xinrong-databricks commented on a change in pull request #33497:
URL: https://github.com/apache/spark/pull/33497#discussion_r675910302



##########
File path: python/pyspark/pandas/data_type_ops/categorical_ops.py
##########
@@ -118,7 +121,42 @@ def _compare(
         # Check if categoricals have the same dtype, same categories, and same 
ordered
         if hash(left.dtype) != hash(right.dtype):
             raise TypeError("Categoricals can only be compared if 'categories' 
are the same.")
-        return column_op(f)(left, right)
+        if cast(CategoricalDtype, left.dtype).ordered:
+            return column_op(f)(left, right)
+        else:
+
+            def map_scol_to_cat(index_op, scol):
+                categories = cast(CategoricalDtype, index_op.dtype).categories
+                kvs = chain(
+                    *[(SF.lit(code), SF.lit(category)) for code, category in 
enumerate(categories)]
+                )
+                map_scol = F.create_map(*kvs)
+                return map_scol.getItem(scol)

Review comment:
       Great idea! Refactored.




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