In the ever-evolving landscape of communication, Voice over Internet Protocol (VoIP) has emerged as a leading force. However, this system can also be abused by malicious actors seeking to obscure their true identities. Non-registered VoIP numbers, often used in deceptive activities, pose a significant threat for law enforcement and security profess