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Bobby Umar

Celebrities and Influencers
Professionals
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The top 10 neighbors for Bobby Umar form a tight, homogeneous cluster — no single neighbor dominates, and the scores compress into a narrow band from 0.95 down to 0.91, the defining signature of a flat shape.

Seven of the ten neighbors share Bobby Umar's own subcategory: Professionals. Kim Garst leads at 0.95, followed closely by Lolly Daskal at 0.94, Marc Guberti at 0.93, Jeffrey Hayzlett at 0.93, Steve Keating at 0.92, Brian D. Evans at 0.91, and Mari Smith at 0.90. The remaining three neighbors step slightly outside that subcategory: Cameron L Morrissey (Authors, 0.94) and Warren Whitlock (Tech Personalities, 0.93) sit near the top of the set, while Malcolm Nance (TV Personalities, 0.91) is the sole departure from the professional-influencer cluster. No journalists, politicians, or non-Celebrities-and-Influencers entities appear anywhere in the top 10 — the neighbor set is almost entirely drawn from the same category and subcategory as the center entity itself.

This concentration of same-kind neighbors across a narrow similarity range indicates an audience whose shape is defined almost entirely by the professional-influencer space, with very little structural pull from adjacent categories.

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": "raehanbobby", "title": "Bobby Umar", "category": "Celebrities and Influencers", "subcategory": "Professionals", "resolved": "raehanbobby", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "kimgarst", "title": "Kim Garst", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.949, "drivers": [ "J02", "N03", "J04", "K02", "J01" ] }, { "handle": "lollydaskal", "title": "Lolly Daskal", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9402, "drivers": [ "J02", "N03", "K02", "J04", "J01" ] }, { "handle": "managersdiary", "title": "Cameron L Morrissey", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9363, "drivers": [ "J02", "J04", "N03", "K02", "A01" ] }, { "handle": "marcguberti", "title": "Marc Guberti", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9344, "drivers": [ "N03", "J04", "K02", "J02", "P02" ] }, { "handle": "warrenwhitlock", "title": "Warren Whitlock", "category": "Celebrities and Influencers", "subcategory": "Tech Personalities", "similarity": 0.9323, "drivers": [ "J02", "J04", "N03", "A01", "J01" ] }, { "handle": "jeffreyhayzlett", "title": "Jeffrey Hayzlett", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9293, "drivers": [ "N03", "J02", "J04", "A01", "J01" ] }, { "handle": "leadtoday", "title": "Steve Keating", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9203, "drivers": [ "J02", "K02", "N03", "J04", "J01" ] }, { "handle": "malcolmnance", "title": "Malcolm Nance", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9119, "drivers": [ "K02", "J02", "J04", "A02", "N03" ] }, { "handle": "thebeatwithari", "title": "The Beat with Ari Melber on MSNBC", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9116, "drivers": [ "K02", "J02", "N03", "J04", "J01" ] }, { "handle": "briandevans", "title": "Brian D. Evans", "category": "Celebrities and Influencers", "subcategory": "Professionals", "similarity": 0.9068, "drivers": [ "N03", "J02", "J04", "J01", "A02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: