“…Furthermore, since it is not intended to calculate reliable causal relationships and numerical values, causal inference and verification methods for the result of DirectLiNGAM such as this paper can be applied to estimate a potential key group within environmental data [26] . Based on these perspectives, we hope that DirectLiNGAM will lead to solutions to various environmental problems.…”