Introduction The Formula 1 (F1) calendar is a highly anticipated schedule that dictates the rhythm of the motorsport season. The importance of the F1 calendar lies not only in understanding when and where races are taking place but also in how these events contribute to the global popularity of motorsport. With the 2023 season now