Twitter Analytics-Based Assessment: Are the United States Coastal Regions Prepared for Climate Changeƒ

Sydney Singleton, S. Kumar, Zhenlong Li
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引用次数: 10

Abstract

According to the U.S. National Climate Assessment, the Southeast Coast and Gulf Coast of the United States are particularly susceptible to sea level rise, heat waves, hurricanes and lower accessibility to clean water due to climate change. Preparation for climate change consequences can only occur with conversation, which is a method of bringing awareness to the issue. Over the past decade, social media has taken over the spectrum of information exchange in the United States. Social Network Analysis (SNA) is the practice of analyzing trends in volume and opinion of a population of social media users. Twitter, one popular social media platform, is one of the largest microblogging sites in the world, and it provides an abundance of data related to the trending topics such as climate change. In this work, Twitter analytics is performed on the data generated from Twitter users in the United States, who were talking about climate change, global warming and/or CO2, from July 2016 to June 2017. Specifically, a comparative sentiment analysis on the coastal U.S. regions was conducted to recognize which region(s) is/are falling behind on the conversation about climate change and to understand the trends in opinion about climate change over time. The results determined that the southeast coast of the United States is deficient in their discussion about climate change compared to the other coastal regions. Igniting the conversation about this issue in these regions will mitigate the disasters due to climate change by increasing awareness in the people of these regions so they can properly prepare.
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基于推特分析的评估:美国沿海地区准备好应对气候变化了吗
根据美国国家气候评估,美国东南海岸和墨西哥湾沿岸特别容易受到海平面上升、热浪、飓风和由于气候变化而难以获得清洁水的影响。对气候变化后果的准备只能通过对话进行,这是一种让人们意识到这个问题的方法。在过去的十年里,社交媒体已经接管了美国信息交流的范围。社交网络分析(SNA)是分析社交媒体用户数量和意见趋势的实践。Twitter是一个受欢迎的社交媒体平台,也是世界上最大的微博网站之一,它提供了大量与气候变化等热门话题相关的数据。在这项工作中,Twitter分析是对2016年7月至2017年6月期间美国Twitter用户所产生的数据进行的,这些用户正在谈论气候变化,全球变暖和/或二氧化碳。具体而言,对美国沿海地区进行了比较情绪分析,以识别哪些地区在关于气候变化的对话中落后,并了解随着时间的推移,人们对气候变化的看法趋势。结果表明,与其他沿海地区相比,美国东南沿海地区对气候变化的讨论不足。在这些地区引发关于这个问题的对话,将通过提高这些地区人民的意识,使他们能够做好适当的准备,减轻气候变化造成的灾害。
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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