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John Ratcliffe

Celebrities and Influencers
Government Officials
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John Ratcliffe's ten nearest neighbors by audience shape are TV personalities, journalists, and politicians — not other government officials. The scores span a narrow band from 0.9625 to 0.9751, confirming the flat shape: no single neighbor dominates, and the cluster holds together as a type rather than a hierarchy.

Similarity here measures how closely two entities' audiences resemble each other in composition, not thematic overlap. The top three — Gregg Jarrett (0.98), Sara A. Carter (0.97), and John Solomon (0.97) — are all journalists, making that subcategory the leading edge of the cluster. TV personalities follow immediately: Eric Bolling (0.97), Laura Ingraham (0.96), Monica Crowley (0.96), Janice Dean (0.96), and Jesse Watters (0.96) account for five of the ten slots. Politicians round out the set — Mark Meadows (0.97) and Tom Fitton (0.96). No other government official appears in the top 10; Ratcliffe's own subcategory is entirely absent from it.

The pattern is cross-kind throughout: the audience that follows a government official here looks structurally identical to the audiences following TV commentators and right-leaning journalists, with politicians as a secondary layer and no government-official peers in sight.

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": "johnratcliffe", "title": "John Ratcliffe", "category": "Celebrities and Influencers", "subcategory": "Government Officials", "resolved": "johnratcliffe", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "greggjarrett", "title": "Gregg Jarrett", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9751, "drivers": [ "K02", "K01", "J02", "J05", "Q01" ] }, { "handle": "saracarterdc", "title": "Sara A. Carter", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9711, "drivers": [ "K02", "K01", "J02", "J05", "H04" ] }, { "handle": "jsolomonreports", "title": "John Solomon", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9706, "drivers": [ "K02", "K01", "J02", "J05", "Q01" ] }, { "handle": "markmeadows", "title": "Mark Meadows", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9696, "drivers": [ "K02", "K01", "J02", "J05", "Q01" ] }, { "handle": "ericbolling", "title": "Eric Bolling", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9674, "drivers": [ "K02", "J02", "K01", "J05", "Q01" ] }, { "handle": "tomfitton", "title": "Tom Fitton", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9647, "drivers": [ "K02", "K01", "J02", "J05", "I01" ] }, { "handle": "ingrahamangle", "title": "Laura Ingraham", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9646, "drivers": [ "K02", "K01", "J05", "J02", "Q01" ] }, { "handle": "monicacrowley", "title": "Monica Crowley", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9639, "drivers": [ "K02", "J02", "K01", "J05", "Q01" ] }, { "handle": "janicedean", "title": "Janice Dean", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9633, "drivers": [ "K02", "K01", "J02", "Q01", "E03" ] }, { "handle": "jessebwatters", "title": "Jesse Watters", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9625, "drivers": [ "K02", "K01", "J02", "J05", "Q01" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: