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When I promoted dark knight it just shows all other super hero movies when I really like Nolan movies more than other action hero movies.

You can check out the features that increased, as we're using not only the director, but tags and other movie features in the model.

All of this is configurable, of course, so you can adjust the behaviour to your use case