| candidate_label,augmentation,magnitude,display_magnitude,axis_label,sort_order,mean_training_accuracy,std_training_accuracy,mean_validation_accuracy,std_validation_accuracy,rank_validation_accuracy,relative_validation_improvement,relative_training_improvement,relative_validation_improvement_pct,relative_training_improvement_pct |
| IdentityTransform(),IdentityTransform,0.0,0.0,Identity baseline,0,0.2881944444444444,0.03125,0.2222222222222222,0.013888888888888881,11,0.0,0.0,0.0,0.0 |
| FTSurrogate(phase_noise_magnitude=0.1),FTSurrogate,0.1,0.1,Phase noise magnitude,1,0.25,0.006944444444444434,0.2152777777777778,0.006944444444444434,14,-0.03124999999999989,-0.13253012048192758,-3.124999999999989,-13.253012048192758 |
| FTSurrogate(phase_noise_magnitude=0.3),FTSurrogate,0.3,0.3,Phase noise magnitude,1,0.26041666666666663,0.0034722222222222376,0.2152777777777778,0.013888888888888881,14,-0.03124999999999989,-0.09638554216867479,-3.124999999999989,-9.63855421686748 |
| FTSurrogate(phase_noise_magnitude=0.5),FTSurrogate,0.5,0.5,Phase noise magnitude,1,0.2222222222222222,0.0,0.20833333333333334,0.0069444444444444475,16,-0.06249999999999989,-0.22891566265060237,-6.249999999999989,-22.891566265060238 |
| FTSurrogate(phase_noise_magnitude=0.7),FTSurrogate,0.7,0.7,Phase noise magnitude,1,0.2569444444444444,0.0,0.2222222222222222,0.006944444444444434,11,0.0,-0.10843373493975905,0.0,-10.843373493975905 |
| FTSurrogate(phase_noise_magnitude=0.9),FTSurrogate,0.9,0.9,Phase noise magnitude,1,0.26041666666666663,0.05902777777777776,0.22916666666666666,0.027777777777777762,10,0.03125,-0.09638554216867479,3.125,-9.63855421686748 |
| SmoothTimeMask(mask_len_samples=100),SmoothTimeMask,100.0,0.4,Mask length (s),2,0.23958333333333334,0.03819444444444445,0.2326388888888889,0.0034722222222222238,7,0.046875,-0.1686746987951806,4.6875,-16.86746987951806 |
| SmoothTimeMask(mask_len_samples=200),SmoothTimeMask,200.0,0.8,Mask length (s),2,0.4791666666666667,0.22916666666666669,0.2569444444444444,0.062499999999999986,3,0.15625,0.6626506024096388,15.625,66.26506024096388 |
| SmoothTimeMask(mask_len_samples=300),SmoothTimeMask,300.0,1.2,Mask length (s),2,0.5173611111111112,0.2673611111111111,0.29166666666666663,0.04166666666666666,2,0.3125,0.7951807228915666,31.25,79.51807228915666 |
| SmoothTimeMask(mask_len_samples=400),SmoothTimeMask,400.0,1.6,Mask length (s),2,0.25,0.02777777777777779,0.21875,0.00347222222222221,13,-0.015625,-0.13253012048192758,-1.5625,-13.253012048192758 |
| SmoothTimeMask(mask_len_samples=500),SmoothTimeMask,500.0,2.0,Mask length (s),2,0.4826388888888889,0.1076388888888889,0.2951388888888889,0.017361111111111105,1,0.328125,0.6746987951807231,32.8125,67.4698795180723 |
| ChannelsDropout(p_drop=0.2),ChannelsDropout,0.2,0.2,Drop probability,3,0.2673611111111111,0.03819444444444446,0.22916666666666669,0.02083333333333333,9,0.03125000000000022,-0.07228915662650592,3.125000000000022,-7.228915662650593 |
| ChannelsDropout(p_drop=0.4),ChannelsDropout,0.4,0.4,Drop probability,3,0.2534722222222222,0.03125,0.2361111111111111,0.027777777777777776,6,0.0625,-0.12048192771084332,6.25,-12.04819277108433 |
| ChannelsDropout(p_drop=0.6),ChannelsDropout,0.6,0.6,Drop probability,3,0.25,0.013888888888888895,0.2465277777777778,0.01736111111111112,5,0.10937500000000022,-0.13253012048192758,10.937500000000021,-13.253012048192758 |
| ChannelsDropout(p_drop=0.8),ChannelsDropout,0.8,0.8,Drop probability,3,0.2465277777777778,0.01736111111111112,0.25,0.013888888888888895,4,0.125,-0.14457831325301196,12.5,-14.457831325301196 |
| ChannelsDropout(p_drop=1.0),ChannelsDropout,1.0,1.0,Drop probability,3,0.3298611111111111,0.06597222222222221,0.2326388888888889,0.017361111111111105,7,0.046875,0.14457831325301207,4.6875,14.457831325301207 |
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