论文标题
表征西班牙库维德(Covid-19)第一波中的Twitter用户行为
Characterizing Twitter users behaviour during the Spanish Covid-19 first wave
论文作者
论文摘要
人们使用在线社交媒体来理解危机事件。像Covid-19爆发这样的大流行危机是一个复杂的事件,涉及多个时间尺度上社会生活的许多方面。我们专注于西班牙的twittersphere,在Covid-19第一波的不同阶段中表征了用户的活动行为。 首先,我们分析了来自西班牙Twittersphere的不同类别用户的时间表样本,以产生新信息或放大他人产生的信息。其次,通过执行逐步分割的回归分析和贝叶斯开关点分析,我们在用户活动统计数据中寻找了可能的行为足迹。 我们观察到,通用的西班牙Twitter用户和记者在3月9日至3月14日之间的推文活动突然增加,与地区和州一级当局宣布的控制措施相吻合。但是,他们在切换点之前和之后显示了稳定的转发比例。 相反,政客是一个例外,是唯一没有试验这种突然变化的用户类别,并遵循由机构议程确定的完全内源性动态。一方面,他们没有增加整体活动,而是略有下降。另一方面,在危机时期,政客们倾向于加强他们放大信息而不是产生信息的倾向。
People use Online Social Media to make sense of crisis events. A pandemic crisis like the Covid-19 outbreak is a complex event, involving numerous aspects of the social life on multiple temporal scales. Focusing on the Spanish Twittersphere, we characterized users activity behaviour across the different phases of the Covid-19 first wave. Firstly, we analyzed a sample of timelines of different classes of users from the Spanish Twittersphere in terms of their propensity to produce new information or to amplify information produced by others. Secondly, by performing stepwise segmented regression analysis and Bayesian switchpoint analysis, we looked for a possible behavioral footprint of the crisis in the statistics of users' activity. We observed that generic Spanish Twitter users and journalists experienced an abrupt increment of their tweeting activity between March 9 and March 14, in coincidence with control measures being announced by regional and State level authorities. However, they displayed a stable proportion of retweets before and after the switching point. On the contrary, politicians represented an exception, being the only class of users not experimenting this abrupt change and following a completely endogenous dynamics determined by institutional agenda. On the one hand, they did not increment their overall activity, displaying instead a slight decrease. On the other hand, in times of crisis, politicians tended to strengthen their propensity to amplify information rather than produce it.