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Democracy Docket

Organizations
Activism
Playground →Docs

Democracy Docket's ten nearest neighbors span politicians, journalists, government officials, activists, and even a comedian — a cross-kind cluster with no single subcategory dominating the set. Similarity here measures how closely two entities' audiences resemble each other in composition; scores across the top 10 run from 0.9441 to 0.9585, a narrow band that confirms the flat shape: no single neighbor pulls decisively ahead.

The Lincoln Project leads at 0.9585, the only Political Groups entry in the top 10. Fred Guttenberg (Activists, 0.9563) and Rick Wilson (Politicians, 0.9532) follow closely, with journalists Brian J. Karem (0.9527) and Dan Rather (0.9448) representing two of the set's two Journalists subcategory entries. The remaining neighbors are equally varied: Michael Beschloss (Authors, 0.9514), Marc E. Elias (Professionals, 0.9464), Randy Rainbow (Comedians, 0.9442), Rep. Jamie Raskin (Politicians, 0.9442), and Gen Michael Hayden (Government Officials, 0.9441). No subcategory claims more than two slots, and the spread across eight distinct subcategories means the audience shape here is defined less by any single type of entity than by a broad anti-establishment political and media ecosystem.

The flat distribution across this top 10 points to an audience that moves fluidly across political commentary, civic activism, and journalism rather than anchoring to any one corner of that space.

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": "democracydocket", "title": "Democracy Docket", "category": "Organizations", "subcategory": "Activism", "resolved": "democracydocket", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "projectlincoln", "title": "The Lincoln Project", "category": "Organizations", "subcategory": "Political Groups", "similarity": 0.9585, "drivers": [ "A02", "A01", "J01", "G01", "A03" ] }, { "handle": "fred_guttenberg", "title": "Fred Guttenberg", "category": "Celebrities and Influencers", "subcategory": "Activists", "similarity": 0.9563, "drivers": [ "A02", "N03", "A01", "J01", "J04" ] }, { "handle": "therickwilson", "title": "Rick Wilson", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9532, "drivers": [ "A02", "J01", "A01", "G01", "A03" ] }, { "handle": "briankarem", "title": "Brian J. Karem", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9527, "drivers": [ "A02", "J01", "G01", "N03", "A01" ] }, { "handle": "beschlossdc", "title": "Michael Beschloss", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9514, "drivers": [ "A02", "A01", "G01", "J01", "N03" ] }, { "handle": "marceelias", "title": "Marc E. Elias", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9464, "drivers": [ "A02", "G01", "A01", "J01", "J04" ] }, { "handle": "danrather", "title": "Dan Rather", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9448, "drivers": [ "A02", "J01", "A01", "G01", "J04" ] }, { "handle": "randyrainbow", "title": "Randy Rainbow", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9442, "drivers": [ "A02", "N03", "J01", "G01", "J04" ] }, { "handle": "repraskin", "title": "Rep. Jamie Raskin", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9442, "drivers": [ "A02", "A01", "J01", "G01", "A03" ] }, { "handle": "genmhayden", "title": "Gen Michael Hayden", "category": "Celebrities and Influencers", "subcategory": "Government Officials", "similarity": 0.9441, "drivers": [ "A02", "A01", "J01", "N03", "G01" ] } ] }
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