Add error to NullTransformer
when data only contains nans
#567
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If data only has nans and
missing_value_replacement
is mean or mode, raise an error.The previous behavior would return np.nan when it was set to mean, and return a KeyError when set to mode.
This change makes so transformers that don't support nans (e.g. ClusterBasedNormalizer) crash with a readable error, especially since
missing_value_replacement
is set tomean
by default.