However, the majority of the previous research has been undertaken on Fe-oxide–apatite deposits in the Ningwu basin, and little attention was focused on the Cu–Au and pyrite deposits of this area. The relationship between the Fe-oxide–apatite, Cu–Au, and pyrite deposits in the Ningwu basin therefore remains unclear, including the question whether all of these deposits formed in a large-scale