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    <title>topic from_utc_time gives strange results in Data Engineering</title>
    <link>https://community.databricks.com/t5/data-engineering/from-utc-time-gives-strange-results/m-p/113787#M44633</link>
    <description>&lt;DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;I don't understand why from_utc_time(col("original_time"), "Europe/Berlin") changes the timestamp instead of just setting the timezone. That's a non-intuitive behaviour.&amp;nbsp;&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&amp;nbsp;&lt;/DIV&gt;&lt;DIV&gt;&amp;nbsp;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;spark.conf.&lt;/SPAN&gt;&lt;SPAN&gt;set&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"spark.sql.session.timeZone"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;"UTC"&lt;/SPAN&gt;&lt;SPAN&gt;)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; Row&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql.types &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; StructType, StructField, TimestampType,StringType&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql.functions &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; col,from_utc_timestamp,unix_timestamp&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;data &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; [&lt;/SPAN&gt;&lt;SPAN&gt;Row&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;Zeit&lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt;"1970-01-01 00:00"&lt;/SPAN&gt;&lt;SPAN&gt;)]&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;schema &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt; &lt;SPAN&gt;StructType&lt;/SPAN&gt;&lt;SPAN&gt;([&lt;/SPAN&gt;&lt;SPAN&gt;StructField&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;StringType&lt;/SPAN&gt;&lt;SPAN&gt;(), &lt;/SPAN&gt;&lt;SPAN&gt;True&lt;/SPAN&gt;&lt;SPAN&gt;)])&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; spark.&lt;/SPAN&gt;&lt;SPAN&gt;createDataFrame&lt;/SPAN&gt;&lt;SPAN&gt;(data, schema)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;).&lt;/SPAN&gt;&lt;SPAN&gt;cast&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"timestamp"&lt;/SPAN&gt;&lt;SPAN&gt;))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time_int"&lt;/SPAN&gt;&lt;SPAN&gt;,&lt;/SPAN&gt;&lt;SPAN&gt;unix_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;)))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;from_utc_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;), &lt;/SPAN&gt;&lt;SPAN&gt;"Europe/Berlin"&lt;/SPAN&gt;&lt;SPAN&gt;))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time_int"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;unix_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time"&lt;/SPAN&gt;&lt;SPAN&gt;)))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;display&lt;/SPAN&gt;&lt;SPAN&gt;(df)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;/DIV&gt;</description>
    <pubDate>Thu, 27 Mar 2025 09:15:49 GMT</pubDate>
    <dc:creator>nielsehlers</dc:creator>
    <dc:date>2025-03-27T09:15:49Z</dc:date>
    <item>
      <title>from_utc_time gives strange results</title>
      <link>https://community.databricks.com/t5/data-engineering/from-utc-time-gives-strange-results/m-p/113787#M44633</link>
      <description>&lt;DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;I don't understand why from_utc_time(col("original_time"), "Europe/Berlin") changes the timestamp instead of just setting the timezone. That's a non-intuitive behaviour.&amp;nbsp;&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&amp;nbsp;&lt;/DIV&gt;&lt;DIV&gt;&amp;nbsp;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;spark.conf.