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Lil' Kim

Celebrities and Influencers
Musicians and Bands
Playground →Docs

The top 10 neighbors for Lil' Kim span a narrow similarity band — from EVE at 0.997 down to Missy Elliott at 0.99 — with no single neighbor pulling away from the pack. That compressed range is the defining structural feature here.

Nine of the ten neighbors are Musicians and Bands, matching Lil' Kim's own subcategory. The one exception is La La Anthony, a TV Personality at 0.99. The cluster reads as almost entirely same-kind: Juelz Santana (0.995), Keri Hilson (0.994), Jim Jones (0.994), Kelly Rowland (0.994), and DJ Drama (0.994) all sit within a few thousandths of each other. Mary J. Blige (0.994) and Ray J (0.993) round out the musician-heavy core. The spread across the full top 10 is less than one percentage point, which is what the flat shape classification reflects — no standout, no outlier, just a dense, coherent neighborhood of R&B and hip-hop figures.

The lone TV Personality in the set does not disrupt the overall character; the audience shape here is defined almost entirely by musicians, with no actors, brands, or media channels appearing in the top 10.

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": "lilkim", "title": "Lil' Kim", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "resolved": "lilkim", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "therealeve", "title": "EVE", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.997, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "thejuelzsantana", "title": "Juelz Santana", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.995, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "kerihilson", "title": "Keri Hilson", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9944, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "jimjonescapo", "title": "Jim Jones", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9938, "drivers": [ "O04", "Q04", "Q02", "Q08", "E02" ] }, { "handle": "kellyrowland", "title": "Kelly Rowland", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9937, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "djdrama", "title": "DJ Drama", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9937, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "maryjblige", "title": "Mary J. Blige", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9935, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "rayj", "title": "Ray J", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9932, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "lala", "title": "La La Anthony", "category": "Celebrities and Influencers", "subcategory": "TV Personalities", "similarity": 0.9929, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] }, { "handle": "missyelliott", "title": "Missy Elliott", "category": "Celebrities and Influencers", "subcategory": "Musicians and Bands", "similarity": 0.9927, "drivers": [ "O04", "Q02", "Q04", "Q08", "E02" ] } ] }
Full Attention graph /similarity /affinity /demographics available with  API key: