Sweetener compositions including at least 3% Rebaudioside N by weight based on the total weight of sweetener compounds in the sweetener composition are disclosed. The sweetener compositions are used to prepare sweetened compositions including food, beverages, dental products, pharmaceuticals, and nutriceuticals. Disclosed are methods of preparing sweetener compositions and sweetened compositions including Rebaudioside N, providing improved sweetener flavors, including providing a sugar-like flavor and temporal profile to sweetener and sweetened compositions.