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Converting a url to a bytearray

"http://ccms.ochsner.org/tempfiles/PROO688192010105509AM13688694V001_001.GIF"

Assuming the above is a valid URL, and is all the information I have about the file, how do I use VB.NET to convert it to a ByteArray?

Standard file handling code returns "URI format is not supported".

Thanks in advance!
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The answer provided was the one I needed.  Thanks!