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Children's Bookshelf

Marketing Channels
Magazines
Playground →Docs

The top 10 neighbors for Children's Bookshelf span book publishers, political journalists, government officials, and news personalities — a mix that cuts sharply across what the entity publishes. Similarity here measures how closely two audiences resemble each other in composition; a score of 0.90 means near-identical audience shape, not thematic overlap.

HarperKids leads at 0.90, the only book publisher in the top 10. From there, the cluster shifts decisively toward political and media figures: Max Boot (0.88, author), Preet Bharara (0.88, professional), Naomi Biden (0.87, politician), Chris Krebs (0.87, government official), David Frum (0.87, journalist), and Susan Hennessey (0.87, journalist). WSJ Noted. (0.87, news publisher) and Jim Cramer (0.87, TV personality) round out the set. Kirkus Reviews (0.88) is the only other magazine in the top 10 — and the sole neighbor whose subcategory matches the center entity's.

The scores compress into a narrow band (0.87–0.90), consistent with the flat shape: no single neighbor dominates, and the cluster has no clear center of gravity. What it does have is a pronounced cross-kind character — eight of the ten neighbors are political journalists, officials, politicians, or news-adjacent figures, suggesting the audience that reads a children's book publication also tracks political media with unusual consistency.

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": "pwkidsbookshelf", "title": "Children's Bookshelf", "category": "Marketing Channels", "subcategory": "Magazines", "resolved": "pwkidsbookshelf", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "harperchildrens", "title": "HarperKids", "category": "Brands", "subcategory": "Book Publishers", "similarity": 0.9039, "drivers": [ "A02", "N03", "A04", "A01", "B02" ] }, { "handle": "maxboot", "title": "Max Boot", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.883, "drivers": [ "A02", "A01", "J02", "G01", "A03" ] }, { "handle": "preetbharara", "title": "Preet Bharara", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.8808, "drivers": [ "A02", "A01", "G01", "G03", "J02" ] }, { "handle": "kirkusreviews", "title": "Kirkus Reviews", "category": "Marketing Channels", "subcategory": "Magazines", "similarity": 0.8769, "drivers": [ "A02", "G01", "J02", "G03", "A04" ] }, { "handle": "naomibiden", "title": "Naomi Biden", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.8747, "drivers": [ "A02", "A01", "G03", "G01", "N03" ] }, { "handle": "c_c_krebs", "title": "Chris Krebs", "category": "Celebrities and Influencers", "subcategory": "Government Officials", "similarity": 0.8747, "drivers": [ "A02", "A01", "A04", "A03", "G01" ] }, { "handle": "wsjnoted", "title": "WSJ Noted.", "category": "Marketing Channels", "subcategory": "News Publishers", "similarity": 0.873, "drivers": [ "A02", "A01", "J02", "G01", "G03" ] }, { "handle": "davidfrum", "title": "David Frum", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.873, "drivers": [ "A02", "A01", "G01", "G03", "J02" ] }, { "handle": "susan_hennessey", "title": "Susan Hennessey", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.8711, "drivers": [ "A02", "A01", "G01", "G03", "J02" ] }, { "handle": "jimcramer", "title": "Jim Cramer", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.8706, "drivers": [ "A02", "J02", "A01", "A04", "N03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: