Merge pull request #452 from Jordanbarker/patch-1

Change apposed to opposed in index.rst

Author: PaulWestenthanner

docs/source/index.rst

@@ -77,7 +77,7 @@ the cols parameter isn't passed, every non-numeric column will be converted. See
 Known issues:
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-`CategoryEncoders` internally works with `pandas DataFrames` as apposed to `sklearn` which works with `numpy arrays`. This can cause problems in `sklearn` versions prior to 1.2.0. In order to ensure full compatibility with `sklearn` set `sklearn` to also output `DataFrames`. This can be done by
+`CategoryEncoders` internally works with `pandas DataFrames` as opposed to `sklearn` which works with `numpy arrays`. This can cause problems in `sklearn` versions prior to 1.2.0. In order to ensure full compatibility with `sklearn` set `sklearn` to also output `DataFrames`. This can be done by
 
 .. code-block:: python