Wanted to say the same. Yelp is pretty uncommon in Germany, for example, and far from being representative. I'm sure a city like Berlin would feature somewhere in this diagram if yelp were a good data source for an international comparison.

The general idea is cool, but the data source is too weak for a meaningful result outside the US.