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IFLScience

Marketing Channels
Websites
Playground →Docs

The top 10 neighbors for IFLScience span research organizations, science magazines, news publishers, and a politician — a genuinely mixed cluster with no single subcategory dominating and scores compressed into a narrow band from 0.84 to 0.89.

The shape is flat. CERN leads at 0.89, followed by News from Science (0.87) and National Geographic (0.86) — but none of these pull far enough ahead to anchor the cluster on their own. Science-adjacent magazines account for three of the top 10: National Geographic, Discover Magazine (0.85), and National Geographic Magazine (0.85). Two news publishers appear — News from Science and Science News (0.84). The most structurally notable entry is Mazie Hirono (0.86), a politician sitting at position four, ahead of several science-focused outlets. CleanTechnica (0.84) is the only other website in the top 10 — IFLScience's own subcategory — making this a predominantly cross-kind cluster. WIRED Science (0.84) and Schneier Blog (0.84) round out the set, adding a magazine and a blog to the mix.

The flat shape and cross-kind composition together suggest IFLScience's audience is defined less by loyalty to a single content format than by a consistent interest profile that cuts across science publishing, news, and civic engagement.

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": "iflscience", "title": "IFLScience", "category": "Marketing Channels", "subcategory": "Websites", "resolved": "iflscience", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "cern", "title": "CERN", "category": "Organizations", "subcategory": "Research Organizations", "similarity": 0.8907, "drivers": [ "N03", "G03", "J04", "G01", "A02" ] }, { "handle": "newsfromscience", "title": "News from Science", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8701, "drivers": [ "N03", "G03", "A02", "G01", "J04" ] }, { "handle": "natgeo", "title": "National Geographic", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8628, "drivers": [ "N03", "G03", "A02", "G01", "J04" ] }, { "handle": "maziehirono", "title": "Mazie Hirono", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.8589, "drivers": [ "N03", "A02", "G03", "G01", "J04" ] }, { "handle": "discovermag", "title": "Discover Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8542, "drivers": [ "N03", "J04", "G03", "A02", "G01" ] }, { "handle": "natgeomag", "title": "National Geographic Magazine", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8455, "drivers": [ "N03", "G03", "G01", "A02", "O04" ] }, { "handle": "sciencenews", "title": "Science News", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.8438, "drivers": [ "N03", "G03", "J04", "A02", "G01" ] }, { "handle": "cleantechnica", "title": "CleanTechnica", "category": "Marketing Channels", "subcategory": "Websites", "similarity": 0.8428, "drivers": [ "N03", "A02", "G01", "J04", "G03" ] }, { "handle": "wiredscience", "title": "WIRED Science", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8425, "drivers": [ "G03", "A02", "G01", "J04", "A06" ] }, { "handle": "schneierblog", "title": "Schneier Blog", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.8412, "drivers": [ "A02", "G03", "G01", "N03", "J04" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: