This process refers to the production activity of producing 1 kg of silicon-calcium-barium alloy by the medium frequency furnace process. Silicon-calcium-barium alloy is a composite alloy among barium-series alloys, serving as a deoxidizer and desulfurizer in the steelmaking industry, with a dephosphorizing effect (BaP2, BaP3) as well, and is used as an inoculant and modifier in casting. The dataset includes raw and auxiliary materials such as ferrosilicon, calcium silicon, and silicon-barium, and energy inputs such as electricity; the outputs include the product inoculant, the wastes dust-collection ash and smelting slag (which can be recovered and comprehensively utilized), as well as emissions to the atmosphere and water bodies. The data inventory is formed by merging data from multiple sources, and the data representativeness is optimized using industry standards such as the 3140 Ferroalloy Industry Coefficient Handbook.