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DOI10.3390/ijerph16050762
Mining Social Media to Identify Heat Waves
Cecinati, Francesca1; Matthews, Tom2; Natarajan, Sukumar1; McCullen, Nick1; Coley, David1
发表日期2019
ISSN1660-4601
卷号16期号:5
英文摘要

Heat waves are one of the deadliest of natural hazards and their frequency and intensity will likely increase as the climate continues to warm. A challenge in studying these phenomena is the lack of a universally accepted quantitative definition that captures both temperature anomalies and associated mortality. We test the hypothesis that social media mining can be used to identify heat wave mortality. Applying the approach to India, we find that the number of heat-related tweets correlates with heat-related mortality much better than traditional climate-based indicators, especially at larger scales, which identify many heat wave days that do not lead to excess mortality. We conclude that social media based heat wave identification can complement climatic data and can be used to: (1) study heat wave impacts at large scales or in developing countries, where mortality data are difficult to obtain and uncertain, and (2) to track dangerous heat wave events in real time.


WOS研究方向Environmental Sciences & Ecology ; Public, Environmental & Occupational Health
来源期刊INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/93997
作者单位1.Univ Bath, Dept Architecture & Civil Engn, Bath BA2 7AY, Avon, England;
2.Loughborough Univ, Dept Geog & Environm, Loughborough LE11 3TU, Leics, England
推荐引用方式
GB/T 7714
Cecinati, Francesca,Matthews, Tom,Natarajan, Sukumar,et al. Mining Social Media to Identify Heat Waves[J],2019,16(5).
APA Cecinati, Francesca,Matthews, Tom,Natarajan, Sukumar,McCullen, Nick,&Coley, David.(2019).Mining Social Media to Identify Heat Waves.INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,16(5).
MLA Cecinati, Francesca,et al."Mining Social Media to Identify Heat Waves".INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 16.5(2019).
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