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I am not aware of a specific database for analyst estimates.
Personally I store the daily economic calendar for global events. That gives you DOE Crude Oil estimates on Wednesdays. Cumbersome to filter that information only though.
Trading: Primarily Energy but also a little Equities, Fixed Income, Metals and Crypto.
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The Energy Metro Desk has exactly what you are asking for with regards to Natural Gas but not Crude.
I know this isn't any help, but I mention it because I believe they are about to start doing Crude as well, so in the future it will be available.
