We extended the decision tree and frequent itemset mining to find the separated distribution condition in the magnetocrystalline anisotropy of films using an exhaustive search method. We also performed subgroup relevance analysis on the importance of descriptors and descriptor groups and developed a graphical representation to show the importance of the search conditions.