The top 10 neighbors for Hilary Duff are dominated by musicians and beauty brands — not fellow actors. Seven of the ten are subcategorized as Musicians and Bands, two are Beauty brands, and one is an Entertainment Platform; no other Actor appears in the top 10.

The shape is flat: scores run from 0.9103 to 0.9517, a spread of roughly four points with no single neighbor pulling sharply ahead. Nick Jonas (0.95) and Joe Jonas (0.95) sit at the top, followed closely by Demi Lovato (0.94), Selena Gomez (0.93), and Kevin Jonas (0.92) — all Musicians and Bands. Paramore (0.91) and Zayn Malik (0.91) extend that cluster to seven. The two Beauty entries — ColourPop Cosmetics (0.92) and Anastasia Beverly Hills (0.91) — sit mid-cluster rather than as outliers. Nintendo of America (0.92) is the sole non-celebrity, non-beauty neighbor in the set.

The overall picture is an audience shaped primarily by pop-music fandom and beauty consumption, with the actor dimension largely absent from the nearest ten neighbors.