Understanding the apparent superiority of over-sampling through an analysis of local information for class-imbalanced data

•Distribution samples is computed in both classes on several imbalanced datasets.•Resampling techniques are explored by analyzing the distribution of samples.•Over-sampling techniques provide a higher/lower proportion of safe/unsafe samples.