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In this video tutorial, Anthony from Pretty Printed explains how to use annotate in Django. Annotate is similar to aggregate, but it serves a different purpose. While aggregate condenses data to a single value, annotate does not reduce everything to one value. Instead, it aggregates across rows and appends the result to individual rows. Anthony will demonstrate this concept by showing the raw queries being generated in the video.