An approach to information visualization based on algebraic semiotics is introduced, and illustrated with examples. Semiotics is the general theory of signs, and algebraic semiotics is a new approach combining algebraic abstract data type theory with a grounding in social reality. The most important new ideas are to use semiotic spaces for systems of related signs, semiotic morphisms for representations of signs, and preservation orderings for the quality of representations.