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Kindle

Brands
Entertainment Platforms
Playground →Docs

Amazon Books is the clear anchor of Kindle's similarity graph, scoring 0.72 — noticeably ahead of every other neighbor in the top 10. The gap between it and the second-ranked neighbor is roughly 0.07 points, which is the structural signature of a spike shape: one dominant pull, then a drop into a tighter cluster.

That second tier spans positions two through ten with scores ranging from 0.66 down to 0.64, and its composition is the more revealing finding. Only two of the remaining nine neighbors share Kindle's own subcategory of Entertainment Platforms: Goodreads at 0.65 and NOOK at 0.61. The rest are drawn from entirely different kinds of entities. Ron Howard (Directors, 0.66) and Dick Van Dyke (Actors, 0.65) represent the celebrity tier. FEMA (Government, 0.65) and Elton John (Musicians and Bands, 0.65) sit at nearly identical scores. Stephanie Miller (Podcasts and Radio, 0.65), Winning Writers (Blogs, 0.64), Philip Morris (Other, 0.64), and Barnes & Noble (Entertainment, 0.64) round out the set. The subcategory mix — government agencies, legacy entertainers, a podcast, a writing blog, a tobacco brand — does not resolve into a single thematic cluster; what these neighbors share is audience shape, not subject matter.

The spike on Amazon Books, combined with the cross-kind scatter below it, suggests Kindle's audience is structurally defined by one close relative and then disperses across a wide range of entity types with no secondary concentration.

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": "amazonkindle", "title": "Kindle", "category": "Brands", "subcategory": "Entertainment Platforms", "resolved": "amazonkindle", "k": 10, "shape": "spike", "filter": null, "results": [ { "handle": "amazonbooks", "title": "Amazon Books", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.7221, "drivers": [ "N03", "G02", "P02", "F04", "M01" ] }, { "handle": "realronhoward", "title": "Ron Howard", "category": "Celebrities and Influencers", "subcategory": "Directors", "similarity": 0.6562, "drivers": [ "P02", "N03", "M01", "H04", "F04" ] }, { "handle": "fema", "title": "FEMA", "category": "Organizations", "subcategory": "Government", "similarity": 0.6521, "drivers": [ "N03", "P02", "J04", "K02", "M01" ] }, { "handle": "eltonofficial", "title": "Elton John", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.6502, "drivers": [ "N03", "K02", "M01", "P02", "J04" ] }, { "handle": "goodreads", "title": "Goodreads", "category": "Brands", "subcategory": "Entertainment Platforms", "similarity": 0.6492, "drivers": [ "N03", "P02", "J04", "P03", "P06" ] }, { "handle": "iammrvandy", "title": "Dick Van Dyke", "category": "Celebrities and Influencers", "subcategory": "Actors", "similarity": 0.6483, "drivers": [ "N03", "P02", "K02", "P06", "F04" ] }, { "handle": "stephmillershow", "title": "Stephanie Miller", "category": "Marketing Channels", "subcategory": "Podcasts and Radio", "similarity": 0.647, "drivers": [ "N03", "K02", "J04", "G02", "P06" ] }, { "handle": "winningwriters", "title": "Winning Writers", "category": "Marketing Channels", "subcategory": "Blogs", "similarity": 0.6444, "drivers": [ "N03", "P02", "P06", "G02", "J04" ] }, { "handle": "phil500", "title": "Philip Morris", "category": "Brands", "subcategory": "Other", "similarity": 0.644, "drivers": [ "N03", "P02", "M01", "K02", "F04" ] }, { "handle": "bnbuzz", "title": "Barnes & Noble", "category": "Brands", "subcategory": "Entertainment", "similarity": 0.6393, "drivers": [ "N03", "M01", "G02", "J04", "P03" ] } ] }
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