For instance, non-spammers often use special characters to create emoticons to express their mood, such as ":-)" (smiling) or "T T" (crying), whereas spammers tend to use special character or patterns related to monetary matters, such as "$$$" or "%".
we also measured the ratio of special characters, the number of emoticons, and the number of special character patterns in SMS messages as features.