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Doug Emhoff

Celebrities and Influencers
Government Officials
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The top 10 neighbors for Doug Emhoff's audience are dominated by journalists, with a mix of activists and political figures filling the rest of the set — a composition that holds across a narrow similarity band running from 0.98 down to 0.97.

Similarity here measures how closely two audiences resemble each other in shape; a score near 0.98 means the audiences are nearly indistinguishable in composition. Five of the ten neighbors are journalists: Jake Tapper (0.98), Kaitlan Collins (0.98), Daniel Dale (0.98), Steve Kornacki (0.98), and Paula Reid (0.97). The remaining five span Sarah Cooper (Comedians, 0.98), Shannon Watts (Activists, 0.98), Jen Psaki (Politicians, 0.97), Everytown (Activism, 0.97), and Douglas Emhoff's alternate handle (Government Officials, 0.98). The flat shape means no single neighbor pulls away from the pack — the scores compress into a tight cluster rather than tapering from a dominant match.

The cross-kind finding is notable: despite being classified as a Government Official, Emhoff's nearest audiences in the top 10 are primarily shaped by political journalism and civic activism, not by other government figures.

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": "douglasemhoff", "title": "Doug Emhoff", "category": "Celebrities and Influencers", "subcategory": "Government Officials", "resolved": "douglasemhoff", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "jaketapper", "title": "Jake Tapper", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.983, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "sarahcpr", "title": "Sarah Cooper", "category": "Celebrities and Influencers", "subcategory": "Comedians", "similarity": 0.9827, "drivers": [ "A02", "G01", "G03", "J01", "A01" ] }, { "handle": "kaitlancollins", "title": "Kaitlan Collins", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9817, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "secondgentleman", "title": "Douglas Emhoff", "category": "Celebrities and Influencers", "subcategory": "Government Officials", "similarity": 0.9816, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "ddale8", "title": "Daniel Dale", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9796, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "stevekornacki", "title": "Steve Kornacki", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9777, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "shannonrwatts", "title": "Shannon Watts", "category": "Celebrities and Influencers", "subcategory": "Activists", "similarity": 0.976, "drivers": [ "A02", "G01", "G03", "J01", "A01" ] }, { "handle": "jrpsaki", "title": "Jen Psaki", "category": "Celebrities and Influencers", "subcategory": "Politicians", "similarity": 0.9747, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "paulareidcnn", "title": "Paula Reid", "category": "Celebrities and Influencers", "subcategory": "Journalists", "similarity": 0.9733, "drivers": [ "A02", "G01", "G03", "A01", "J01" ] }, { "handle": "everytown", "title": "Everytown", "category": "Organizations", "subcategory": "Activism", "similarity": 0.9712, "drivers": [ "A02", "G01", "G03", "J01", "A01" ] } ] }
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