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Multiscale mobility patterns and the restriction of human movement.
Dominik J Schindler1, Jonathan Clarke1, Mauricio Barahona1
1Department of Mathematics, Imperial College London, London SW7 2BX, UK.
Royal Society Open Science
|October 13, 2023
Summary
The COVID-19 pandemic reshaped human mobility, revealing intrinsic scales. Facebook Movement data showed mobility initially reverted to fine scales during lockdown, then expanded to coarser scales as restrictions eased.
Area of Science:
- Computational social science
- Network science
- Epidemiology
Background:
- The COVID-19 pandemic significantly impacted global human mobility patterns.
- Understanding human mobility at multiple scales is crucial for public health and policy.
- Existing administrative divisions (e.g., NUTS regions) may not accurately reflect actual human movement.
Purpose of the Study:
- To analyze the multi-scale nature of human mobility using Facebook Movement data before and during the UK's first COVID-19 lockdown.
- To identify intrinsic mobility scales that better represent human movement than administrative regions.
- To model the impact of lockdown restrictions on mobility patterns and recovery.
Main Methods:
- Utilized Facebook Movement maps data from before and during the first UK lockdown.
- Employed unsupervised multiscale community detection on the UK mobility graph to extract flow communities at various coarseness levels.
- Applied a linear decay shock model to quantify lockdown effects and recovery times.
Main Results:
- Identified robust partitions of human mobility into flow communities at multiple scales, outperforming traditional administrative regions.
- Fine-scale partitions closely matched UK travel-to-work areas and captured broader mobility patterns.
- Observed mobility reverting to fine scales during lockdown and expanding to coarser scales as restrictions lifted, with quantifiable regional variations in shock strength and recovery.
Conclusions:
- Human mobility exhibits intrinsic multi-scale structures that are better captured by data-driven community detection than administrative boundaries.
- The COVID-19 lockdown temporarily altered mobility patterns, causing a reversion to finer scales before a gradual expansion.
- The study provides a quantitative framework for understanding and modeling mobility dynamics during large-scale disruptions.
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