morsapaes commented on a change in pull request #14041:
URL: https://github.com/apache/flink/pull/14041#discussion_r521870246



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File path: docs/dev/python/table-api-users-guide/conversion_of_pandas.md
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@@ -22,17 +22,18 @@ specific language governing permissions and limitations
 under the License.
 -->
 
-It supports to convert between PyFlink Table and Pandas DataFrame.
+PyFlink Table API supports conversion to and from Pandas DataFrame.
 
 * This will be replaced by the TOC
 {:toc}
 
 ## Convert Pandas DataFrame to PyFlink Table
 
-It supports creating a PyFlink Table from a Pandas DataFrame. Internally, it 
will serialize the Pandas DataFrame
-using Arrow columnar format at client side and the serialized data will be 
processed and deserialized in Arrow source
-during execution. The Arrow source could also be used in streaming jobs and it 
will properly handle the checkpoint
-and provides the exactly once guarantees.
+Pandas DataFrames can be converted into a PyFlink TAble.
+Internally, PyFlink will serialize the Pandas DataFrame using Arrow columnar 
format on the client. 
+The serialized data will be processed and deserialized in Arrow source during 
execution. 
+The Arrow source can also be used in streaming jobs, and is integrated with 
checkpointing to
+and provide the exactly once guarantees.

Review comment:
       ```suggestion
   provide exactly-once guarantees.
   ```




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