“Data has been processed to show only one person for each unique geographic location with the highest notability rank.”
Zoom in on your hometown and find out who Wikipedia thinks matters most there. “Notable” here means a ranking built from Wikipedia and Wikidata, which carry every editor bias you would expect. Europe and North America are wall to wall with names. It is a fun map and a decent picture of whose history gets written down.