Spyware is a type of malware that aims to collect important information and data such as financial information and passwords without permission and send them to the attacker. Visualization techniques are needed to make it easier to analyze attack patterns and characteristics of spyware. This study used the Random Forest algorithm. The dataset is from CIC-MalMem2022 with benign data types and Sp…