HyukjinKwon commented on a change in pull request #32835:
URL: https://github.com/apache/spark/pull/32835#discussion_r648793895



##########
File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
##########
@@ -214,8 +214,8 @@ See  `working with PySpark <pandas_pyspark.rst#pyspark>`_
 Use ``distributed`` or ``distributed-sequence`` default index
 -------------------------------------------------------------
 
-One common issue when Koalas users face is the slow performance by default 
index. Koalas attaches
-a default index when the index is unknown, for example, Spark DataFrame is 
directly converted to Koalas DataFrame.
+One common issue when pandas APIs on Spark users face is the slow performance 
by default index. Pandas APIs on Spark attaches

Review comment:
       ```suggestion
   One common issue when pandas APIs on Spark users face is the slow 
performance by default index. Pandas APIs on Spark attach
   ```

##########
File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
##########
@@ -214,8 +214,8 @@ See  `working with PySpark <pandas_pyspark.rst#pyspark>`_
 Use ``distributed`` or ``distributed-sequence`` default index
 -------------------------------------------------------------
 
-One common issue when Koalas users face is the slow performance by default 
index. Koalas attaches
-a default index when the index is unknown, for example, Spark DataFrame is 
directly converted to Koalas DataFrame.
+One common issue when pandas APIs on Spark users face is the slow performance 
by default index. Pandas APIs on Spark attaches
+a default index when the index is unknown, for example, Spark DataFrame is 
directly converted to pandas APIs on Spark DataFrame.

Review comment:
       ditto




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