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We report on an exploratory analysis of Emoji Dick, a project that leveragescrowdsourcing to translate Melville's Moby Dick into emoji. This distinctiveuse of emoji removes textual context, and leads to a varying translationquality. In this paper, we use statistical word alignment and part-of-speechtagging to explore how people use emoji. Despite these simple methods, weobserved differences in token and part-of-speech distributions. Experimentsalso suggest that semantics are preserved in the translation, and repetition ismore common in emoji.

:telephone::person::sailboat::whale::okhand:; or "Call me Ishmael" - How do you translate emoji?