AnomalyAndOutlierDetection.ipynb data processing
Replacing the NaN values with mode inflates a specific value for a given feature. The distribution of a feature needs to be looked at before choosing to replace NaN values with the mode of that feature. Otherwise, the distribution feature will likely be skewed, and if it’s skewed to begin with, it will only become more skewed.