PyHDX v0.4.0b2+49.g05bd115.dirty 
2021/09/06 11:33:26 (1630920806) 

Metadata
--------
r1: 2
epochs: 1000
patience: 50
stop_loss: 1.0e-05
optimizer: SGD
lr: 10000.0
momentum: 0.5
nesterov: true
model_name: DeltaGFit
total_loss: 3.9886974477601744
mse_loss: 3.582108583222734
reg_loss: 0.4065888645374405
regularization_percentage: 10.193524825147056
epochs_run: 1000

         sequence       _deltaG        deltaG        pfact     k_obs   covariance
r_number                                                                         
10              T  19757.281204  19757.281204  2536.510042  0.064870  1568.431120
11              F  19757.556765  19757.556765  2536.787365  0.053950  1517.210991
12              Q  20628.923692  20628.923692  3584.454755  0.055196   965.976959
13              I  17589.484845  17589.484845  1073.294776  0.041241   941.055158
14              Q  19313.523882  19313.523882  2127.041279  0.047695   945.846480
15              R  21557.768144  21557.768144  5181.621468  0.055195   965.901531
16              I  17551.395461  17551.395461  1057.197444  0.043841   941.899543
17              Y  17551.182008  17551.182008  1057.107918  0.044866   942.660719
18              T  19414.645221           NaN          NaN       NaN          NaN
19              K  22846.827559  22846.827559  8641.205666  0.025109  1352.155524
20              D  22847.029422  22847.029422  8641.897746  0.028835  1195.899887
21              I  17021.194261  17021.194261   856.645045  0.021546  1529.501251
22              S  22454.055132  22454.055132  7394.324722  0.028022   807.648615
23              F  22416.331340  22416.331340  7284.480758  0.023659   903.152222
24              E  21778.483679  21778.483679  5655.820363  0.023661   903.109133
25              A  20448.846328  20448.846328  3337.300037  0.031859   709.021147
26              P  20323.914306           NaN          NaN       NaN          NaN
27              N  22345.825821  22345.825821  7083.539108  0.037682   669.048703
28              A  22345.755900  22345.755900  7083.342609  0.044274   655.164834
29              P  20145.970132           NaN          NaN       NaN          NaN
30              H  19478.450375  19478.450375  2270.875001  0.037090   671.887680
31              V  18462.243516  18462.243516  1517.392223  0.030716   721.209219
32              F  18727.714398  18727.714398  1685.928892  0.037098   671.934016
33              Q  20048.387369  20048.387369  2847.049504  0.069487   980.233800
34              K   9326.265897   9326.265897    40.452236  0.082966  1872.370041