Police in Milwaukee say they have killed an "active shooter" at the scene. A police spokesperson told the Associated Press that six people had been shot inside the temple.
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The letter calls for an end to harassment, abuse, and impunity in a world "ripe for change".
Police say that anyone who sees Whitehouse should not approach him, but instead call them on 999 and quote incident 23 of 18 February.