This dataset contains the input and output data used in the paper A Novel Semiparametric Structural Model for Electricity Forward Curves by Marina Dietze, Iago Chávarry, Ana Carolina Freire, Davi Valladão, Alexandre Street and Stein-Erik Fleten.