How can I set up geo reads in an Azure Cosmos DB application

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So it would seem that if I use a connection policy with preferred locations the read requests will use the locations in order specified in that preference...regardless of the geographic location of the request. If I do not use the preferred location property, then the reads all come from the write location. How do I set up to application to do reads using the closest geographic data center to the request?

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