This study aimed to discover promising candidates for organic synthesis plans by building computational models and used those models to screen the dataset of repurposing compounds from DrugBank database for potential IN inhibitors. In this study, a novel approach was taken to select fingerprint or descriptor using the Wilcoxon signed-rank test . Likewise, the model selection process for determining the optimal model was conducted differently from the approach used by Li Y et al.