Proposes a new interval type-2 membership function called extended π interval type-2 membership function. Presents a new procedure for generating a set of extended π interval type-2 membership functions for an interval type-2 linguistic variable from data. Shows the working of the proposed procedure with real world data. Discusses the effects of distance measures and initial solutions.