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It's the magnifying glass in the upper-right corner of the screen. This will stop the application from running.
Click on Spotlight. Type "Activity Monitor" in the search field. Click on Activity Monitor under "Applications." Click on the application you want to quit. Click on "Quit Process" in the upper-left corner of the window.