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The Bachelor

Marketing Channels
TV Shows
Playground →Docs

The top 10 splits into two distinct neighborhoods: the Bachelor franchise's own sibling shows at the top, and a broader cluster of reality TV alumni and TV personalities just below — with Joanna Gaines and Chip Gaines as the most structurally surprising entries in the set.

Similarity here measures how closely two entities' audiences resemble each other in composition; a score near 1.0 indicates near-identical audience shape. The Bachelorette leads at 0.99, followed by Bachelor in Paradise at 0.96 — the two franchise extensions that form the first, tighter peak. The second neighborhood is anchored by Reality TV Stars: Benjamin Higgins (0.95), JoJo Fletcher (0.93), Sean Lowe (0.93), Hannah Brown (0.92), and Tyler Cameron (0.92) — all franchise alumni whose audiences naturally mirror the show's own. What distinguishes the second peak is its tail: Chris Harrison (0.91) fits the franchise context, but Joanna Gaines (0.91) and Chip Gaines (0.91) are TV Personalities with no franchise connection, yet their audiences align closely enough to land in the top 10. All ten neighbors are either TV Shows, Reality TV Stars, or TV Personalities — no other subcategory appears in the top 10.

The two-peak structure reveals an audience that is tightly bound to its own franchise ecosystem at the top, then broadens into a wider TV-personality orbit that extends beyond the show's own cast.

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": "bachelorabc", "title": "The Bachelor", "category": "Marketing Channels", "subcategory": "TV Shows", "resolved": "bachelorabc", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "bacheloretteabc", "title": "The Bachelorette", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9859, "drivers": [ "N03", "O04", "P03", "E03", "E06" ] }, { "handle": "bachparadise", "title": "Bachelor in Paradise", "category": "Marketing Channels", "subcategory": "TV Shows", "similarity": 0.9633, "drivers": [ "N03", "O04", "P06", "P03", "E05" ] }, { "handle": "benhiggi", "title": "Benjamin Higgins", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9481, "drivers": [ "N03", "O04", "P03", "E03", "Q01" ] }, { "handle": "joellefletcher", "title": "JoJo Fletcher", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.933, "drivers": [ "P03", "E03", "O04", "E02", "Q01" ] }, { "handle": "seanlowe09", "title": "Sean Lowe", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9251, "drivers": [ "N03", "E03", "B04", "Q01", "P03" ] }, { "handle": "hannahbrown", "title": "Hannah Brown", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9196, "drivers": [ "N03", "P03", "Q01", "E03", "E06" ] }, { "handle": "tylerjcameron3", "title": "Tyler Cameron", "category": "Celebrities and Influencers", "subcategory": "Reality TV Stars", "similarity": 0.9192, "drivers": [ "N03", "P03", "Q01", "E02", "E03" ] }, { "handle": "joannagaines", "title": "Joanna Gaines", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9102, "drivers": [ "N03", "Q01", "P03", "E03", "E06" ] }, { "handle": "chrisbharrison", "title": "Chris Harrison", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9094, "drivers": [ "N03", "P03", "P06", "E03", "O04" ] }, { "handle": "chipgaines", "title": "Chip Gaines", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9084, "drivers": [ "N03", "Q01", "E06", "P03", "E03" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: