Definition: Text preprocessing for profanity analysis is a set of techniques used to clean and prepare text data—including removing or replacing offensive words—to facilitate the identification and quantification of profane language within a document or dataset. This process aims to enhance the accuracy and effectiveness of analyzing potentially harmful content by focusing on the essential elements of the text itself.