Sentiment Analysis and Emotion Understanding during the COVID-19 Pandemic in Spain and Its Impact on Digital Ecosystems

被引:66
作者
de las Heras-Pedrosa, Carlos [1 ]
Sanchez-Nunez, Pablo [2 ]
Pelaez, Jose Ignacio [3 ]
机构
[1] Univ Malaga, Fac Commun Sci, Dept Audiovisual Commun & Advertising, Malaga 29071, Spain
[2] Univ Malaga, Joint PhD Programme Commun, Malaga 29071, Spain
[3] Univ Malaga, Higher Tech Sch Comp Engn, Dept Languages & Comp Sci, Malaga 29071, Spain
关键词
coronavirus; COVID-19; SARS-CoV-2; public health; health communication; sentiment analysis; emotion understanding; opinion mining; risk communication; social media; RISK COMMUNICATION; SOCIAL MEDIA; CRISIS; EBOLA;
D O I
10.3390/ijerph17155542
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
COVID-19 has changed our lives forever. The world we knew until now has been transformed and nowadays we live in a completely new scenario in a perpetual restructuring transition, in which the way we live, relate, and communicate with others has been altered permanently. Within this context, risk communication is playing a decisive role when informing, transmitting, and channeling the flow of information in society. COVID-19 has posed a real pandemic risk management challenge in terms of impact, preparedness, response, and mitigation by governments, health organizations, non-governmental organizations (NGOs), mass media, and stakeholders. In this study, we monitored the digital ecosystems during March and April 2020, and we obtained a sample of 106,261 communications through the analysis of APIs and Web Scraping techniques. This study examines how social media has affected risk communication in uncertain contexts and its impact on the emotions and sentiments derived from the semantic analysis in Spanish society during the COVID-19 pandemic.
引用
收藏
页码:1 / 22
页数:22
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