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Vicki Gunvalson

Celebrities and Influencers
Reality TV Stars
Playground →Docs

Two neighbors pull sharply ahead of the rest: Tamra Judge at 0.92 and Heather Dubrow at 0.91 — both Reality TV Stars — form a tight cluster that sits well above every other neighbor in the top 10. That gap to the third-ranked neighbor, Dan Abrams at 0.74, is the defining structural feature of Vicki Gunvalson's audience shape.

The shape is two-peak, but the second peak is diffuse rather than sharp. After the Reality TV Star pair, the remaining eight neighbors span TV Personalities (Dan Abrams, 0.74; Jim Cantore, 0.70; Drew Scott, 0.70; Kathie Lee Gifford, 0.69), fellow Reality TV Stars (Caroline Manzo, 0.72; Melissa Gorga, 0.70; Teresa Giudice, 0.68), a TV Show (Outlander, 0.69), and a single Actor (Sam Heughan, 0.66). Tallying the subcategories: five of the ten neighbors are Reality TV Stars, four are TV Personalities, and one is an Actor — no TV Channels, no Journalists, no Politicians appear in the top 10. The second cluster is less a coherent spike than a broad band of mainstream television-adjacent audiences, anchored by Bravo-adjacent reality figures and general-interest TV personalities.

The overall picture is an audience tightly defined by a specific corner of reality television at the top, with a secondary pull toward the wider world of cable TV viewership.

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": "vgunvalson", "title": "Vicki Gunvalson", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "resolved": "vgunvalson", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "tamrajudgeoc", "title": "Tamra Judge", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9195, "drivers": [ "H04", "N03", "P04", "P03", "C05" ] }, { "handle": "heatherdubrow", "title": "Heather Dubrow", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9104, "drivers": [ "N03", "H04", "P04", "P03", "C05" ] }, { "handle": "danabrams", "title": "Dan Abrams", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.735, "drivers": [ "N03", "P04", "H04", "P03", "A06" ] }, { "handle": "carolinemanzo", "title": "Caroline Manzo", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.7183, "drivers": [ "H04", "P04", "A06", "C05", "N03" ] }, { "handle": "melissagorga", "title": "Melissa Gorga", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.704, "drivers": [ "H04", "A06", "N03", "C05", "P04" ] }, { "handle": "jimcantore", "title": "Jim Cantore", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.6998, "drivers": [ "N03", "P04", "P03", "A06", "Q01" ] }, { "handle": "mrdrewscott", "title": "Drew Scott", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.6982, "drivers": [ "N03", "H04", "P03", "P04", "A06" ] }, { "handle": "outlander_starz", "title": "Outlander", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.6918, "drivers": [ "N03", "P04", "H04", "P03", "A06" ] }, { "handle": "kathielgifford", "title": "Kathie Lee Gifford", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.6865, "drivers": [ "N03", "H04", "P04", "A06", "P03" ] }, { "handle": "teresa_giudice", "title": "Teresa Giudice", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.6842, "drivers": [ "N03", "H04", "P04", "A06", "C05" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: