The prevalence of fake blue badges on social networks is rapidly becoming a concerning issue . Individuals are forging these false identifiers to assume as legitimate figures, deceiving followers and potentially facilitating scams or malicious activities. This developing type of fraud poses a real threat to the trust of online spaces and is demandi