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Swiffer's top 10 neighbors are an almost entirely same-kind cluster — household consumables and grocery staples — with no single dominant pull separating the pack.

The shape is flat: scores run from Febreze at 0.95 down to Tide at 0.90, a band of just five points across all ten neighbors. Six of the ten are fellow Home-subcategory brands: Febreze (0.95), Downy (0.94), Crest (0.93), I Love Gain (0.93), Bounty (0.92), and Family Dollar (0.91). The remaining four are Food subcategory brands — Duncan Hines (0.92), Campbell Soup Co (0.91), Butterball (0.91) — and one Beauty brand, Olay (0.90). Every neighbor is a Brand; no celebrities, media channels, or non-brand entities appear in the top 10. The cluster is tightly defined by everyday household and grocery purchasing — the kind of audience that shops the center aisle and the cleaning products shelf in the same trip.

The narrow score band and uniform brand composition together indicate an audience with a very consistent profile across this entire category of mass-market consumer goods.

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": "swiffer", "title": "Swiffer", "category": "Brands", "subcategory": "Home", "resolved": "swiffer", "k": 10, "shape": "flat", "filter": null, "results": [ { "handle": "febreze_fresh", "title": "Febreze", "category": "Brands", "subcategory": "Home", "similarity": 0.948, "drivers": [ "N04", "Q05", "O03", "O04", "N01" ] }, { "handle": "downy", "title": "Downy", "category": "Brands", "subcategory": "Home", "similarity": 0.9364, "drivers": [ "N04", "O04", "O03", "Q05", "N01" ] }, { "handle": "crest", "title": "Crest", "category": "Brands", "subcategory": "Home", "similarity": 0.9337, "drivers": [ "N04", "O03", "O04", "N03", "Q08" ] }, { "handle": "gain", "title": "I Love Gain", "category": "Brands", "subcategory": "Home", "similarity": 0.9265, "drivers": [ "N04", "Q05", "O04", "O03", "N01" ] }, { "handle": "realduncanhines", "title": "Duncan Hines", "category": "Brands", "subcategory": "Food", "similarity": 0.919, "drivers": [ "N04", "O04", "O03", "Q08", "N01" ] }, { "handle": "bounty", "title": "Bounty", "category": "Brands", "subcategory": "Home", "similarity": 0.915, "drivers": [ "N04", "O03", "Q05", "N01", "O04" ] }, { "handle": "campbellsoupco", "title": "Campbell Soup Co", "category": "Brands", "subcategory": "Food", "similarity": 0.9098, "drivers": [ "N04", "O03", "Q05", "N03", "O04" ] }, { "handle": "butterball", "title": "Butterball", "category": "Brands", "subcategory": "Food", "similarity": 0.9084, "drivers": [ "N04", "O03", "Q05", "O04", "N03" ] }, { "handle": "myfamilydollar", "title": "Family Dollar", "category": "Brands", "subcategory": "Home", "similarity": 0.908, "drivers": [ "N04", "Q05", "O03", "Q08", "O04" ] }, { "handle": "olayskin", "title": "Olay", "category": "Brands", "subcategory": "Beauty", "similarity": 0.9044, "drivers": [ "N04", "O03", "Q05", "N03", "O04" ] } ] }
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