Using data from Morgane Laouenan et al., the map is showing birthplaces of the most "notable people" around the world. Data has been processed to show only one person for each unique geographic location with the highest notability rank. Click below to show people only from a specific category... More here.
An excellent website. Zoom in to keep exploring and see how long you get stuck there.