论文标题

感觉现在该重新开放了吗? COVID-19基于重新开放情感分析的新常规场景

Feeling Like It is Time to Reopen Now? COVID-19 New Normal Scenarios based on Reopening Sentiment Analytics

论文作者

Samuel, Jim, Rahman, Md. Mokhlesur, Ali, G. G. Md. Nawaz, Samuel, Yana, Pelaez, Alexander

论文摘要

冠状病毒大流行带来了复杂的挑战和不利的情况。这项研究发现了锁定有问题的社会经济后果,并探讨了随之而来的四种潜在情绪相关的情况。 Covid-19的严重性和残酷性导致了极端感觉的发展以及情感和心理保健挑战。这项研究确定了情感后果 - 极端恐惧,混乱和动荡的情感的存在与信任和预期混合在一起。有必要衡量有效决策和政策的主要公共情感趋势。这项研究使用Twitter数据分析了与Covid-19的时间一致的Twitter数据,以确定与“重新开放”经济相关的主要情感趋势。目前的研究使用文本分析方法来分析两个潜在不同方案的公共情感支持 - 一个早期的开放和延迟的开放和每个的后果。目前的研究以探索性文本分析和文本数据可视化为基础结束,这些数据向来自美国Twitter用户的数据显示的数据显示,比恐惧重新开放了美国经济的信任情绪支持更多。通过额外的验证,这可能会为州政府,联邦政府,公司和社会领导人带来宝贵的时间敏感机会,以指导该国取得成功的新正常未来。

The Coronavirus pandemic has created complex challenges and adverse circumstances. This research discovers public sentiment amidst problematic socioeconomic consequences of the lockdown, and explores ensuing four potential sentiment associated scenarios. The severity and brutality of COVID-19 have led to the development of extreme feelings, and emotional and mental healthcare challenges. This research identifies emotional consequences - the presence of extreme fear, confusion and volatile sentiments, mixed along with trust and anticipation. It is necessary to gauge dominant public sentiment trends for effective decisions and policies. This study analyzes public sentiment using Twitter Data, time-aligned to COVID-19, to identify dominant sentiment trends associated with the push to 'reopen' the economy. Present research uses textual analytics methodologies to analyze public sentiment support for two potential divergent scenarios - an early opening and a delayed opening, and consequences of each. Present research concludes on the basis of exploratory textual analytics and textual data visualization, that Tweets data from American Twitter users shows more trust sentiment support, than fear, for reopening the US economy. With additional validation, this could present a valuable time sensitive opportunity for state governments, the federal government, corporations and societal leaders to guide the nation into a successful new normal future.

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