Where was Marilyn Monroe in the famous scene of The Seven Year Itch?

Marilyn Monroe was standing over a subway grate in the famous scene from "The Seven Year Itch".

The scene takes place on Lexington Avenue and 52nd Street in New York City. The iconic image of her white dress being blown up by the wind from the subway grate is a memorable moment in film history.