The appearance of imitation blue badges on social networks is rapidly becoming a serious concern. Individuals are forging these false identifiers to pose as verified figures, misleading followers and potentially enabling scams or damaging activities. This emerging type of fraud poses a substantial threat to the credibility of online spaces and is d