Ways to test the validity/usefulness/salience of your data

I missed the last bit of this on my first read/response. I thought you meant that the bits selected by PCA would be the best.

Is this from your experience/testing or is this like one of those “known” things? On first blush it seems super counterintuitive to me (like transcoding video files).