Hot rolling is a rolling process carried out above the recrystallization temperature. After heating, the steel billet undergoes several rolling passes, followed by edge trimming and correction to form steel plates. During hot rolling, the metal exhibits high plasticity and low deformation resistance, significantly reducing the energy consumption required for metal deformation. Hot rolling improves the processing properties of metals and alloys by breaking down the coarse grains of the as-cast structure, effectively healing cracks, reducing or eliminating casting defects, and transforming the cast structure into a deformed structure, thereby enhancing the workability of the alloy. This process represents the hot rolling of 1 kg of continuously cast steel billet, resulting in a corresponding output of 0. 949 kg of hot rolled coil, this dataset should be used together with the production data of 1 kg of continuous cast steel billet. The hot rolling process includes heating, annealing, hot rolling, and cooling. This dataset includes energy consumption, auxiliary material consumption, generated by-products or waste, atmospheric emissions, and waterborne emissions during the hot rolling process. This dataset is derived from data from multiple sources.