Abstract: In the underground market for cyber-criminals, forums are extensively utilized to establish trade relationships and facilitate the exchange of various illegal items, resources, and crime-related services. Consequently, these underground forums contain a wealth of crucial resources for comprehending cybercrime. Given the significant role played by underground forums in the cybercrime ecosystem, analyzing these forums can yield valuable insights into cybercriminal activities.