Food & Wine reports that a recent survey conducted by the Innovation Center for U.S. Dairy found that nearly half of its 1,000 adult respondents said that they are not sure where chocolate milk comes from. Additionally, 7 percent of respondents reported thinking chocolate milk comes from brown cows. The truth: Chocolate milk gets its flavor and color from cocoa beans.