论文标题

飓风和标签:表征自然灾害的在线集体关注

Hurricanes and hashtags: Characterizing online collective attention for natural disasters

论文作者

Arnold, Michael V., Dewhurst, David Rushing, Alshaabi, Thayer, Minot, Joshua R., Adams, Jane L., Danforth, Christopher M., Dodds, Peter Sheridan

论文摘要

我们通过在具有全球范围的社交媒体平台Twitter上通过$ n $ grams的镜头来研究集体关注。使用飓风名称称是意识到的代理,我们发现外源性的时间动态在整个风暴中都非常相似,但是整体集体的关注甚至在造成可比的死亡和损害的风暴中也有很大变化。我们构建了“飓风关注图”,并观察到飓风造成(或经济损害)美国大陆的死亡(或经济损害)在英语推文中产生的关注比没有更多的关注。我们发现,飓风的Saffir-Simpson风量表类别分配与其受到的关注量密切相关。与较低的类别风暴相比,较高的类别风暴每比例增加的死亡人数或损害损害的损害数量增加。 2010年代最具破坏性和致命的风暴,哈维和玛丽亚飓风引起了最大的关注,分别被记住了最长的。平均而言,第5类风暴受到关注的关注4.6倍,造成相同数量的死亡和经济损害的风暴。

We study collective attention paid towards hurricanes through the lens of $n$-grams on Twitter, a social media platform with global reach. Using hurricane name mentions as a proxy for awareness, we find that the exogenous temporal dynamics are remarkably similar across storms, but that overall collective attention varies widely even among storms causing comparable deaths and damage. We construct `hurricane attention maps' and observe that hurricanes causing deaths on (or economic damage to) the continental United States generate substantially more attention in English language tweets than those that do not. We find that a hurricane's Saffir-Simpson wind scale category assignment is strongly associated with the amount of attention it receives. Higher category storms receive higher proportional increases of attention per proportional increases in number of deaths or dollars of damage, than lower category storms. The most damaging and deadly storms of the 2010s, Hurricanes Harvey and Maria, generated the most attention and were remembered the longest, respectively. On average, a category 5 storm receives 4.6 times more attention than a category 1 storm causing the same number of deaths and economic damage.

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