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Seattle police made headlines a while back for recognizing police brutality and takings steps to teach their officers de-escalation techniques.
You can see how well it worked.
Police had the choice to use less-lethal weapons and de-escalation tactics to peaceably resolve the situation. Instead, they decided to murder her.