&lt;/SPAN&gt;&lt;SPAN&gt;set&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"spark.sql.session.timeZone"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;"UTC"&lt;/SPAN&gt;&lt;SPAN&gt;)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; Row&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql.types &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; StructType, StructField, TimestampType,StringType&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;from&lt;/SPAN&gt;&lt;SPAN&gt; pyspark.sql.functions &lt;/SPAN&gt;&lt;SPAN&gt;import&lt;/SPAN&gt;&lt;SPAN&gt; col,from_utc_timestamp,unix_timestamp&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;data &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; [&lt;/SPAN&gt;&lt;SPAN&gt;Row&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;Zeit&lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt;"1970-01-01 00:00"&lt;/SPAN&gt;&lt;SPAN&gt;)]&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;schema &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt; &lt;SPAN&gt;StructType&lt;/SPAN&gt;&lt;SPAN&gt;([&lt;/SPAN&gt;&lt;SPAN&gt;StructField&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;StringType&lt;/SPAN&gt;&lt;SPAN&gt;(), &lt;/SPAN&gt;&lt;SPAN&gt;True&lt;/SPAN&gt;&lt;SPAN&gt;)])&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; spark.&lt;/SPAN&gt;&lt;SPAN&gt;createDataFrame&lt;/SPAN&gt;&lt;SPAN&gt;(data, schema)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;BR /&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;).&lt;/SPAN&gt;&lt;SPAN&gt;cast&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"timestamp"&lt;/SPAN&gt;&lt;SPAN&gt;))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time_int"&lt;/SPAN&gt;&lt;SPAN&gt;,&lt;/SPAN&gt;&lt;SPAN&gt;unix_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;)))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;from_utc_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"original_time"&lt;/SPAN&gt;&lt;SPAN&gt;), &lt;/SPAN&gt;&lt;SPAN&gt;"Europe/Berlin"&lt;/SPAN&gt;&lt;SPAN&gt;))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;df &lt;/SPAN&gt;&lt;SPAN&gt;=&lt;/SPAN&gt;&lt;SPAN&gt; df.&lt;/SPAN&gt;&lt;SPAN&gt;withColumn&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time_int"&lt;/SPAN&gt;&lt;SPAN&gt;, &lt;/SPAN&gt;&lt;SPAN&gt;unix_timestamp&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;col&lt;/SPAN&gt;&lt;SPAN&gt;(&lt;/SPAN&gt;&lt;SPAN&gt;"berlin_time"&lt;/SPAN&gt;&lt;SPAN&gt;)))&lt;/SPAN&gt;&lt;/DIV&gt;&lt;DIV&gt;&lt;SPAN&gt;display&lt;/SPAN&gt;&lt;SPAN&gt;(df)&lt;/SPAN&gt;&lt;/DIV&gt;&lt;/DIV&gt;</description>
      <pubDate>Thu, 27 Mar 2025 09:15:49 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/from-utc-time-gives-strange-results/m-p/113787#M44633</guid>
      <dc:creator>nielsehlers</dc:creator>
      <dc:date>2025-03-27T09:15:49Z</dc:date>
    </item>
    <item>
      <title>Re: from_utc_time gives strange results</title>
      <link>https://community.databricks.com/t5/data-engineering/from-utc-time-gives-strange-results/m-p/114521#M44853</link>
      <description>&lt;P&gt;Hello&amp;nbsp;&lt;a href="https://community.databricks.com/t5/user/viewprofilepage/user-id/155431"&gt;@nielsehlers&lt;/a&gt;!&lt;/P&gt;
&lt;P&gt;Just to clarify,&amp;nbsp;PySpark's &lt;EM&gt;from_utc_timestamp&lt;/EM&gt; converts a UTC timestamp to the specified timezone (in this case it's Europe/Berlin), adjusting the actual timestamp value rather than just setting timezone metadata. This happens because PySpark timestamps are stored as absolute instants (epoch time) without timezone information, and the function recalculates it in the given timezone.&lt;/P&gt;
&lt;P&gt;For more info:&amp;nbsp;&lt;A href="https://spark.apache.org/docs/latest/api/python/reference/pyspark.sql/api/pyspark.sql.functions.from_utc_timestamp.html#pyspark-sql-functions-from-utc-timestamp" target="_self"&gt;pyspark.sql.functions.from_utc_timestamp&lt;/A&gt;&lt;/P&gt;</description>
      <pubDate>Fri, 04 Apr 2025 13:22:39 GMT</pubDate>
      <guid>https://community.databricks.com/t5/data-engineering/from-utc-time-gives-strange-results/m-p/114521#M44853</guid>
      <dc:creator>Advika</dc:creator>
      <dc:date>2025-04-04T13:22:39Z</dc:date>
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