The product represented by this dataset is zinc calcine, an intermediate product converted from zinc concentrate through a high-temperature roasting process, with clear core characteristics: the zinc content reaches 57.41%, and the main chemical components are zinc oxide (ZnO) and zinc sulfate (ZnSO₄). The calcine retains a small amount of sulfur, present in the form of sulfate, precisely matching the requirements of the subsequent leaching reaction, and it is the core raw material of the hydrometallurgical zinc process. Its upstream and downstream industry chains are closely connected: the upstream core raw material is zinc concentrate, and the roasting process consumes fuel to ensure high-temperature reaction conditions; downstream, it is directly applied in the hydrometallurgical zinc process as the core material for the leaching process, extracting high-purity zinc metal through acid leaching, purification, and electrolysis, which is then used to produce zinc-based alloys, galvanized materials, zinc battery electrodes, chemical zinc salts, and other terminal products. It broadly supports the development of metallurgy, electronics, new energy, construction, and other industrial fields, and is a key intermediate carrier in the zinc metallurgy industry chain connecting zinc concentrate with the hydrometallurgical zinc process. The entire production process focuses on the roasting stage, covering the full conversion process from the input of zinc concentrate to the output of finished zinc calcine. The dataset includes the main raw and auxiliary materials, energy, and waste in the production process; infrastructure such as the manufacturing of production equipment and the construction of plants is not included within the dataset boundary. The data inventory is formed by merging data from multiple sources.