holdenk commented on code in PR #54009:
URL: https://github.com/apache/spark/pull/54009#discussion_r2824777615


##########
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:
   I'm also broadly against switching to kwargs only, that'll could be annoying 
for folks doing an upgrade. In my mind the question is do we expect more people 
to be upgrading between PySpark on pandas v 4.2 and v4.3 w/ positional args OR 
jumping over from pandas to PySpark. Also given the type mismatch hopefully 
someone in the latter case will get a clear enough error message / mypy error



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