Top Hat (1935)
The Cheek to Cheek number is canonical. Their fifth collaboration and their best.
Actor: Ginger Rogers
Ginger Rogers won Best Actress for Kitty Foyle and made ten films with Fred Astaire. The remark about doing everything he did backwards and in heels came from a cartoon caption and describes the arrangement accurately. She had a substantial dramatic career independent of the musicals.