This dataset is a market dataset representing the consumption market of the region. The dataset includes the transport of the product from the gate to the consumption end, and the transport service is calculated based on the transport situation of the product in the region. The product represented by this dataset is manganese oxide ore, whose main mineral components are psilomelane, pyrolusite, and manganite, with an overall average grade of 17.9%. The mining method adopts a composite mode combining open-pit mining and underground mining, and the core indicators of the two mining methods differ: for open-pit mining, the ore recovery rate is 95%, the dilution rate is 10%, corresponding to a raw manganese ore grade of 17.9%; for underground mining, the ore recovery rate is 85%, the dilution rate is 25%, corresponding to a raw manganese ore grade of 14.87%. This manganese oxide ore is a naturally occurring primary mined ore and the source core raw material of the manganese metallurgy industry chain. Its upstream is the manganese oxide ore primary deposit ore body, and downstream, after the beneficiation and enrichment process, it can be used to prepare manganese concentrate, which is further used for smelting manganese-based alloys, producing electrolytic manganese, manufacturing manganate and other chemical products, and desulfurization and deoxidation additives for iron and steel smelting. It is widely used in metallurgy, chemical industry, electronics and other industrial fields, making it an important basic mineral raw material needed for national economic development. The dataset includes the main raw and auxiliary materials, energy and waste of the production process, while infrastructure such as production equipment manufacturing and plant construction is not included within the dataset boundary; the data inventory is formed by merging data from multiple sources.