The top 10 neighbors for David Lynch span film trade publications, art institutions, independent film infrastructure, and human-rights organizations — a cross-kind mix with no single dominant cluster and scores compressed between 0.95 and 0.98.

Similarity here measures how closely two entities' audiences resemble each other in composition. The shape is flat: Janus Films leads at 0.98, followed by Criterion Collection at 0.97 and IndieWire at 0.97, but the gap between first and tenth is narrow enough that no single neighbor stands apart structurally. The subcategory breakdown across the top 10 is telling: three are Marketing Channels (a website, a news publisher, and a magazine — IndieWire, VICE, and Variety), two are Film Studios (Janus Films and IFC Films — though IFC Films falls just outside the top 10 proper), one is Entertainment (Criterion Collection), one is Events and Awards (Sundance Film Festival), one is an Actor (Lena Dunham), one is a Comedian (Margaret Cho), and one is Education (Guggenheim Museum). No other Directors appear in the top 10.

The cross-kind character is the defining feature: Lynch's nearest audiences are shaped primarily by film criticism infrastructure, art-world institutions, and independent media — not by other directors. The lone human-rights organization (Al Jazeera English at 0.96 sits at position 9) and the presence of comedians and actors alongside film-festival brands suggest an audience that moves across cultural and civic registers simultaneously.

This flat, cross-kind pattern points to an audience defined less by a single content category than by a consistent orientation toward independent, arts-adjacent, and critically engaged media.