Existing approaches to Urban Building Energy Modeling and calibration are described. A new Bayesian approach to defining and calibrating building archetypes is proposed. A model of 2662 buildings is created and calibrated with the proposed method. An uncalibrated model is compared to results of annual and monthly calibration.