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Red Roof PLUS+

Hospitality & Lodging
Budget
Playground →Docs

The top 10 neighbors for Red Roof PLUS+ span politicians, athletes, a brewery, a smoothie chain, an auto repair service, a website, a women's apparel category, and one fellow budget lodging property — a mix that crosses nearly every category boundary in the controlled vocabulary.

The shape is flat: scores run from 0.72 down to 0.69 with no single neighbor pulling away from the pack. Keisha Lance Bottoms leads at 0.72, followed closely by Smoothie King (0.72), Malcolm Jenkins (0.72), and SweetWater Brewery (0.71). None of these four share Red Roof PLUS+'s subcategory of Budget lodging. The one neighbor that does — HomeTowne Studios, also classified as Budget — sits at 0.71, essentially tied with the rest. Rounding out the top 10 are CNN Religion (0.71), Classic Collision Inc (0.70), Women's Apparel (0.70), and Simone Biles (0.69) and Bakari Sellers (0.69).

Tallying subcategories across the 10: Politicians (2), Athletes (2), Budget lodging (1), Juice and Smoothies (1), Breweries (1), Websites (1), Maintenance and Repair Services (1), and Womens Apparel (1). No single subcategory dominates. The cross-kind character of this cluster — politicians and athletes alongside a smoothie chain and an auto shop — indicates that Red Roof PLUS+'s audience shape is defined by something structural rather than by category affinity with other lodging brands.

The flat, cross-category spread suggests this audience is a broadly shared demographic profile that multiple unrelated entities happen to draw in similar proportions.

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": "red-roof-plus", "title": "Red Roof PLUS+", "category": "Hospitality & Lodging", "subcategory": "Budget", "resolved": "red-roof-plus", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "keishabottoms", "title": "Keisha Lance Bottoms", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.7206, "drivers": [ "E02", "Q04", "H03", "Q02", "I04" ] }, { "handle": "smoothie-king", "title": "Smoothie King", "category": "Restaurants & Eateries", "subcategory": "Juice and Smoothies", "similarity": 0.7161, "drivers": [ "M01", "N03", "K01", "M03", "L02" ] }, { "handle": "malcolmjenkins", "title": "Malcolm Jenkins", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.7158, "drivers": [ "Q04", "N03", "E02", "Q02", "M01" ] }, { "handle": "sweetwaterbrew", "title": "SweetWater Brewery", "category": "Brands", "subcategory": "Breweries", "similarity": 0.7105, "drivers": [ "H03", "N03", "E02", "I04", "Q04" ] }, { "handle": "hometowne-studios", "title": "HomeTowne Studios", "category": "Hospitality & Lodging", "subcategory": "Budget", "similarity": 0.71, "drivers": [ "I04", "H03", "N03", "M01", "K01" ] }, { "handle": "cnnbelief", "title": "CNN Religion", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.7082, "drivers": [ "Q04", "N03", "E02", "M01", "I04" ] }, { "handle": "classic-collision-inc", "title": "Classic Collision Inc", "category": "Automotive", "subcategory": "Maintenance and Repair Services", "similarity": 0.7038, "drivers": [ "N03", "Q04", "L02", "M01", "M03" ] }, { "handle": "women-s-apparel", "title": "Women's Apparel", "category": "Apparel", "subcategory": "Womens Apparel", "similarity": 0.7031, "drivers": [ "Q04", "E02", "N03", "M01", "A04" ] }, { "handle": "simone_biles", "title": "Simone Biles", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.6949, "drivers": [ "Q04", "E02", "H03", "N01", "E06" ] }, { "handle": "bakari_sellers", "title": "Bakari Sellers", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.6918, "drivers": [ "E02", "Q04", "N03", "H03", "Q02" ] } ] }
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