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Michael Irvin

Celebrities and Influencers
Athletes
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Eight of Michael Irvin's ten nearest neighbors are fellow athletes, and the top four — Emmitt Smith (0.97), Dez Bryant (0.96), DeMarco Murray (0.93), and DeMarcus Ware (0.93) — form a tight band that separates clearly from the rest of the set. That gap between the top cluster and the remaining six neighbors is the structural story the two-peak shape captures.

The top cluster is almost entirely Cowboys-connected athletes: Emmitt Smith and Troy Aikman are fellow members of the 1990s dynasty; Dez Bryant, DeMarco Murray, DeMarcus Ware, Dak Prescott, and Cole Beasley are more recent Cowboys players. Deandre Hopkins (0.90) is the one athlete in the top 10 without a Cowboys affiliation by subcategory alone. The second peak of the shape is the Cowboys franchise itself — Dallas Cowboys (0.89) and Blogging The Boys (0.87), a Cowboys-focused blog — which anchors the organizational side of the same audience. Troy Aikman (0.86) and Cole Beasley (0.86) round out the ten, keeping the set almost entirely within one franchise's orbit. No non-sports entities appear anywhere in the top 10.

The shape reveals an audience defined tightly by a single franchise ecosystem rather than by football fandom broadly.

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": "michaelirvin88", "title": "Michael Irvin", "category": "Celebrities and Influencers", "subcategory": "Athletes", "resolved": "michaelirvin88", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "emmittsmith22", "title": "Emmitt Smith", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9657, "drivers": [ "P06", "P02", "P01", "P04", "O04" ] }, { "handle": "dezbryant", "title": "Dez Bryant", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9589, "drivers": [ "P06", "P02", "P01", "O04", "P04" ] }, { "handle": "demarcomurray", "title": "DeMarco Murray", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9343, "drivers": [ "P06", "P02", "P01", "P04", "O04" ] }, { "handle": "demarcusware", "title": "DeMarcus Ware", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9325, "drivers": [ "P06", "P02", "P01", "P04", "O04" ] }, { "handle": "deandrehopkins", "title": "Deandre Hopkins", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9019, "drivers": [ "P02", "P06", "P04", "O04", "F02" ] }, { "handle": "dallascowboys", "title": "Dallas Cowboys", "category": "Organizations", "subcategory": "Sports Teams", "similarity": 0.8947, "drivers": [ "P06", "P02", "P01", "P04", "F02" ] }, { "handle": "dak", "title": "Dak Prescott", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8913, "drivers": [ "P06", "P02", "P01", "P04", "O04" ] }, { "handle": "bloggingtheboys", "title": "Blogging The Boys", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.8736, "drivers": [ "P06", "P02", "P01", "P04", "F02" ] }, { "handle": "troyaikman", "title": "Troy Aikman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.8605, "drivers": [ "P06", "P01", "P02", "I01", "P04" ] }, { "handle": "bease11", "title": "Cole Beasley", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.858, "drivers": [ "P06", "P02", "P01", "P04", "F02" ] } ] }
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