Keane volleyed the home side in front in the 16th minute at White Hart Lane after the visitors failed to clear a free-kick.
Berbatov was then gifted a simple tap-in on 65 minutes when Steed Malbranque collected Pascal Chimbonda´s cross, rounded the goalkeeper and rolled the ball across the box.
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