devin-petersohn commented on code in PR #54009:
URL: https://github.com/apache/spark/pull/54009#discussion_r2824670931


##########
python/pyspark/pandas/frame.py:
##########
@@ -11361,9 +11361,13 @@ def _result_aggregated(
         # dtype: bool
         return first_series(DataFrame(internal))
 
-    # TODO(SPARK-46167): add axis, pct, na_option parameter
+    # TODO(SPARK-46167): add pct, na_option parameter
     def rank(
-        self, method: str = "average", ascending: bool = True, numeric_only: 
bool = False
+        self,
+        method: str = "average",
+        ascending: bool = True,
+        numeric_only: bool = False,
+        axis: Axis = 0,

Review Comment:
   In my opinion, it's more important to be backward compatible with Pyspark 
than it is to have perfect argument order fidelity with pandas. I would argue 
that this would not be the right PR to introduce keyword-only arguments since 
that's a different change altogether. 



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