What is the geographic impact of advertising on our cities? We know that advertising pervades our urban environment but what would a map of advertising locations look like? As Toronto thinks about selling off street furniture this project from New York sheds some light how the commercial landscape may or may not reflect the socioeconomic landscape of New York neighbourhoods. The database of advertising images is the basis for understanding location based advertising. All that is missing is a map.