In the ever-evolving landscape of cybersecurity, understanding network addresses has become paramount. malicious entities frequently leverage compromised devices to launch breaches, making it crucial to identify potentially malicious sources. IP reputation plays a vital role in this process by providing insights into the behavior of online entities