Is your feature request related to a problem?
Currently RobustScaler, StandardScaler and possibly RangeScaler will not work on columns containing NaN-values.
Desired solution
The fit and transform methods of the scalers should ignore NaN as they ignore None.
Possible alternatives (optional)
Implementing and raising a ContainsNaNError for the end user might be preferable, as the choice of how to handle rows and columns containing NaN might be relevant to the data science problem.
Screenshots (optional)
No response
Additional Context (optional)
Currently there is no test coverage for NaN and None values in tables for the scalers.