23	18270	0.0197	0.1728	0.3456	0.3456	nan	0.3456	0.0	0.3456
0.0197	29.28	18300	0.0197	0.1799	0.3599	0.3599	nan	0.3599	0.0	0.3599
0.0038	29.33	18330	0.0198	0.1745	0.3491	0.3491	nan	0.3491	0.0	0.3491
0.0068	29.38	18360	0.0196	0.1750	0.3500	0.3500	nan	0.3500	0.0	0.3500
0.0064	29.42	18390	0.0197	0.1793	0.3587	0.3587	nan	0.3587	0.0	0.3587
0.002	29.47	18420	0.0196	0.1765	0.3531	0.3531	nan	0.3531	0.0	0.3531
0.014	29.52	18450	0.0198	0.1732	0.3463	0.3463	nan	0.3463	0.0	0.3463
0.0136	29.57	18480	0.0197	0.1743	0.3486	0.3486	nan	0.3486	0.0	0.3486
0.0123	29.62	18510	0.0197	0.1785	0.3570	0.3570	nan	0.3570	0.0	0.3570
0.0249	29.66	18540	0.0197	0.1726	0.3452	0.3452	nan	0.3452	0.0	0.3452
0.0081	29.71	18570	0.0196	0.1818	0.3635	0.3635	nan	0.3635	0.0	0.3635
0.0028	29.76	18600	0.0197	0.1826	0.3652	0.3652	nan	0.3652	0.0	0.3652
0.0133	29.81	18630	0.0197	0.1751	0.3502	0.3502	nan	0.3502	0.0	0.3502
0.0075	29.86	18660	0.0196	0.1764	0.3527	0.3527	nan	0.3527	0.0	0.3527
0.0231	29.9	18690	0.0197	0.1734	0.3469	0.3469	nan	0.3469	0.0	0.3469
0.0024	29.95	18720	0.0197	0.1766	0.3531	0.3531	nan	0.3531	0.0	0.3531
0.0105	30.0	18750	0.0197	0.1778	0.3556	0.3556	nan	0.3556	0.0	0.3556

Framework versions

• Transformers 4.36.2
• Pytorch 2.1.2+cu121
• Datasets 2.16.1
• Tokenizers 0.15.0