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TGI Fridays

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TGI Fridays' top 10 neighbors split almost evenly between casual-dining restaurants and professional wrestling athletes — a cross-kind pairing that defines the shape of this audience.

Similarity here measures how closely two entities' audience compositions resemble each other. The top 10 span a narrow band from 0.95 down to 0.93, consistent with the flat shape: no single neighbor dominates, and the scores cluster tightly rather than tapering off from one standout.

On the brand side, Dollar Tree (0.95) and Walmart (social) (0.95) lead the set, followed by Quiznos (social) (0.94) and Tropicana (0.93). The restaurant neighbors — IHOP (social) (0.93), Red Robin (0.93), and Red Lobster (0.93) — confirm that TGI Fridays' audience does overlap with its own subcategory, but those peers sit no closer than the grocery and superstore brands at the top.

The more structurally notable finding is the athletes cluster. Kofi Kingston (0.94) and Mark Henry (0.93) are the highest-scoring athletes in the set, and Booker T. Huffman (0.93) follows closely. All three are subcategorized as Athletes — and given the broader neighbor list, the pattern points clearly toward professional wrestling rather than sport in general. WWE NXT (0.93), a TV Show, reinforces that same cluster within the top 10.

The flat shape means no single neighbor or category pulls decisively ahead; instead, the audience is shared across value retail, casual dining, packaged food, and wrestling fandom in roughly equal measure.

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": "tgifridays", "title": "TGI Fridays", "category": "Brands", "subcategory": "Restaurant", "resolved": "tgifridays", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "dollartree", "title": "Dollar Tree", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.9525, "drivers": [ "Q05", "O03", "Q08", "Q02", "N04" ] }, { "handle": "walmart_social", "title": "Walmart (social)", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.9453, "drivers": [ "Q05", "O03", "Q08", "N04", "Q02" ] }, { "handle": "quiznos_social", "title": "Quiznos (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9429, "drivers": [ "Q05", "Q08", "O04", "O03", "Q02" ] }, { "handle": "truekofi", "title": "Kofi Kingston", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9377, "drivers": [ "Q05", "O03", "Q08", "O04", "Q02" ] }, { "handle": "themarkhenry", "title": "Mark Henry", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9345, "drivers": [ "Q05", "Q08", "O03", "O04", "N04" ] }, { "handle": "tropicana", "title": "Tropicana", "category": "Brands", "subcategory": "Beverages", "similarity": 0.9331, "drivers": [ "Q05", "O03", "Q08", "O04", "Q02" ] }, { "handle": "ihop_social", "title": "IHOP (social)", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.931, "drivers": [ "Q05", "Q08", "O03", "G01", "A02" ] }, { "handle": "bookert5x", "title": "Booker T. Huffman", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9304, "drivers": [ "Q05", "Q08", "O03", "O04", "Q02" ] }, { "handle": "redrobinburgers", "title": "Red Robin", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.93, "drivers": [ "Q08", "Q05", "O03", "G01", "Q02" ] }, { "handle": "redlobster", "title": "Red Lobster", "category": "Brands", "subcategory": "Restaurant", "similarity": 0.9299, "drivers": [ "Q05", "Q08", "O04", "O03", "Q02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: