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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 serves a different purpose. While aggregate condenses data in a table to a single value, annotate aggregates across different rows and appends the result to individual rows. This provides additional information without reducing everything to one value. Anthony will demonstrate this concept with raw queries in the video.