Environmental Response Function (ERF) maps surface-atmosphere exchanges. ERF is capable of upscaling tower eddy covariance observations to regional scale. The regional flux maps de-bias the footprint variation in tower observations. ERF provides unprecedented spatio-temporal attribution and resolution.