Grading buildings on energy performance using city benchmarking data

•Create city-specific energy performance grading model using city disclosure data.•Method to grade buildings that is interpretable, reproducible, scalable, and robust.•Develop a clustering algorithm to grade buildings on performance.•Validated approach demonstrates significant improvements over current methods.