This project explores how question-type sentences are used in SMS spam messages, visualizing key differences between spam and ham. The analysis reveals which words and word pairings spammers use most often to engage recipients.

An exploratory analysis of how spam messages use question-type sentences to engage users. This report visualizes the ratio of question-type messages, highlights common persuasive words, and shows word connections in spam questions using a network graph.

This project analyzes whether question-type sentences (messages containing “?”) appear more frequently in spam SMS than in normal (ham) SMS. By comparing question usage rates, visualizing frequent words, and exploring word pair networks, we reveal how spammers use questions to attract user attention and prompt actions.

Analysis of Question Forms in SMS Spam