Johnson pulled up alongside the celebrity tour bus, rolled down his windows and asked them if they knew where he could find The Rock.
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The tourists screamed in delight and surprise and immediately began taking photos.
The video has been viewed more than 8 million times.
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Johnson said it was a fun way to start off his Saturday.