Evolution of online public opinion during meteorological disasters

IF 1.7 3区 社会学 Q3 ENVIRONMENTAL STUDIES
Xubu Ma, Wei Liu, Xiaoyang Zhou, Chunxiu Qin, Ying Chen, Yafan Xiang, Xiaoyu Zhang, Ming Zhao
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引用次数: 14

Abstract

ABSTRACT Meteorological disasters are important public events that can generate a wide range of online public opinion. Studying the patterns and mechanisms of public opinion dissemination during meteorological disasters and moderately strengthening the voice of official media can alleviate public nervousness and facilitate disaster prevention, reduction, and recovery. Therefore, taking Typhoon Mangkhut as an example, we collected data from Sina Weibo in China and Twitter in the Philippines. Based on a ‘data preparation–public opinion mining–data analysis’ framework, patterns and characteristics of the evolution of public opinion were identified through social network analysis and sentiment analysis methods. The results showed that public opinion surrounding Mangkhut differed in the two countries. The trend in public opinion was ‘low-high-low.’ During natural disasters, shifts in opinion exhibited a ‘positive–negative-positive’ pattern. In the Philippines, netizen sentiment reached lowest point 24–48 h after the typhoon landed and recovered steadily and quickly. However, among Chinese netizens, sentiment hit lowest point later, mostly because of a man-made negative event. To help people cope with natural disasters, the Chinese official media should promptly release accurate information, play a more active role in guiding public opinion, and pay more attention to man-made negative events during disasters.
气象灾害期间网络舆论的演变
气象灾害是重要的公共事件,可以产生广泛的网络舆论。研究气象灾害中舆论传播的模式和机制,适度加强官方媒体的话语权,可以缓解公众的紧张情绪,促进防灾减灾和灾后恢复。因此,以台风“山竹”为例,我们从中国的新浪微博和菲律宾的Twitter上收集数据。基于“数据准备-舆情挖掘-数据分析”的框架,通过社会网络分析和情感分析方法,识别了舆情演变的模式和特征。结果显示,两国围绕山竹的舆论存在差异。公众舆论的趋势是“低-高-低”。在自然灾害期间,舆论的转变呈现出“正面-负面-正面”的模式。在菲律宾,台风登陆后24-48小时,网民情绪达到最低点,并迅速稳定恢复。然而,在中国网民中,情绪后来跌至最低点,主要是因为人为的负面事件。为了帮助人们应对自然灾害,中国官方媒体应该及时发布准确的信息,发挥更积极的舆论引导作用,并在灾害期间更多地关注人为的负面事件。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
9.20
自引率
5.00%
发文量
18
期刊介绍: Environmental Hazards: Human and Policy Dimensions is an innovative, interdisciplinary and international research journal addressing the human and policy dimensions of hazards. The journal addresses the full range of hazardous events from extreme geological, hydrological, atmospheric and biological events, such as earthquakes, floods, storms and epidemics, to technological failures and malfunctions, such as industrial explosions, fires and toxic material releases. Environmental Hazards: Human and Policy Dimensions is the source of the new ideas in hazards and risk research.
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