We don't know for sure if Jablonski & Chaplin did or didn't check (it is to be presumed that as professional anthropologists trying to study skin pigmentation of NATIVE POPULATIONS they did their best to use only local samples), but we do know for sure that the IrisPlex study you like did not bother to check. They even openly recognized that they had no idea whether the French samples born in North Africa were ethnically French people born in French colonies there or local "Arabs", but still went ahead and used the sample anyway. Very "serious" study, indeed.
Way more than you and your funny cherry-pickings & manipulations.
The IrisPlex system has been put to the test, and the accuracy is not exactly as you want to picture it, at least when it comes to certain eye pigmentations:
http://www.fsigenetics.com/article/S1872-4973(13)00250-0/abstract
Plus a lot of the very dubious "predictions" (according to them we should expect that Sardinians are darker eyed than Palestinians and Druze, and that French and even Italians from Bergamo are apparently lighter eyed than even Orkney Islanders, who ironically are in fact one of the most depigmented Scottish populations... simply ridiculous) speak for themselves about how "reliable" it is.
Candille et al. at least did something that most of these "predictions" you like so much apparently have never actually bothered to do: actually test the samples for their observed pigmentation. Too bad that the empirical results did not always match the "predicted" values based on a few SNPs. "Predictions" belong more in books like those of Nostradamus. Pigmentation belongs in the studies of physical anthropologists.