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TobyMac

Celebrities and Influencers
Musicians and Bands
Playground →Docs

The top 10 neighbors for TobyMac are drawn entirely from a single subcategory: Musicians and Bands — with one exception, an author. The cluster sits within a narrow similarity band (0.93 to 0.98), which is the defining feature of a flat shape: no single neighbor dominates, and no neighbor falls far behind.

Third Day (0.98) and Chris Tomlin (0.98) sit at the top, separated by less than 0.001 from each other and from Jeremy Camp (0.98) and MercyMe (0.98). Matthew West (0.98), Casting Crowns (0.98), Kari Jobe (0.96), and David Crowder (0.96) extend the run. All eight are Musicians and Bands — the same subcategory as TobyMac itself. The ninth neighbor, Max Lucado (0.95), is an Author, and the tenth, Big Brother (0.93), is a TV Show — the only non-musician and the only non-celebrity entity in the set. Hillsong UNITED does not appear until further down the broader graph.

The composition of the top 10 is almost entirely same-kind: eight fellow Musicians and Bands, all operating in the same faith-oriented space, clustered so tightly that the audience shape is essentially indistinguishable across them. The presence of Big Brother at position 10 — the lowest score in the set — is the one structural outlier, but it does not disrupt the dominant pattern.

This is an audience that maps almost exclusively onto a single, coherent musical community, with virtually no separation between the nearest neighbors.

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": "tobymac", "title": "TobyMac", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "tobymac", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "thirdday", "title": "Third Day", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9809, "drivers": [ "N02", "M04", "N04", "N01", "M02" ] }, { "handle": "christomlin", "title": "Chris Tomlin", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9805, "drivers": [ "N02", "M02", "M04", "A02", "G01" ] }, { "handle": "jeremycamp", "title": "Jeremy Camp", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9785, "drivers": [ "N02", "M04", "N04", "N01", "M02" ] }, { "handle": "mercyme", "title": "MercyMe", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9773, "drivers": [ "N02", "N04", "M04", "N01", "M02" ] }, { "handle": "matthew_west", "title": "Matthew West", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9765, "drivers": [ "N02", "M04", "N04", "A06", "N01" ] }, { "handle": "castingcrowns", "title": "Casting Crowns", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9755, "drivers": [ "N02", "N04", "M04", "N01", "M02" ] }, { "handle": "karijobe", "title": "Kari Jobe", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9596, "drivers": [ "N02", "M02", "M04", "N01", "A02" ] }, { "handle": "crowdermusic", "title": "David Crowder", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9569, "drivers": [ "M02", "M04", "N02", "N04", "A02" ] }, { "handle": "maxlucado", "title": "Max Lucado", "category": "Celebrities and Influencers", "subcategory": "Authors", "similarity": 0.9469, "drivers": [ "N02", "M02", "A02", "G01", "I01" ] }, { "handle": "cbsbigbrother", "title": "Big Brother", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9324, "drivers": [ "A06", "M04", "A02", "G01", "N02" ] } ] }
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