Before revision:  We use Explainable Boosting Machines (EBM), trained over different features in order to both model and explain the relationship between them and fuel consumption, and then assess quality of the explanations using prior domain knowledge .
After revision:  We use Explainable Boosting Machines (EBM), trained over different features in order to both model and explain the relationship between the input factors and fuel consumption, and then assess quality of the explanations using prior domain knowledge .