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Automate WebBrowser File Download Dialog

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I am trying to seamlessly download a csv file using web browser control. I can't use WebClient DownloadFile method nor HttpWebRequest because the files doesn't actually exists, its dynamically generated file with indirect download link. If I navigate to dynamic url webbrowser shows File Download Dialog which I want to automate without letting the user to see it.

Your help will be greatly appreciated.

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