When the Stickman / Mayor takes the hat, pad, and pencil from Oscar. In the next shot Oscar still has the pad and pencil.
A police car pulls up to what is ostensibly Oscar's apartment building, but across the street is Central Park, which is blocks away from 1049 Park Avenue.