diff --git a/python/pyspark/pandas/frame.py b/python/pyspark/pandas/frame.py
index e5aaecbb64fd..2238d044cefe 100644
--- a/python/pyspark/pandas/frame.py
+++ b/python/pyspark/pandas/frame.py
@@ -11262,15 +11262,9 @@ def _bool_column_labels(self, column_labels: List[Label]) -> List[Label]:
         """
         Filter column labels of boolean columns (without None).
         """
-        bool_column_labels = []
-        for label in column_labels:
-            psser = self._psser_for(label)
-            if is_bool_dtype(psser):
-                # Rely on dtype rather than spark type because
-                # columns that consist of bools and Nones should be excluded
-                # if bool_only is True
-                bool_column_labels.append(label)
-        return bool_column_labels
+        # Rely on dtype rather than spark type because columns that consist of bools and
+        # Nones should be excluded if bool_only is True
+        return [label for label in column_labels if is_bool_dtype(self._psser_for(label))]
 
     def _result_aggregated(
         self, column_labels: List[Label], scols: Sequence[PySparkColumn]