In 2021, we proposed the IRI analysis, which is an extension of the NCI method. This approach can simultaneously display various types of interactions within a single map. The key difference between IRI and NCI analyses is that the former uses the isosurface of the IRI function instead of the RDG to display the main interaction regions. The definition of the IRI function is as follows: