Highlights
Effective UK local energy infrastructure planning depends on knowledge at right scale.
We combine UK largest local building dataset with national dataset and energy model.
Our results show a poor alignment with existing observed government data.
Knowledge of local urban characteristics is vital for estimating energy consumption.
We propose uncertainty taxonomy to inform others and qualify our results.