The rest of the study is organized as follows: Section 2 describes the data set. Section 3 introduces the algorithm that takes into account the day-of-the-week, the turn of the month and the holiday effect, while Section 4 presents the results of the proposed method. Finally, Section 5 concludes proposing directions for future research.