I want to know all the GO terms of the genes on my list, not just the enriched ones, how would I do?

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Use this template, and choose the constraint to be your list of interest. In the report table find the column called "Ontology Term Name". Click the "column summary" icon (looks like a histogram) and click "save" in the dialog box. That will download all the GO terms and the numbers of genes belong to each term.