乔治-弗洛伊德死后公众的情绪和反应:社交媒体评论的情感分析

Jesse Scotland , Alvin Thomas , Mengguo Jing
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引用次数: 0

摘要

社交媒体的使用已成为一种重要的社会互动形式,它将不同年龄、不同地域、不同政治和哲学信仰的人们联系在一起。这些互动的结果是海量的数据,通过情感分析等探索性方法,可以深入了解公众的整体情绪以及对公共事件和关键社会政治事件的反应。本研究通过分析 2020 年 5 月 25 日发布的乔治-弗洛伊德(George Floyd)遇害视频下的评论,探讨了围绕 "黑人生命至上"(Black Lives Matter)Facebook 页面的情绪。对情绪的研究采用了选择性曝光理论的假设。我们采用了三管齐下的情感分析方法和主题建模,发现在 7,137 条关于乔治-弗洛伊德之死视频的 Facebook 评论中,公众情绪总体上呈负极性。调查结果揭示了人们对乔治-弗洛伊德死亡视频的分歧反应,更普遍地表明了人们对 "黑人生命至上 "运动的负面情绪。情绪测试还得出了一个明显较高的幸福感分数,这可能意味着在当前的种族背景下,巨魔在互联网言论中的影响是不可避免的。
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Public emotion and response immediately following the death of George Floyd: A sentiment analysis of social media comments

Social media use has become a critical form of social interaction connecting people of all ages, and across geographic regions, political, and philosophical persuasions. The results of these interactions are massive amounts of data which, through exploratory methods like sentiment analysis, can provide insight into overall public emotion and response to public and key sociopolitical events. The present study explores the sentiment surrounding the Black Lives Matter Facebook page by analyzing the comments under the video of the killing of George Floyd, posted on May 25, 2020. This examination of sentiment uses assumptions of selective exposure theory. We employed a three-pronged sentiment analysis approach and topic modeling and found an overall negative polarity in public sentiment among 7,137 Facebook comments on the video of George Floyd's death. The findings reveal a divisive response to the video which captured the death of George Floyd, which more generally suggests negative emotion in response to the Black Lives Matter movement. A sentiment test also returned a noticeably high happiness score, which might imply the widely unavoidable effects of trolls in internet discourse in the current racial context.

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