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