SAPPI recovery boiler sensor measurement data. The data's methodology consists of the design of a thermodynamic model which is aimed at calculating fouling levels in an online capacity in order to discover the soot blowing physics. Further the data shows that the methodology is applied to the secondary superheater in the Kraft recovery boiler.