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Mandalay Bay Resort

Brands
Hotels
Playground →Docs

The top 10 nearest neighbors split into two distinct neighborhoods: a tight cluster of Las Vegas hotel properties, then a sharp drop to a second group of cross-category entities with notably lower scores.

The shape is two-peak. The first peak is dense and same-kind: The Mirage (0.98), MGM Grand Hotel (0.97), Planet Hollywood (0.97), The Palazzo at The Venetian Resort (0.96), and Bellagio Las Vegas (0.96) all score within two points of each other — a remarkably compressed band of Hotels subcategory neighbors. Virgin Hotels Las Vegas (0.96) and Palms Casino Resort (0.95) extend the cluster before scores begin to fall. All seven are Hotels; the audience shape at the top of this graph is almost entirely defined by Las Vegas resort properties.

The second peak arrives at positions nine and ten: NYNY Vegas (0.92) and Paris Las Vegas (0.92) remain Hotels, but the gap between position seven (0.95) and position ten (0.92) signals a real structural break. The Venetian Resort Las Vegas (0.93) sits in the transition. Beyond the top 10, the wider graph shows the audience extending into cross-category territory — actors, magazines, sports teams — but within these ten neighbors, the pattern is almost entirely same-kind.

The top 10 reveal an audience whose shape is defined almost exclusively by other Las Vegas hotel-casino properties, with no meaningful cross-category intrusion until well outside this window.

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": "mandalaybay", "title": "Mandalay Bay Resort", "category": "Brands", "subcategory": "Hotels", "resolved": "mandalaybay", "k": 10, "shape": "two-peak", "filter": null, "results": [ { "handle": "themiragelv", "title": "The Mirage", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9754, "drivers": [ "N03", "I05", "E03", "E01", "E05" ] }, { "handle": "mgmgrand", "title": "MGM Grand Hotel", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9693, "drivers": [ "N03", "E03", "E01", "I05", "P03" ] }, { "handle": "phvegas", "title": "Planet Hollywood", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9692, "drivers": [ "N03", "I05", "E03", "E01", "E05" ] }, { "handle": "palazzovegas", "title": "The Palazzo at The Venetian Resort", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9599, "drivers": [ "N03", "I05", "E03", "E05", "E01" ] }, { "handle": "bellagio", "title": "Bellagio Las Vegas", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9579, "drivers": [ "N03", "E03", "I05", "E01", "E05" ] }, { "handle": "virginhotelslv", "title": "Virgin Hotels Las Vegas", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9578, "drivers": [ "N03", "I05", "E03", "E01", "E05" ] }, { "handle": "palms", "title": "Palms Casino Resort", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9514, "drivers": [ "N03", "E01", "E03", "I05", "E05" ] }, { "handle": "venetianvegas", "title": "The Venetian Resort Las Vegas", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9285, "drivers": [ "N03", "E03", "I05", "E01", "E05" ] }, { "handle": "nynyvegas", "title": "NYNY Vegas", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9192, "drivers": [ "N03", "I05", "E03", "E01", "F04" ] }, { "handle": "parisvegas", "title": "Paris Las Vegas", "category": "Brands", "subcategory": "Hotels", "similarity": 0.9159, "drivers": [ "N03", "I05", "E03", "E01", "E05" ] } ] }
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