The prevalence of fake blue badges on social sites is rapidly becoming a significant issue . Individuals are generating these false identifiers to assume as official figures, tricking followers and potentially facilitating scams or malicious activities. This emerging type of deception poses a serious threat to the trust of online spaces and is dema