pickford selected the hit music hall song "little annie rooney" as the basis for her character. the song is referenced twice in the movie's intertitles; written in 1889 but now largely forgotten, it was very popular at the time, also inspiring a comic strip and an animated short film. pickford wrote the story herself, but is credited under the name of her irish grandmother, catherine hennessey.