Around the world, authorities monitor citizen behavior in public spaces with AI-driven camera surveillance. These monitoring systems tend to form part of oppressive state policies towards citizens. However, the recordings also provide unique opportunities for social scientists to understand and explain real-life behavior, including ‘hidden’ behavior such as during criminal events, conflicts and violence.