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. This process refers to the production activity of producing 1 kg of manganese-rich slag by the blast furnace. Manganese-rich slag is an intermediate product generated by the high-temperature reduction of manganese ore, with a Mn content of 33-35%, mainly used for producing silicomanganese, metallic manganese and other manganese alloys. This dataset includes the input of raw and auxiliary materials such as manganese ore, coke, pulverized coal and limestone, and energy and energy media such as electricity and water; the output includes the product manganese-rich slag, the by-products pig iron and crude lead, the waste slag and dedusting ash (which can be recycled to cement plants), the waste blast furnace gas from which heat and electricity can be recovered, as well as emissions to water and air. The data inventory is formed by merging multi-source data, and the data representativeness is optimized using industry standards such as the '3140 Ferroalloy Industry Coefficient Handbook'.