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In chrome I blocked plugins by default under Settings>Show Advanced Settings>(Privacy section)Content Settings>Plugins Section

I do that too, but it still autoplayed. I think it's an HTML5 video.

this is what bothered me about html5, a new ability to shove video content. Surprised it took so long to take off.