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Right now, I can only use the BinaryEncoder for boolean columns. Meanwhile, categorical columns have many options such as LabelEncoder (with and without noise), OneHotEncoder and more. These options are nice because they can improve the synthetic data quality.
Expected behavior
We can think of boolean data as a special case of categorical data where number of categories = 2. Any categorical transformer should be able to work on boolean data.
We should allow any of the categorical transformers to be used on boolean data. The HyperTransformer should not throw an error if I try to apply a categorical transformer to the boolean sdtype.
The text was updated successfully, but these errors were encountered:
Problem Description
Right now, I can only use the
BinaryEncoder
for boolean columns. Meanwhile, categorical columns have many options such asLabelEncoder
(with and without noise),OneHotEncoder
and more. These options are nice because they can improve the synthetic data quality.Expected behavior
We can think of boolean data as a special case of categorical data where number of categories = 2. Any categorical transformer should be able to work on boolean data.
We should allow any of the categorical transformers to be used on boolean data. The HyperTransformer should not throw an error if I try to apply a categorical transformer to the boolean sdtype.
The text was updated successfully, but these errors were encountered: