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You're reading from  Artificial Intelligence for IoT Cookbook

Product typeBook
Published inMar 2021
Reading LevelIntermediate
PublisherPackt
ISBN-139781838981983
Edition1st Edition
Languages
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Author (1)
Michael Roshak
Michael Roshak
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Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.
Read more about Michael Roshak

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Tumbling

Tumbling window functions group data streams into time segments (as shown in the following diagram). Tumbling windows means that the window does not repeat or overlap data from one segment waterfall into the next:

Stream Analytics

In Stream Analytics, one way to use a tumbling window to count the events that happen every 10 seconds would be to do the following:

SELECT EventTime, Count(*) AS Count
FROM DeviceStream TIMESTAMP BY CreatedAt
GROUP by EventTime, TumbelingWindow(minuites, 10)

Spark 

In Spark, to do the same count of events happening every 10 minutes, you would do the following:

from pyspark.sql.functions import * 
windowedDF
= eventsDF.groupBy(window("eventTime", "10 minute")).count()
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Published in: Mar 2021Publisher: PacktISBN-13: 9781838981983
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Author (1)

author image
Michael Roshak

Michael Roshak is a cloud architect and strategist with extensive subject matter expertise in enterprise cloud transformation programs and infrastructure modernization through designing, and deploying cloud-oriented solutions and architectures. He is responsible for providing strategic advisory for cloud adoption, consultative technical sales, and driving broad cloud services consumption with highly strategic accounts across multiple industries.
Read more about Michael Roshak