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Ezekiel Elliott

Celebrities and Influencers
Athletes
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Nine of Ezekiel Elliott's ten nearest neighbors share his own subcategory — Athletes — making this one of the more same-kind clusters in the data, with scores compressed into a narrow band from 0.90 down to 0.86.

The shape is flat: no single neighbor pulls away from the pack. Jason Witten leads at 0.90, followed closely by JJ Watt at 0.89 and Dez Bryant at 0.89. Emmitt Smith (0.88), Cole Beasley (0.88), and DeMarcus Ware (0.87) continue the run. The one non-athlete in the top 10 is the Dallas Cowboys (0.87), a Sports Team — which fits the same tight orbit. Troy Aikman (0.86), Dak Prescott (0.86), and DeMarco Murray (0.86) round out the set. The subcategory distribution is almost entirely NFL-adjacent, with a strong Cowboys-specific thread running through the majority of the neighbors — Witten, Bryant, Beasley, Smith, Ware, Aikman, Prescott, and Murray all carry that franchise connection.

The flat shape and same-kind composition together indicate an audience defined almost entirely by its relationship to one sport and one franchise, with very little cross-category bleed at the top of the similarity range.

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": "ezekielelliott", "title": "Ezekiel Elliott", "category": "Celebrities and Influencers", "subcategory": "Athletes", "resolved": "ezekielelliott", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "jasonwitten", "title": "Jason Witten", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8967, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "jjwatt", "title": "JJ Watt", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8933, "drivers": [ "P02", "P01", "P06", "P04", "I01" ] }, { "handle": "dezbryant", "title": "Dez Bryant", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8868, "drivers": [ "P02", "P06", "P01", "P04", "A02" ] }, { "handle": "emmittsmith22", "title": "Emmitt Smith", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8815, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "bease11", "title": "Cole Beasley", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8795, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "demarcusware", "title": "DeMarcus Ware", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8747, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "dallascowboys", "title": "Dallas Cowboys", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.8661, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "troyaikman", "title": "Troy Aikman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8642, "drivers": [ "P02", "P06", "P01", "I01", "P04" ] }, { "handle": "dak", "title": "Dak Prescott", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8619, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] }, { "handle": "demarcomurray", "title": "DeMarco Murray", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8593, "drivers": [ "P02", "P06", "P01", "P04", "I01" ] } ] }
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