A tale of many cities: universal patterns in human urban mobility
arXiv:1108.5355 · doi:10.1371/journal.pone.0037027
Abstract
The advent of geographic online social networks such as Foursquare, where users voluntarily signal their current location, opens the door to powerful studies on human movement. In particular the fine granularity of the location data, with GPS accuracy down to 10 meters, and the worldwide scale of Foursquare adoption are unprecedented. In this paper we study urban mobility patterns of people in several metropolitan cities around the globe by analyzing a large set of Foursquare users. Surprisingly, while there are variations in human movement in different cities, our analysis shows that those are predominantly due to different distributions of places across different urban environments. Moreover, a universal law for human mobility is identified, which isolates as a key component the rank-distance, factoring in the number of places between origin and destination, rather than pure physical distance, as considered in some previous works. Building on our findings, we also show how a rank-based movement model accurately captures real human movements in different cities. Our results shed new light on the driving factors of urban human mobility, with potential applications for urban planning, location-based advertisement and even social studies.
References in corpus (7)
- Power-law distributions in empirical data
- Understanding individual human mobility patterns
- The scaling laws of human travel
- Structure and tie strengths in mobile communication networks
- A universal model for mobility and migration patterns
- Gravity model in the Korean highway
- Predictability and epidemic pathways in global outbreaks of infectious diseases: the SARS case study
Cited by in corpus (98)
- A universal model for mobility and migration patterns
- Human Mobility: Models and Applications
- Geo-located Twitter as the proxy for global mobility patterns
- Understanding Human Mobility from Twitter
- From mobile phone data to the spatial structure of cities
- Uncovering patterns of inter-urban trip and spatial interaction from social media check-in data
- The Scales of Human Mobility
- Exploring universal patterns in human home-work commuting from mobile phone data
- Gravity vs radiation model: on the importance of scale and heterogeneity in commuting flows
- Urban characteristics attributable to density-driven tie formation
- Uncovering the spatial structure of mobility networks
- Geotagging One Hundred Million Twitter Accounts with Total Variation Minimization
- Universal Predictability of Mobility Patterns in Cities
- Quantifying Human Mobility Perturbation and Resilience in Natural Disasters
- The Geography of Pokémon GO: Beneficial and Problematic Effects on Places and Movement
- The statistical physics of Cities
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- Unraveling the origin of exponential law in intra-urban human mobility
- Modeling collective human mobility: Understanding exponential law of intra-urban movement
- Using mobile phone sensor technology for mental health research: Integrated analysis to identify hidden challenges and potential solutions
- A stochastic model of randomly accelerated walkers for human mobility
- Future Directions in Human Mobility Science
- Urban Pulse: Capturing the Rhythm of Cities
- Human Mobility in Opportunistic Networks: Characteristics, Models and Prediction Methods
- Field theory for recurrent mobility
- Multi-scale spatio-temporal analysis of human mobility
- Cross-comparative analysis of evacuation behavior after earthquakes using mobile phone data
- Cities through the Prism of People's Spending Behavior
- The Digital Life of Walkable Streets
- Influence of sociodemographic characteristics on human mobility
- Structure of 311 Service Requests as a Signature of Urban Location
- Estimating Local Commuting Patterns From Geolocated Twitter Data
- Relating land use and human intra-city mobility
- Dynamics of ranking
- Human diffusion and city influence
- An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques
- Touristic site attractiveness seen through Twitter
- Tweets on the road
- Correlations and Scaling Laws in Human Mobility
- The Impact of Cost and Network Topology on Urban Mobility: A Study of Public Bicycle Usage in 2 U.S. Cities
- Entropic measures of individual mobility patterns
- Discovering and Characterizing Mobility Patterns in Urban Spaces: A Study of Manhattan Taxi Data
- Perspectives on stability and mobility of transit passenger's travel behaviour through smart card data
- Indigenization of Urban Mobility
- A survey on Human Mobility and its applications
- A place-focused model for social networks in cities
- The small-world effect is a modern phenomenon
- Anticipatory Buffer Control and Quality Selection for Wireless Video Streaming
- Temporal visitation patterns of points of interest in cities on a planetary scale: a network science and machine learning approach
- A Trusted and Privacy-preserving Internet of Mobile Energy
- How the geometry of cities explains urban scaling laws and determines their exponents
- Linguistic evolution driven by network heterogeneity and the Turing mechanism
- Neural Embeddings of Urban Big Data Reveal Emergent Structures in Cities
- MixedTrails: Bayesian hypothesis comparison on heterogeneous sequential data
- The geography and carbon footprint of mobile phone use in Cote d'Ivoire
- Recreational Mobility Prior and During the COVID-19 Pandemic
- Mechanical Analog for Cities
- CovidSens: A Vision on Reliable Social Sensing for COVID-19
- Empirical Characterization of Mobility of Multi-Device Internet Users
- Universal properties of multimodal human mobility: a statistical physics point of view
- Urban Rhapsody: Large-scale exploration of urban soundscapes
- Urban Scaling of COVID-19 epidemics
- Maximum Entropy Approach for the Prediction of Urban Mobility Patterns
- The hidden universality of movement in cities
- Active and reactive behaviour in human mobility: the influence of attraction points on pedestrians
- A survey of results on mobile phone datasets analysis
- Web Mining to Inform Locations of Charging Stations for Electric Vehicles
- Urban Mobility Scaling: Lessons from `Little Data'
- Multivariate Spatiotemporal Hawkes Processes and Network Reconstruction
- Topological Properties and Temporal Dynamics of Place Networks in Urban Environments
- Dynamic models of gentrification
- Urban Mobility
- The Atlas for the Aspiring Network Scientist
- Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information
- Understanding the variability of daily travel-time expenditures using GPS trajectory data
- Limits of Friendship Networks in Predicting Epidemic Risk
- Tracking Urban Activity Growth Globally with Big Location Data
- Understanding the illicit drug distribution in England: a data-centric approach to the County Lines Model
- Characteristics of human mobility patterns revealed by high-frequency cell-phone position data
- Mobile Homophily and Social Location Prediction
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- Human Mobility Mining through Head/Tail Breaks
- UrbanRhythm: Revealing Urban Dynamics Hidden in Mobility Data
- Investigating the potential of social network data for transport demand models
- Predictability of Irregular Human Mobility
- Proximity-based cities emit less mobility-driven CO
- Adaptive Reinforcement Learning Model for Simulation of Urban Mobility during Crises
- The anatomy of urban social networks and its implications in the searchability problem
- Cascading Walks Model for Human Mobility Patterns
- Exploring Invariants & Patterns in Human Commute time
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- Workforce migration and its economic implications: A perspective from social media in China
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- Bayesian method for inferring the impact of geographical distance on intensity of communication
- Opportunities at the Mathematics/Future Cities Interface
- Scaling of variations in traveling distances and times of taxi routes
- Symmetry and dissipation as the basic mechanism of social mobility, explaining distance scaling of migration patterns
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