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For the data files themselves, NetCDF is extremely popular file format for meteorological data which is typically associated with one or more standards like the CF conventions, or ACDD. There are also standards in the sense of transport standards for data as a service which is what I think you mean. The OGC standards have been mentioned above, and are ...

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