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Deferred Revenue and Performance Obligations
3 Months Ended
Mar. 31, 2019
Revenue from Contract with Customer [Abstract]  
Deferred Revenue and Performance Obligations Deferred Revenue and Performance Obligations

Revenues recognized during the three months ended March 31, 2019 from amounts included in deferred revenue as of December 31, 2018 were $569.9 million. Revenues recognized during the three months ended March 31, 2018, from amounts included in deferred revenue as of December 31, 2017 were $479.2 million.

Transaction Price Allocated to the Remaining Performance Obligations

Transaction price allocated to remaining performance obligations represents contracted revenue that has not yet been recognized, which includes deferred revenue and non-cancelable amounts that will be invoiced and recognized as revenues in future periods. We apply the practical expedient in accordance with Topic 606 to exclude amounts related to professional services contracts that are on a time-and-material basis. Our professional services contracts typically have a remaining duration of one year or less.

As of March 31, 2019, the total remaining non-cancelable performance obligations under our contracts with customers was approximately $5.1 billion and we expect to recognize revenues on approximately 50% of these remaining performance obligations over the following 12 months, with the balance to be recognized thereafter.