Bitcoin, the first decentralized cryptocurrency, has gained significant attention in recent years due to its unique characteristics, such as pseudonymity, decentralization, and cryptographic security. As a result, Bitcoin has become a popular choice for various transactions, including legitimate and illicit activities. The increasing use of Bitcoin has created a need for effective tools and techniques to analyze and investigate cryptocurrency-related transactions.