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Voices on the Wall: Analyzing Intimate Partner Violence Graffiti with Predictive Modeling and Machine Learning


Graffiti can communicate much about notions of justice. We were interested to see what U.S. restroom graffiti, directly outside of a domestic violence protective order issuing court, might tell us about the experiences of the women and men seeking protection from intimate partner violence (IPV). Specifically, our research addressed four questions: whether the graffiti thematically connects to its proximity to an IPV protective order court; whether it differs measurably from other restroom graffiti; whether it provides potential for mutual support and connections; and whether it conveys victim realities that foster a sense of community among IPV survivors.

Restroom graffiti was collected in three different locations. One was a women’s restroom outside of a protective order issuing courtroom, one was the men’s restroom outside the same location and the third was a random women’s restroom.