First per-image PCA decomposition of Kodak suite reveals deliberate curation

Can someone explain what this is like I'm the idiot I am?

These are the images: https://github.com/MohamedBakrAli/Kodak-Lossless-True-Color-...

I'd love some sort of "so what?" explainer in the README.