Determining the embedding parameters governing long-term dynamics of copper prices

•Chaos theory appears suitable to assess the dynamics of competitive mineral commodity markets.•Long-term copper prices are embedded within a short time delay and a high embedding dimension.•Changes in the variables that drive long-term copper prices can affect the market for 2 to 3 years.•Long-term copper prices are confined to low levels evidencing the presence of a strange attractor.