HyukjinKwon commented on a change in pull request #32835:
URL: https://github.com/apache/spark/pull/32835#discussion_r648793680



##########
File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
##########
@@ -201,11 +201,11 @@ However, you can turn on ``spark.sql.caseSensitive`` in 
Spark configuration to e
    1  2  4
 
 
-Specify the index column in conversion from Spark DataFrame to Koalas DataFrame
+Specify the index column in conversion from Spark DataFrame to pandas APIs on 
Spark DataFrame
 -------------------------------------------------------------------------------
 
-When Koalas Dataframe is converted from Spark DataFrame, it loses the index 
information, which results in using
-the default index in Koalas DataFrame. The default index is inefficient in 
general comparing to explicitly specifying
+When pandas APIs on Spark Dataframe is converted from Spark DataFrame, it 
loses the index information, which results in using

Review comment:
       pandas-on-Spark DataFrame

##########
File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
##########
@@ -201,11 +201,11 @@ However, you can turn on ``spark.sql.caseSensitive`` in 
Spark configuration to e
    1  2  4
 
 
-Specify the index column in conversion from Spark DataFrame to Koalas DataFrame
+Specify the index column in conversion from Spark DataFrame to pandas APIs on 
Spark DataFrame
 -------------------------------------------------------------------------------
 
-When Koalas Dataframe is converted from Spark DataFrame, it loses the index 
information, which results in using
-the default index in Koalas DataFrame. The default index is inefficient in 
general comparing to explicitly specifying
+When pandas APIs on Spark Dataframe is converted from Spark DataFrame, it 
loses the index information, which results in using
+the default index in pandas APIs on Spark DataFrame. The default index is 
inefficient in general comparing to explicitly specifying

Review comment:
       ditto

##########
File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
##########
@@ -201,11 +201,11 @@ However, you can turn on ``spark.sql.caseSensitive`` in 
Spark configuration to e
    1  2  4
 
 
-Specify the index column in conversion from Spark DataFrame to Koalas DataFrame
+Specify the index column in conversion from Spark DataFrame to pandas APIs on 
Spark DataFrame

Review comment:
       ditto
   




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