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In this video tutorial, Anthony from pretty printed explains how to use annotate in Django. Annotate is similar to aggregate, using similar functions, but serves a different purpose. With aggregate, data is condensed to a single value, while with annotate, data is not reduced to one value. Instead, annotate aggregates across rows and appends the result to individual rows. Anthony will demonstrate this concept by showing the raw queries generated in the video.