The Seattle Police Department needed to provide a safe and secure environment for celebrants at the downtown Mardi Gras festival, held annually in the historic Pioneer Square neighborhood. Due to several incidents at past events, officials wanted to ensure the public safety by deploying an outdoor video surveillance system that would enable officers respond quickly and proactively. Although police officials made video surveillance a top priority,

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