Solved by KFrank in post #2 
              
              
                Hello Yanhong! 

It really doesn’t matter.  There is nothing magic about normalizing your 
data to get exactly some mean and standard deviation – you just want 
to get the general scale of your data to be sensible. 
Unless there is something perniciously weird about your data, the 
augmentation you …