A widely used method that constructs features with the incorporation of so-called grammatical evolution is proposed here to predict COVID-19 cases as well mortality rate. The creates new artificial from original ones using a genetic algorithm and guided by BNF grammar. After are generated, data set modified based on these features, an neural network applied data, results reported. From comparat...