This survey attempts to provide a thorough understanding of different text mining techniques as well
as the application of these techniques in the social networking websites. The survey investigates the recent
advancement in the field of intelligent computing and provides a comprehensive overview of all the exiting
text mining techniques that can be used for the extraction of logical patterns from the unstructured and
grammatically incorrect textual data. This survey will definitely provide new ways for researchers to
proceed and develop novel classification or clustering techniques that will be useful for the analysis of
text in large-scale systems, such as social Web.