Interestingly a simple kWh/HDD regression for our full electricity imports fits reasonably well R^2>0.75) and gives a total year prediction close to that of our electricity supplier #Ecotricity partly because almost all imports are in winter for space heat...
https://www.earth.org.uk/heat-pump-16WW-control.html#2025-02-23