The dataset consist of operational data on 3 ODAF power transformers. The data include the load factor, ambient temperature, top-oil temperature, hot-spot temperature and cooling stage. Also, the dynamic viscosity data for different oils is provided. Those datasets are in support for the IEEE article "Dynamic Thermal Model for Oil Directed Air Forced Power Transformers with Cooling Stage Representation"