Datasets (Tr0, Va0, Te0, Tr1, Va1, Te1, Te2) consisting of partial discharge (PD) and noise signals (NonPD) from electrical machines referred to in the publication "Deep learning and data augmentation for partial discharge detection in electrical machines" (DOI: https://doi.org/10.1016/j.engappai.2024.108074 )