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•A novel data-based approach is presented for modelling the thermal performance of district energy networks.•This approach eliminates the need for building energy simulation to estimate demand.•The proposed model is applied to a new district energy network in British Columbia, Canada.•It is shown that hourly thermal energy storage in a water tank can reduce daily peak loads by up to 20%.