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A Million Little Things

Marketing Channels
TV Shows
Playground →Docs

Actors and TV personalities dominate the top 10 neighbors for A Million Little Things, but the set fans out well beyond the drama's own genre — no other TV show appears among the ten closest matches.

The shape is broad: eight of the ten neighbors score above 0.72, and no single entity pulls far ahead of the rest. Justin Hartley leads at 0.81, followed by Chrissy Metz at 0.76 — both actors, both associated with ensemble broadcast dramas. Guy Fieri (0.76) and Drew Scott (0.75) are TV personalities, not actors, yet their audiences land nearly as close. That four of the top five neighbors are television-facing celebrities — two actors, two personalities — points to a viewer base shaped by broadcast TV habits broadly, not by drama fandom specifically. The fifth neighbor, Speedy Cafe (0.74), a gas station brand, is the first cross-category signal: the audience overlaps with everyday convenience retail at roughly the same level it overlaps with recognizable TV faces. Tim Hortons (0.73), Aldi USA (0.72), and Steak 'n Shake (0.72) reinforce that pattern — QSR, grocery, and fast casual dining all register within a few hundredths of the top actors. MLB Network (0.72) and Andrew McCutchen (0.72) round out the ten, introducing a sports-media thread that runs through much of the wider neighbor set.

The breadth of this cluster — spanning actors, TV personalities, convenience retail, grocery, dining, and sports media within a tight 0.09-point band — suggests an audience whose shape is defined less by genre loyalty than by mainstream, middle-American consumption patterns.

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": "amillionabc", "title": "A Million Little Things", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "amillionabc", "k": 10, "shape": "broad", "filter": null, "results": [ { "handle": "justinhartley", "title": "Justin Hartley", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.8074, "drivers": [ "N03", "P04", "A02", "D03", "P02" ] }, { "handle": "chrissymetz", "title": "Chrissy Metz", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.7569, "drivers": [ "N03", "P04", "D03", "P02", "P06" ] }, { "handle": "guyfieri", "title": "Guy Fieri", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7566, "drivers": [ "N03", "A02", "P03", "P02", "D03" ] }, { "handle": "mrdrewscott", "title": "Drew Scott", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.7501, "drivers": [ "N03", "P03", "A02", "P02", "G01" ] }, { "handle": "speedy-cafe", "title": "Speedy Cafe", "category": "Convenience & Fuel", "subcategory": "Gas Stations", "similarity": 0.7392, "drivers": [ "N03", "A02", "O01", "P04", "P02" ] }, { "handle": "tim-hortons", "title": "Tim Hortons", "category": "Restaurants & Eateries", "subcategory": "QSR", "similarity": 0.7261, "drivers": [ "N03", "D03", "P03", "A02", "P02" ] }, { "handle": "aldiusa", "title": "Aldi Usa", "category": "Brands", "subcategory": "Grocery and Superstores", "similarity": 0.7244, "drivers": [ "N03", "O01", "Q06", "A02", "P03" ] }, { "handle": "steak-n-shake", "title": "Steak 'n Shake", "category": "Restaurants & Eateries", "subcategory": "Fast Casual Dining", "similarity": 0.7226, "drivers": [ "N03", "P03", "O01", "P02", "P04" ] }, { "handle": "mlbnetwork", "title": "MLB Network", "category": "Marketing Channels", "subcategory": "TV Channels", "similarity": 0.7195, "drivers": [ "N03", "D03", "A02", "O01", "F03" ] }, { "handle": "thecutch22", "title": "Andrew Mccutchen", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.719, "drivers": [ "O01", "D03", "P03", "P02", "Q06" ] } ] }
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