Swimmer Judie Johnson told local media she thought the killer whales were dolphins until she saw the color on their backs.
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She says she was wearing a black wetsuit, and hoped the killer whales would not mistake her for a seal and attack.
They swam alongside her for a couple minutes, before swimming away.
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