These data can describe the operatioal process of ultra-supercritical once-through boiler-turbine units in a wide load range. The data can be used for establishing a dynamic mathematical model or data-driven model, as well as reproducing the paper, entitled " A dynamic nonlinear model for a wide-load range operation of ultra-supercritical once-through boiler-turbine units" in Energy journal.