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NCAA Softball

Organizations
Sports Leagues

Eight of NCAA Softball's ten nearest neighbors by audience shape are Musicians and Bands — nearly all of them country artists — with Tim Tebow (0.91) and GLOCK Inc. (0.88) as the only departures from that pattern.

The shape is flat: scores run from 0.88 to 0.91, a tight band with no single dominant neighbor. Luke Combs sits at the top (0.91), followed closely by Darius Rucker (0.89), Sam Hunt (0.89), Cole Swindell (0.89), and Morgan Wallen (0.88). Scotty McCreery (0.88), Phillip Phillips (0.88), and Carrie Underwood (0.88) round out the musician cluster. No other Sports League appears in the top 10; the audience composition here is shaped almost entirely by country music fandom, with an athlete and a firearms brand as the only structural exceptions. The cross-kind character of this neighbor set is the defining feature: NCAA Softball's audience looks far more like a country music crowd than like the audiences of other sports organizations.

That alignment — country artists, a faith-adjacent athlete, and an outdoors-adjacent brand — points to a consistent underlying audience profile that cuts across the sport itself.

Playground →Docs

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": "ncaasoftball", "title": "NCAA Softball", "category": "Organizations", "subcategory": "Sports Leagues", "resolved": "ncaasoftball", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "lukecombs", "title": "Luke Combs", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9108, "drivers": [ "N02", "N01", "M04", "M03", "N03" ] }, { "handle": "timtebow", "title": "Tim Tebow", "category": "Celebrities and Influencers", "subcategory": "Athletes", "similarity": 0.9062, "drivers": [ "N02", "M02", "N01", "L03", "I01" ] }, { "handle": "dariusrucker", "title": "Darius Rucker", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8921, "drivers": [ "N02", "M02", "N03", "N01", "Q01" ] }, { "handle": "samhuntmusic", "title": "Sam Hunt", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8899, "drivers": [ "N02", "N01", "M04", "M02", "Q01" ] }, { "handle": "coleswindell", "title": "Cole Swindell", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8853, "drivers": [ "N02", "N01", "M04", "M03", "M02" ] }, { "handle": "morganwallen", "title": "Morgan Wallen", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8829, "drivers": [ "N02", "N01", "M04", "M03", "N03" ] }, { "handle": "glockinc", "title": "GLOCK Inc.", "category": "Brands", "subcategory": "B2B", "similarity": 0.8816, "drivers": [ "N02", "N01", "M04", "N03", "M02" ] }, { "handle": "scottymccreery", "title": "Scotty McCreery", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8813, "drivers": [ "N02", "N01", "M02", "M03", "M04" ] }, { "handle": "phillips", "title": "Phillip Phillips", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8795, "drivers": [ "N02", "N01", "N03", "M02", "L03" ] }, { "handle": "carrieunderwood", "title": "Carrie Underwood", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.8775, "drivers": [ "N02", "N01", "N03", "M04", "M03" ] } ] }
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