In today's data-driven world, understanding patterns on platforms like Facebook is crucial for businesses and researchers alike. Facebook, with its vast user base and detailed profiles, offers a treasure trove of information waiting to be uncovered. This is where automated extraction comes into play, enabling the optimized retrieval of valuable Fac