The objectives behind the generation of the HELECAR-D dataset are two folds. First, the collection of EV dataset in the Moroccan context in order to establish driving cycles for being used to test and assess related approaches and applications (e.g., rerouting, stations placement and charging requests management).It could be also used to enable the development and the calibration of machine learning algorithms. These latter could be used, or instance, for predicting the battery state-of-charge, the remaining driving range and other EV related indicators as well (e.g. Remaining Useful Life).