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Guardian Science

Marketing Channels
News Publishers
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Guardian Science's top 10 neighbors span five distinct subcategories — magazines, websites, non-profits, news publishers, and podcasts — with no single type dominating and scores compressed into a narrow band from 0.93 to 0.95.

The shape is flat: Scientific American leads at 0.95, but Upworthy (0.94), ProPublica (0.94), New Scientist (0.94), and Medium (0.94) follow within a fraction of a point. No single neighbor pulls away from the pack. Tallying the subcategories across all ten: four are websites (Upworthy, Medium, Slate, MediaShift), two are magazines (Scientific American, New Scientist), two are news publishers (Nature News & Comment, Reuters Science News), one is a non-profit (ProPublica), and one is a podcast (NPR's Planet Money). Guardian Science's own subcategory — News Publishers — accounts for only two of the ten neighbors, meaning the audience shape is defined less by fellow news publishers than by a broader mix of science magazines, general-interest websites, and public-radio programming. The one individual in the top 10 is Ed Yong (0.94), an author — the sole Celebrities and Influencers entry in the set.

The flat, cross-kind distribution suggests an audience that moves fluidly across formats — print science media, long-form web writing, investigative non-profit journalism, and public radio — rather than clustering tightly around any single channel type.

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": "guardianscience", "title": "Guardian Science", "category": "Marketing Channels", "subcategory": "News Publishers", "resolved": "guardianscience", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "sciam", "title": "Scientific American", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9526, "drivers": [ "A02", "G03", "G01", "J04", "N03" ] }, { "handle": "upworthy", "title": "Upworthy", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9434, "drivers": [ "A02", "G01", "G03", "N03", "I01" ] }, { "handle": "propublica", "title": "ProPublica", "category": "Organizations", "subcategory": "Non-Profit", "similarity": 0.9402, "drivers": [ "A02", "G03", "G01", "I01", "J04" ] }, { "handle": "newscientist", "title": "New Scientist", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.9399, "drivers": [ "A02", "G03", "G01", "J04", "I01" ] }, { "handle": "medium", "title": "Medium", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.939, "drivers": [ "A02", "G01", "G03", "I01", "J04" ] }, { "handle": "slate", "title": "Slate", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9387, "drivers": [ "A02", "G01", "G03", "I01", "J04" ] }, { "handle": "mediashiftorg", "title": "MediaShift", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.9376, "drivers": [ "A02", "G03", "G01", "J04", "I01" ] }, { "handle": "edyong209", "title": "Ed Yong", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9374, "drivers": [ "A02", "G03", "G01", "J04", "I01" ] }, { "handle": "planetmoney", "title": "NPR's Planet Money", "category": "Marketing Channels", "subcategory": "Podcasts and Radio", "similarity": 0.9365, "drivers": [ "A02", "G03", "G01", "N03", "J04" ] }, { "handle": "naturenews", "title": "Nature News & Comment", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.9343, "drivers": [ "G03", "A02", "G01", "J04", "H04" ] } ] }
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