Geo-located Twitter as the proxy for global mobility patterns
arXiv:1311.0680 · doi:10.1080/15230406.2014.890072
Abstract
In the advent of a pervasive presence of location sharing services researchers gained an unprecedented access to the direct records of human activity in space and time. This paper analyses geo-located Twitter messages in order to uncover global patterns of human mobility. Based on a dataset of almost a billion tweets recorded in 2012 we estimate volumes of international travelers in respect to their country of residence. We examine mobility profiles of different nations looking at the characteristics such as mobility rate, radius of gyration, diversity of destinations and a balance of the inflows and outflows. The temporal patterns disclose the universal seasons of increased international mobility and the peculiar national nature of overseen travels. Our analysis of the community structure of the Twitter mobility network, obtained with the iterative network partitioning, reveals spatially cohesive regions that follow the regional division of the world. Finally, we validate our result with the global tourism statistics and mobility models provided by other authors, and argue that Twitter is a viable source to understand and quantify global mobility patterns.
17 pages, 13 figures
References in corpus (16)
- Modularity and community structure in networks
- Understanding individual human mobility patterns
- The architecture of complex weighted networks
- The scaling laws of human travel
- A universal model for mobility and migration patterns
- Multiscale mobility networks and the large scale spreading of infectious diseases
- A tale of many cities: universal patterns in human urban mobility
- The Geography of Happiness: Connecting Twitter sentiment and expression, demographics, and objective characteristics of place
- Uncovering space-independent communities in spatial networks
- Urban Gravity: a Model for Intercity Telecommunication Flows
- The Twitter of Babel: Mapping World Languages through Microblogging Platforms
- Gravity model in the Korean highway
- A General Optimization Technique for High Quality Community Detection in Complex Networks
- Happiness and the Patterns of Life: A Study of Geolocated Tweets
- Delineating geographical regions with networks of human interactions in an extensive set of countries
- Travel and tourism: Into a complex network
Cited by in corpus (75)
- Human Mobility: Models and Applications
- Understanding Human Mobility from Twitter
- From mobile phone data to the spatial structure of cities
- Exploring universal patterns in human home-work commuting from mobile phone data
- A Survey of Location Prediction on Twitter
- Explore Spatiotemporal and Demographic Characteristics of Human Mobility via Twitter: A Case Study of Chicago
- A General Optimization Technique for High Quality Community Detection in Complex Networks
- Geotagging One Hundred Million Twitter Accounts with Total Variation Minimization
- An analysis of visitors' behavior in the Louvre Museum: A study using Bluetooth data
- Social media fingerprints of unemployment
- Cross-checking different sources of mobility information
- A stochastic model of randomly accelerated walkers for human mobility
- Urban Magnetism Through The Lens of Geo-tagged Photography
- Computational Socioeconomics
- Field theory for recurrent mobility
- Comparing and modeling land use organization in cities
- Multi-scale spatio-temporal analysis of human mobility
- Scaling of city attractiveness for foreign visitors through big data of human economical and social media activity
- Cities through the Prism of People's Spending Behavior
- Influence of sociodemographic characteristics on human mobility
- Immigrant community integration in world cities
- Structure of 311 Service Requests as a Signature of Urban Location
- Estimating Local Commuting Patterns From Geolocated Twitter Data
- Human diffusion and city influence
- Migrant mobility flows characterized with digital data
- Touristic site attractiveness seen through Twitter
- Tweets on the road
- Identifying the structural discontinuities of human interactions
- Spatial Distribution of City Tweets and Their Densities
- The Twitter Social Mobility Index: Measuring Social Distancing Practices from Geolocated Tweets
- Multiscale socio-ecological networks in the age of information
- Socioeconomic biases in urban mixing patterns of US metropolitan areas
- The impact of the COVID-19 pandemic on daily rhythms
- Tracking random walks
- Recurrent patterns of user behavior in different electoral campaigns: A Twitter analysis of the Spanish general elections of 2015 and 2016
- Mapping mobility patterns to public spaces in a medium-sized city using geolocated tweets
- Discovering Geo-dependent Stories by Combining Density-based Clustering and Thread-based Aggregation techniques
- Mining Urban Performance: Scale-Independent Classification of Cities Based on Individual Economic Transactions
- Twitter, human mobility, and COVID-19
- Twitter as a Source of Global Mobility Patterns for Social Good
- A Socio-geographic Perspective on Human Activities in Social Media
- Visualizing the "Heartbeat" of a City with Tweets
- Pendular behavior of public transport networks
- Multi-scale Population and Mobility Estimation with Geo-tagged Tweets
- Evaluation of Biases in Self-reported Demographic and Psychometric Information: Traditional versus Facebook-based Surveys
- Pattern and Anomaly Detection in Urban Temporal Networks
- The network structure of visited locations according to geotagged social media photos
- Impact Of Urban Technology Deployments On Local Commercial Activity
- On the importance of trip destination for modeling individual human mobility patterns
- Urban Mobility
- Understanding the variability of daily travel-time expenditures using GPS trajectory data
- Curating Transient Population in Urban Dynamics System
- Characterizing People's Daily Activity Patterns in the Urban Environment: A Mobility Network Approach with Geographic Context-Aware Twitter Data
- A New Understanding of Friendships in Space: Complex Networks Meet Twitter
- Pattern Ensembling for Spatial Trajectory Reconstruction
- Sensing the Chinese Diaspora: How Mobile Apps Can Provide Insights into Global Migration Flows
- House Price Modeling with Digital Census
- Identifying macroscopic features in foreign visitor travel pathways
- Towards real-time population estimates: introducing Twitter daily estimates of residents and non-residents at the county level
- Large-Scale Mapping of Human Activity using Geo-Tagged Videos
- Understanding International Migration using Tensor Factorization
- Tracing Networks of Knowledge in the Digital Age
- Towards a Standard Sampling Methodology on Online Social Networks: Collecting Global Trends on Twitter
- Interactive Levy Flight in Interest Space
- Workforce migration and its economic implications: A perspective from social media in China
- Bayesian method for inferring the impact of geographical distance on intensity of communication
- From centre to centres: polycentric structures in individual mobility
- Exploring Invariants & Patterns in Human Commute time
- Clarifying the Role of Distance in Friendships on Twitter: Discovery of a Double Power-Law Relationship
- Tweeting Over The Border: An Empirical Study of Transnational Migration in San Diego and Tijuana
- Measuring Global Multi-Scale Place Connectivity using Geotagged Social Media Data
- On the regularity of human mobility patterns at times of a pandemic
- Transfer Learning from an Auxiliary Discriminative Task for Unsupervised Anomaly Detection
- Border Effect of Complex Network: An analysis on the cooperation network of movie stars across different regions
- Tourists' digital footprint in cities: comparing big data sources