HyukjinKwon commented on a change in pull request #32835:
URL: https://github.com/apache/spark/pull/32835#discussion_r648793282
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File path: python/docs/source/user_guide/pandas_on_spark/best_practices.rst
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@@ -5,23 +5,23 @@ Best Practices
Leverage PySpark APIs
---------------------
-Koalas uses Spark under the hood; therefore, many features and performance
optimization are available
-in Koalas as well. Leverage and combine those cutting-edge features with
Koalas.
+Pandas APIs on Spark uses Spark under the hood; therefore, many features and
performance optimization are available
+in pandas APIs on Spark as well. Leverage and combine those cutting-edge
features with pandas APIs on Spark.
-Existing Spark context and Spark sessions are used out of the box in Koalas.
If you already have your own
-configured Spark context or sessions running, Koalas uses them.
+Existing Spark context and Spark sessions are used out of the box in pandas
APIs on Spark. If you already have your own
+configured Spark context or sessions running, pandas APIs on Spark uses them.
Review comment:
```suggestion
configured Spark context or sessions running, pandas APIs on Spark use them.
```
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