HyukjinKwon commented on a change in pull request #32835:
URL: https://github.com/apache/spark/pull/32835#discussion_r648794891



##########
File path: python/docs/source/user_guide/pandas_on_spark/options.rst
##########
@@ -3,7 +3,7 @@ Options and settings
 ====================
 .. currentmodule:: pyspark.pandas
 
-Koalas has an options system that lets you customize some aspects of its 
behaviour,
+Pandas APIs on Spark has an options system that lets you customize some 
aspects of its behaviour,

Review comment:
       ```suggestion
   Pandas APIs on Spark have an options system that lets you customize some 
aspects of its behaviour,
   ```

##########
File path: python/docs/source/user_guide/pandas_on_spark/options.rst
##########
@@ -92,7 +92,7 @@ are restored automatically when you exit the `with` block:
 Operations on different DataFrames
 ----------------------------------
 
-Koalas disallows the operations on different DataFrames (or Series) by default 
to prevent expensive
+Pandas APIs on Spark disallows the operations on different DataFrames (or 
Series) by default to prevent expensive

Review comment:
       ```suggestion
   Pandas APIs on Spark disallow the operations on different DataFrames (or 
Series) by default to prevent expensive
   ```

##########
File path: python/docs/source/user_guide/pandas_on_spark/options.rst
##########
@@ -134,9 +134,9 @@ See the examples below.
 Default Index type
 ------------------
 
-In Koalas, the default index is used in several cases, for instance,
-when Spark DataFrame is converted into Koalas DataFrame. In this case, 
internally Koalas attaches a
-default index into Koalas DataFrame.
+In pandas APIs on Spark, the default index is used in several cases, for 
instance,
+when Spark DataFrame is converted into pandas APIs on Spark DataFrame. In this 
case, internally pandas APIs on Spark attaches a

Review comment:
       pyspark-on-Spark DataFrame

##########
File path: python/docs/source/user_guide/pandas_on_spark/options.rst
##########
@@ -134,9 +134,9 @@ See the examples below.
 Default Index type
 ------------------
 
-In Koalas, the default index is used in several cases, for instance,
-when Spark DataFrame is converted into Koalas DataFrame. In this case, 
internally Koalas attaches a
-default index into Koalas DataFrame.
+In pandas APIs on Spark, the default index is used in several cases, for 
instance,
+when Spark DataFrame is converted into pandas APIs on Spark DataFrame. In this 
case, internally pandas APIs on Spark attaches a
+default index into pandas APIs on Spark DataFrame.

Review comment:
       ditto




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