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The Kelly Clarkson Show

The Kelly Clarkson Show's nearest audiences span a notably mixed cluster — actors, fellow TV shows, and consumer brands — with no single neighbor pulling far ahead of the rest.

The shape is flat: the top score belongs to Chicago Med at 0.73, and the band compresses steadily from there through Sara Gilbert (0.72), Meghan Trainor (0.71), Shemar Moore (0.71), and Ibotta (0.71). No neighbor breaks away as a dominant signal. Tallying the subcategories across the top 10 reveals the mix: actors account for four of the ten neighbors (Sara Gilbert, Shemar Moore, Candace Cameron Bure, Melissa McBride), TV Shows account for three (Chicago Med, The Dr. Phil Show, MTV Floribama Shore), and the remaining three are a TV Personality (Julie Chen Moonves), a Musician (Meghan Trainor), and a Technology brand (Ibotta). The center entity is itself a TV Show, so the three fellow TV Shows in the top 10 represent same-kind overlap, but actors — a cross-kind subcategory — are the single most represented group. The Dr. Phil Show (0.70) and Soap Opera Digest (0.70) add a daytime-and-soap-adjacent texture to the cluster.

The flat distribution and cross-kind actor presence together suggest an audience whose shape is defined less by loyalty to a specific show format than by a broad, mainstream television-viewing pattern that cuts across genres.

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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

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