Literature DB >> 33602967

Mining Google and Apple mobility data: temporal anatomy for COVID-19 social distancing.

Corentin Cot1,2, Giacomo Cacciapaglia3,4, Francesco Sannino5,6.   

Abstract

We employ the Google and Apple mobility data to identify, quantify and classify different degrees of social distancing and characterise their imprint on the first wave of the COVID-19 pandemic in Europe and in the United States. We identify the period of enacted social distancing via Google and Apple data, independently from the political decisions. Our analysis allows us to classify different shades of social distancing measures for the first wave of the pandemic. We observe a strong decrease in the infection rate occurring two to five weeks after the onset of mobility reduction. A universal time scale emerges, after which social distancing shows its impact. We further provide an actual measure of the impact of social distancing for each region, showing that the effect amounts to a reduction by 20-40% in the infection rate in Europe and 30-70% in the US.

Entities:  

Year:  2021        PMID: 33602967      PMCID: PMC7892828          DOI: 10.1038/s41598-021-83441-4

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  6 in total

1.  Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe.

Authors:  Seth Flaxman; Swapnil Mishra; Axel Gandy; H Juliette T Unwin; Thomas A Mellan; Helen Coupland; Charles Whittaker; Harrison Zhu; Tresnia Berah; Jeffrey W Eaton; Mélodie Monod; Azra C Ghani; Christl A Donnelly; Steven Riley; Michaela A C Vollmer; Neil M Ferguson; Lucy C Okell; Samir Bhatt
Journal:  Nature       Date:  2020-06-08       Impact factor: 49.962

2.  Effect of non-pharmaceutical interventions to contain COVID-19 in China.

Authors:  Shengjie Lai; Nick W Ruktanonchai; Liangcai Zhou; Olivia Prosper; Wei Luo; Jessica R Floyd; Amy Wesolowski; Mauricio Santillana; Chi Zhang; Xiangjun Du; Hongjie Yu; Andrew J Tatem
Journal:  Nature       Date:  2020-05-04       Impact factor: 49.962

3.  Association between mobility patterns and COVID-19 transmission in the USA: a mathematical modelling study.

Authors:  Hamada S Badr; Hongru Du; Maximilian Marshall; Ensheng Dong; Marietta M Squire; Lauren M Gardner
Journal:  Lancet Infect Dis       Date:  2020-07-01       Impact factor: 71.421

4.  Coronavirus Disease 2019 Epidemic Doubling Time in the United States Before and During Stay-at-Home Restrictions.

Authors:  Mark N Lurie; Joe Silva; Rachel R Yorlets; Jun Tao; Philip A Chan
Journal:  J Infect Dis       Date:  2020-10-13       Impact factor: 5.226

5.  Interplay of social distancing and border restrictions for pandemics via the epidemic renormalisation group framework.

Authors:  Giacomo Cacciapaglia; Francesco Sannino
Journal:  Sci Rep       Date:  2020-09-28       Impact factor: 4.379

6.  Second wave COVID-19 pandemics in Europe: a temporal playbook.

Authors:  Giacomo Cacciapaglia; Corentin Cot; Francesco Sannino
Journal:  Sci Rep       Date:  2020-09-23       Impact factor: 4.379

  6 in total
  23 in total

1.  Thinking clearly about social aspects of infectious disease transmission.

Authors:  Caroline Buckee; Abdisalan Noor; Lisa Sattenspiel
Journal:  Nature       Date:  2021-06-30       Impact factor: 49.962

2.  Effective mathematical modelling of health passes during a pandemic.

Authors:  Stefan Hohenegger; Giacomo Cacciapaglia; Francesco Sannino
Journal:  Sci Rep       Date:  2022-04-28       Impact factor: 4.996

3.  Impact of close interpersonal contact on COVID-19 incidence: evidence from one year of mobile device data.

Authors:  Forrest W Crawford; Sydney A Jones; Matthew Cartter; Samantha G Dean; Joshua L Warren; Zehang Richard Li; Jacqueline Barbieri; Jared Campbell; Patrick Kenney; Thomas Valleau; Olga Morozova
Journal:  medRxiv       Date:  2021-03-12

4.  Multiwave pandemic dynamics explained: how to tame the next wave of infectious diseases.

Authors:  Giacomo Cacciapaglia; Corentin Cot; Francesco Sannino
Journal:  Sci Rep       Date:  2021-03-23       Impact factor: 4.379

5.  The mathematics of multiple lockdowns.

Authors:  Antonio Scala
Journal:  Sci Rep       Date:  2021-04-13       Impact factor: 4.379

6.  A machine learning analysis of the relationship of demographics and social gathering attendance from 41 countries during pandemic.

Authors:  Barnabas Szaszi; Nandor Hajdu; Peter Szecsi; Elizabeth Tipton; Balazs Aczel
Journal:  Sci Rep       Date:  2022-01-14       Impact factor: 4.379

7.  Impact of close interpersonal contact on COVID-19 incidence: Evidence from 1 year of mobile device data.

Authors:  Forrest W Crawford; Sydney A Jones; Matthew Cartter; Samantha G Dean; Joshua L Warren; Zehang Richard Li; Jacqueline Barbieri; Jared Campbell; Patrick Kenney; Thomas Valleau; Olga Morozova
Journal:  Sci Adv       Date:  2022-01-07       Impact factor: 14.136

8.  One Hundred and Sixty-One Days in the Life of the Homopandemicus in Serbia: The Contribution of Information Credibility and Alertness in Predicting Engagement in Protective Behaviors.

Authors:  Žan Lep; Sandra Ilić; Predrag Teovanović; Kaja Hacin Beyazoglu; Kaja Damnjanović
Journal:  Front Psychol       Date:  2021-07-05

9.  Improving prediction of COVID-19 evolution by fusing epidemiological and mobility data.

Authors:  Santi García-Cremades; Juan Morales-García; Rocío Hernández-Sanjaime; Raquel Martínez-España; Andrés Bueno-Crespo; Enrique Hernández-Orallo; José J López-Espín; José M Cecilia
Journal:  Sci Rep       Date:  2021-07-26       Impact factor: 4.379

10.  Spatial association of mobility and COVID-19 infection rate in the USA: A county-level study using mobile phone location data.

Authors:  Ahmad Ilderim Tokey
Journal:  J Transp Health       Date:  2021-07-13
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