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Brandi Glanville

Celebrities and Influencers
Reality TV Stars
Playground →Docs

Seven of Brandi Glanville's ten nearest neighbors by audience shape are fellow Reality TV Stars — a same-kind concentration that is the defining structural fact of this graph.

The shape is broad, meaning no single neighbor dominates; scores descend gradually from Kyle Richards at 0.87 through Lisa Vanderpump at 0.84, Caroline Manzo at 0.78, Melissa Gorga at 0.73, and Tamra Judge at 0.68, with Heather Dubrow (0.67) and Jacqueline Laurita (0.66) closing out the Reality TV Stars cluster. The two remaining neighbors are TV Shows — WWHL at 0.79 and PUMP RULES at 0.67 — both Bravo-adjacent properties that fit the same franchise ecosystem. The lone departure from that pattern is TV Personality Kelly Ripa at 0.70, the only neighbor outside the reality-TV orbit in the top 10.

The absence of any cross-category surprises in the top 10 — no musicians, no athletes, no news figures — points to an audience whose shape is tightly defined by the Bravo reality-TV universe rather than by any broader celebrity or entertainment interest.

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": "brandiglanville", "title": "Brandi Glanville", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "resolved": "brandiglanville", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "kylerichards", "title": "Kyle Richards", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8709, "drivers": [ "J02", "H04", "A06", "M01", "G01" ] }, { "handle": "lisavanderpump", "title": "Lisa Vanderpump", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.8395, "drivers": [ "J02", "H04", "A06", "M01", "G01" ] }, { "handle": "bravowwhl", "title": "WWHL", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.7901, "drivers": [ "J02", "A06", "H04", "F04", "M01" ] }, { "handle": "carolinemanzo", "title": "Caroline Manzo", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.7815, "drivers": [ "H04", "A06", "J02", "M01", "C05" ] }, { "handle": "melissagorga", "title": "Melissa Gorga", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.7309, "drivers": [ "H04", "A06", "M01", "C05", "J02" ] }, { "handle": "kellyripa", "title": "Kelly Ripa", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7021, "drivers": [ "H04", "J02", "A06", "K02", "M01" ] }, { "handle": "tamrajudgeoc", "title": "Tamra Judge", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.6814, "drivers": [ "H04", "J02", "A06", "C05", "Q07" ] }, { "handle": "pumprules", "title": "PUMP RULES", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.6749, "drivers": [ "F04", "J02", "H04", "A06", "K02" ] }, { "handle": "heatherdubrow", "title": "Heather Dubrow", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.6674, "drivers": [ "H04", "J02", "A06", "C05", "K02" ] }, { "handle": "jaclaurita", "title": "Jacqueline Laurita", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.6635, "drivers": [ "H04", "A06", "C05", "M01", "J02" ] } ] }
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