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Mike 'The Situation' Sorrentino

Celebrities and Influencers
Reality TV Stars
Playground →Docs

At 0.97, Samantha Giancola sits at the top of the neighbor set — but the two-peak shape here isn't about a single dominant name. It's about two distinct audience neighborhoods separated by a visible gap.

The first peak is a tight cast cluster: Samantha Giancola (0.97), Ronnie Magro (0.96), Deena Nicole Cortese (0.95), Jenni Farley (JWoww) (0.93), DJ Pauly D (0.93), Nicole Polizzi (0.90), and Vinny Guadagnino (0.86) — all Reality TV Stars, all scoring above 0.86. That's seven of the ten neighbors sharing the center entity's own subcategory, forming one of the more concentrated same-kind clusters the shape can produce. The second peak arrives with Green Day (0.88) and Jersey Shore (0.88), a Musicians and Bands entry and a TV Shows channel respectively, sitting just below the cast group. Kendra Wilkinson (0.87), another Reality TV Star, bridges the two neighborhoods. The secondary peak — a rock band and the show's own channel — suggests the audience carries a distinct cultural layer beyond cast loyalty alone, one that the wider graph at positions 11–50 likely develops further.

The overall shape is an audience anchored tightly to a single cast, with a secondary pull toward rock music and the franchise itself.

Nearest neighbors by audience shape

Cosine similarity over Persona Live audience composition.
"Entities whose overall audience profile most closely matches this one — people who follow one tend to follow the other."

Raw data

Attention graph /similar sample results  (free):
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