In recent years, the global energy landscape has undergone a profound transformation, with a pivotal focus on analyzing influences on crude oil and forecasting market dynamics. The volatility of crude oil prices has been a central point of concern, influenced by a myriad of factors ranging from geopolitical tensions to shifts in global demand. One …