Introduction In the digital age, where data is often referred to as the "new oil," the ability to extract meaningful insights from massive datasets has become a cornerstone of innovation. Data mining—the process of discovering patterns and knowledge from large amounts of data—plays a critical role in fields ranging from healthcare and finance to marketing and cybersecurity. While many operating systems facilitate data mining, Linux stands out as a favorite among data scientists, engineers, and developers.