Preprocessing diagram for ai chatbot.The diagram illustrates the process starting with the identification of contractions in the text, followed by their expansion. It then checks for slangs, translating them into formal English for better understanding. The workflow continues with the identification of stopwords, which are subsequently removed to enhance text quality. Finally, the process checks for special characters, removing them to ensure a cleaner dataset.