Air temperature is a weather parameter that affects various aspects of life, particularly in Pekanbaru, which often experiences extreme weather conditions. The accuracy of air temperature predictions is crucial for mitigating negative impacts on agriculture, energy, and urban planning. This study aims to improve the accuracy of air temperature predictions in Pekanbaru by using a Categorical Boo…