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https://issues.apache.org/jira/browse/BEAM-7389?focusedWorklogId=291476&page=com.atlassian.jira.plugin.system.issuetabpanels:worklog-tabpanel#worklog-291476
 ]

ASF GitHub Bot logged work on BEAM-7389:
----------------------------------------

                Author: ASF GitHub Bot
            Created on: 08/Aug/19 17:56
            Start Date: 08/Aug/19 17:56
    Worklog Time Spent: 10m 
      Work Description: rosetn commented on pull request #9267: [BEAM-7389] Add 
code examples for WithTimestamps page
URL: https://github.com/apache/beam/pull/9267#discussion_r312163529
 
 

 ##########
 File path: 
website/src/documentation/transforms/python/element-wise/withtimestamps.md
 ##########
 @@ -19,10 +19,116 @@ limitations under the License.
 -->
 
 # WithTimestamps
+
+<script type="text/javascript">
+localStorage.setItem('language', 'language-py')
+</script>
+
 Assigns timestamps to all the elements of a collection.
 
 ## Examples
-See [BEAM-7389](https://issues.apache.org/jira/browse/BEAM-7389) for updates. 
 
-## Related transforms 
-* [Reify]({{ site.baseurl 
}}/documentation/transforms/python/elementwise/reify) converts between explicit 
and implicit forms of Beam values.
\ No newline at end of file
+In the following examples, we create a pipeline with a `PCollection` and 
attach a timestamp value to each of its elements.
+Timestamps are especially useful on streaming pipelines where windowing and 
late data play a more important role.
+
+### Example 1: Timestamp by event time
+
+Often times, the elements themselves already contain a timestamp field that 
can be used.
+`beam.window.TimestampedValue` will take a value and a timestamp in the form 
of seconds, where a unix timestamp can be used.
+
+```py
+{% github_sample 
/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/element_wise/with_timestamps.py
 tag:event_time %}```
+
+Output `PCollection` after getting the timestamps:
+
+```
+{% github_sample 
/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/element_wise/with_timestamps_test.py
 tag:plant_timestamps %}```
+
+<table>
+  <td>
+    <a class="button" target="_blank"
+        
href="https://github.com/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/element_wise/with_timestamps.py";>
+      <img src="https://www.tensorflow.org/images/GitHub-Mark-32px.png";
+        width="20px" height="20px" alt="View on GitHub" />
+      View on GitHub
+    </a>
+  </td>
+</table>
+<br>
+
+To convert from a
+[`time.struct_time`](https://docs.python.org/3/library/time.html#time.struct_time)
+to `unix_time` you can use
+[`time.mktime`](https://docs.python.org/3/library/time.html#time.mktime).
+For more information on time formatting options, see
+[`time.strftime`](https://docs.python.org/3/library/time.html#time.strftime).
+
+```
+{% github_sample 
/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/element_wise/with_timestamps.py
 tag:time_tuple2unix_time %}```
+
+To convert from a
+[`datetime.datetime`](https://docs.python.org/3/library/datetime.html#datetime.datetime)
+to `unix_time` you can use convert it to a `time.struct_time` first with
+[`datetime.timetuple`](https://docs.python.org/3/library/datetime.html#datetime.datetime.timetuple).
+
+```
+{% github_sample 
/apache/beam/blob/master/sdks/python/apache_beam/examples/snippets/transforms/element_wise/with_timestamps.py
 tag:datetime2unix_time %}```
+
+### Example 2: Timestamp by logical clock
+
+If the elements have a chronological number, those can be used as a
 
 Review comment:
   Ambiguous pronoun. Do you mean
   "If each element has a chronological number, these elements can be used as a 
logical clock."
   or
   "If each element has a chronological number, these numbers can be used as a 
logical clock."
 
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Issue Time Tracking
-------------------

    Worklog Id:     (was: 291476)
    Time Spent: 38h 20m  (was: 38h 10m)

> Colab examples for element-wise transforms (Python)
> ---------------------------------------------------
>
>                 Key: BEAM-7389
>                 URL: https://issues.apache.org/jira/browse/BEAM-7389
>             Project: Beam
>          Issue Type: Improvement
>          Components: website
>            Reporter: Rose Nguyen
>            Assignee: David Cavazos
>            Priority: Minor
>          Time Spent: 38h 20m
>  Remaining Estimate: 0h
>




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