Chose the stage name Eliza Doolittle, because when she was little her nickname was Eliza Doolittle. "Eliza Doolittle" is of course the name of the main character in George Bernard Shaw's 1912 play Pygmalion and its 1956 musical adaptation, My Fair Lady.