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The top 10 neighbors for Four Points by Sheraton span five distinct subcategories — mid-range hotels, car rental, technology, spiritual leaders, and automotive maintenance — compressed into a narrow similarity band from 0.87 down to 0.84, the hallmark of a flat shape.
Four of the ten neighbors share Four Points' own subcategory of Mid-range Hotels: DoubleTree by Hilton at 0.87, Courtyard by Marriott at 0.86, Residence Inn by Marriott at 0.85, and Embassy Suites Hotels at 0.85. That same-kind cluster is real, but it doesn't dominate the set. Two car rental brands sit nearly as close: Avis Rent A Car at 0.87 and Budget Rent A Car at 0.85 — a pairing that points to a business-travel audience that books hotels and rental cars as a unit. The remaining three neighbors are structurally distinct: Buffer, a technology tool at 0.84; the Dalai Lama, a spiritual leader at 0.84; and Bosch Service, an automotive maintenance brand at 0.84. None of those three share a subcategory with each other or with the center entity, and their presence at the edge of the top 10 reflects how broadly this audience's shape extends beyond the hospitality and travel corridor.
The flat distribution — no single neighbor pulling significantly ahead — suggests an audience that is recognizable across a wide range of service and media contexts rather than tightly concentrated around any one kind.
