According to Wikipedia, Fair Lady is considered to be a musical
film. According to IMDB, Fair Lady also falls into the genres of
drama, musical, and romance.
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The film is "My Fair Lady" (a 1964 musical based on Pygmalion by George Bernard Shaw).
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Most notably, Audrey didnt get a nomination for My Fair
Lady.