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The analysis of the dynamic characteristics of large-scale human behaviour based on electronic footprint data provides a new method for quantitative research on this problem. Previous studies usually assumed that human behaviors were randomly distributed in time, but few studies have studied the psychological stress response of human groups under the influence of emergencies and carried out prediction methods through social media data. Based on the data from five emergencies and daily events in the Qzone, this paper explores the statistical characteristics of human communication behaviors such as time, space and social interaction. The research results reveal the psychological evolution of human groups when they encounter public security emergencies by analysing the causes of individual psychological stress responses in the group. We find that the time interval between people\u2019s posting behaviour and interactive comment behaviour in mobile QQ space before and after an emergency can be approximately described by a power-law distribution. The time interval distribution of Posting and reply is an obvious heavy-tailed distribution. These behavioural characteristics are consistent with people\u2019s psychological stress characteristics. Individual psychological stress responses gradually evolve into social-psychological responses with changes in behavioural characteristics. The greater the social-psychological stress response is, the more panic the public will be, which will cause the outbreak of group irrational behaviour. The research results are theoretically helpful in understanding the impact of emergencies on human communication behaviour patterns and reveal the psychological stress process of mass panic in large-scale emergencies.<\/jats:p>","DOI":"10.1007\/s10588-024-09384-z","type":"journal-article","created":{"date-parts":[[2024,2,16]],"date-time":"2024-02-16T11:02:39Z","timestamp":1708081359000},"page":"293-320","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Human emergency behaviour and psychological stress characteristic mining based on large-scale emergencies"],"prefix":"10.1007","volume":"30","author":[{"given":"Yi","family":"Luo","sequence":"first","affiliation":[]},{"given":"Xiaoping","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Xiaoming","family":"Li","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0009-0006-3705-6456","authenticated-orcid":false,"given":"Zhenzhen","family":"Chen","sequence":"additional","affiliation":[]},{"given":"Fangyuan","family":"Liu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2024,2,16]]},"reference":[{"issue":"3","key":"9384_CR1","doi-asserted-by":"publisher","first-page":"399","DOI":"10.1007\/s10955-013-0759-z","volume":"152","author":"Y Altshuler","year":"2013","unstructured":"Altshuler Y, Fire M, Shmueli E et al (2013) The social amplifier\u2014reaction of human communities to emergencies. 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