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The top 10 neighbors for Amy Dumas are overwhelmingly fellow athletes, with scores compressed into a narrow band from 0.98 to 0.99 — the defining feature of a flat shape, where no single neighbor stands out and the cluster's composition tells the story.
Seven of the ten neighbors carry the Athletes subcategory: CJ "Lana" Perry (0.99), Tenille Dashwood (0.99), Leah Van Dale (0.98), Nic Nemeth (0.98), Chris Jericho (0.98), Daniel Bryan (0.98), and Samoa Joe (0.98). The three exceptions are Miro (Technology, 0.98), Maryse Mizanin (Reality TV Stars, 0.98), and WWE Network (TV Channels, 0.98). All three sit within two hundredths of a point of the top neighbor — the band is genuinely tight. The presence of a TV channel and a Reality TV Star alongside the athlete cluster suggests the audience extends slightly into WWE media consumption broadly, not just individual performer fandom, but athletes remain the dominant neighbor type by count.
The flat shape here reflects an audience that is deeply embedded in a single ecosystem — professional wrestling — with no meaningful pull toward any outside cluster.
