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Popularity Trajectories and Mixing Patterns of Urban Venues in Two European Cities

Urban venues such as restaurants, shops, bars and parks host the daily life of a city, and their collective rise and fall signals how vibrant a neighbourhood is. The usual assumption is that a venue's fortunes follow its neighbourhood's, so that how wealthy an area is and how many people live there will decide a venue's performance. Yet whether there is a common performance trajectory shared by venues over time is underexplored. In this study, we use 5.5 years of Foursquare data for about 10^4 venues in London and Barcelona. We found six distinguishable shapes recur in both cities, that are (1) Fall, (2) Rise, (3) Rise & Fall, (4) Steady, (5) Ephemeral (an early hit that loses popularity ...

AuthorsWang Ngai Yeung, Lakmal Meegahapola, Daniele Quercia et al.
Primary categoryphysics.soc-ph
Published12 October 2026
Last updated at source12 October 2026
physics.soc-phcs.LGcs.SI
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