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