HyukjinKwon commented on a change in pull request #32835:
URL: https://github.com/apache/spark/pull/32835#discussion_r648014058



##########
File path: python/docs/source/reference/pyspark.pandas/frame.rst
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@@ -314,9 +314,9 @@ specific plotting methods of the form 
``DataFrame.plot.<kind>``.
    DataFrame.hist
    DataFrame.kde
 
-Koalas-specific
----------------
-``DataFrame.pandas_on_spark`` provides Koalas-specific features that exists 
only in Koalas.
+Pandas APIs on Spark-specific
+-----------------------------
+``DataFrame.pandas_on_spark`` provides pandas APIs on Spark-specific features 
that exists only in pandas APIs on Spark.

Review comment:
       @itholic, I think you should rewrite some wordings instead of just 
switching "Koalas" to "pandas APIs on Spark". For example, "pandas APIs on 
Spark-specific" doesn't look much making sense. You could also use 
"pandas-on-Spark" or "pandas on Spark" casually.




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