The National Agricultural Statistics Service includes breakdowns of state, county, and congressional districts agricultural statistics. This site also includes things like census of aquaculture, irrigation and water management and on-farm energy production statistics.
Here is a link to the main Home Page.
This is the Full Census of Agriculture report.
And, here is The Executive Summary, which was released in April 2019, data is from 2017.
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