Hi Jessie,

There is no way to keep the age axis fixed when generating randomly 
perturbed faces in the 'Genetic' tab.

As you point out, the best way is to manually adjust the age of each 
perturbed sample back to where you want it.

Note that the random perturbations added in the 'Genetic' tab are 
multivariate normally distributed in face space, so the magnitude of the 
perturbations are not completely fixed but in fact follow a chi-squared 
distribution (with 130 DOF over shape and color), with mean proportional to 
the 'Randomness' value. Further, even if they were fixed magnitude 
perturbations, there is no guarantee they are proportional to perceptual 
measures of difference as they are defined by squared differences.

Best wishes,

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