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In this video tutorial, Anthony from pretty printed discusses how to use annotate in Django. He explains that while aggregate condenses data down to a single value, annotate aggregates across different rows and appends the result to individual rows. Annotate does not reduce everything to one value like aggregate does. Anthony will demonstrate this concept by showing the raw queries being generated in the video.