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Lisa Vanderpump

Celebrities and Influencers
Reality TV Stars
Playground →Docs

At 0.93, Kyle Richards is the strongest pull in Lisa Vanderpump's top 10 — and right behind her at 0.92 sits WWHL, a TV show, forming a clear two-peak structure: one peak in fellow Reality TV Stars, the other in Bravo-ecosystem programming.

The shape is two-peak, and the two clusters are distinct. The Reality TV Stars peak groups Kyle Richards (0.93), Brandi Glanville (0.84), and Bethenny Frankel (0.81) — all three sharing Vanderpump's own subcategory. The second peak is the Bravo media infrastructure itself: WWHL (0.92) and Bravo (0.79) as a TV channel. These two clusters are not the same thing — one is talent, the other is the network — and the audience sits squarely at their intersection. Bridging them is Andy Cohen (0.79), a TV Personality who functions as the connective tissue between the cast and the channel. Further out, Bobby Flay (0.78) and Caroline Manzo (0.77) extend the neighbor set into food-adjacent TV Personalities and a fourth Reality TV Star, respectively. The lone outlier in the top 10 is Joel Comm (0.74), a Tech Personality whose presence among otherwise Bravo-centric neighbors is the set's most structurally unexpected entry.

The overall picture is an audience defined by the overlap of Bravo reality talent and the network's own programming — a tight, franchise-shaped cluster with one anomalous signal at its edge.

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):
{ "handle": "lisavanderpump", "title": "Lisa Vanderpump", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "resolved": "lisavanderpump", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "kylerichards", "title": "Kyle Richards", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9311, "drivers": [ "J02", "H04", "A06", "M01", "G01" ] }, { "handle": "bravowwhl", "title": "WWHL", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9222, "drivers": [ "J02", "A06", "H04", "M01", "G01" ] }, { "handle": "brandiglanville", "title": "Brandi Glanville", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8395, "drivers": [ "J02", "H04", "A06", "M01", "G01" ] }, { "handle": "bethenny", "title": "Bethenny Frankel", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8085, "drivers": [ "J02", "G01", "A02", "J04", "H04" ] }, { "handle": "andy", "title": "Andy Cohen", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7947, "drivers": [ "G01", "J02", "A02", "M01", "J04" ] }, { "handle": "bravotv", "title": "Bravo", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.7865, "drivers": [ "J02", "G01", "H04", "M01", "A02" ] }, { "handle": "bflay", "title": "Bobby Flay", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7815, "drivers": [ "J02", "H04", "G01", "M01", "A06" ] }, { "handle": "carolinemanzo", "title": "Caroline Manzo", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.7705, "drivers": [ "H04", "M01", "J02", "A06", "C05" ] }, { "handle": "joelcomm", "title": "Joel Comm", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.7404, "drivers": [ "J02", "J04", "G01", "M01", "H04" ] }, { "handle": "katiecouric", "title": "Katie Couric", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.7203, "drivers": [ "J02", "G01", "A02", "J04", "M01" ] } ] }
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