Uhh, PCA is reversable so you can explain the solution of any PCA based transformation nicely, unless you have a different black-box somewhere in your pipeline.

Uhh, PCA is reversable so you can explain the solution of any PCA based transformation nicely, unless you have a different black-box somewhere in your pipeline. If you're in sklearn, the method you want to use is the "inverse transform"