Missing values can sometimes tell you how strongly the presence or absence of one variable affects the presence of another.
To visualize the correlation between different columns based on the missing values, use missingno.dendogram.
The dendrogram uses a hierarchical clustering algorithm to bin variables against one another by their nullity correlation. Cluster leaves which linked together at a distance of zero fully predict one another’s presence.
