Whiskey and brandy are most often ordered neat because many drinkers prefer to drink them at room temperature. Top-shelf tequilas and vodkas are commonly served neat as well. While sippers of these liquors are thought of as neat drinkers, the term can technically be applied to shots, too. More @Wikipedia
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