Temporal Patterns of Happiness and Information in a Global Social Network: Hedonometrics and Twitter

被引:428
作者
Dodds, Peter Sheridan [1 ,2 ,3 ]
Harris, Kameron Decker [1 ]
Kloumann, Isabel M. [1 ,4 ]
Bliss, Catherine A. [1 ]
Danforth, Christopher M. [1 ,2 ,3 ]
机构
[1] Univ Vermont, Dept Math & Stat, Burlington, VT 05405 USA
[2] Univ Vermont, Ctr Complex Syst, Burlington, VT 05405 USA
[3] Univ Vermont, Vermont Adv Comp Ctr, Burlington, VT 05405 USA
[4] Univ Vermont, Dept Phys, Burlington, VT 05405 USA
来源
PLOS ONE | 2011年 / 6卷 / 12期
基金
美国国家科学基金会;
关键词
D O I
10.1371/journal.pone.0026752
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Individual happiness is a fundamental societal metric. Normally measured through self-report, happiness has often been indirectly characterized and overshadowed by more readily quantifiable economic indicators such as gross domestic product. Here, we examine expressions made on the online, global microblog and social networking service Twitter, uncovering and explaining temporal variations in happiness and information levels over timescales ranging from hours to years. Our data set comprises over 46 billion words contained in nearly 4.6 billion expressions posted over a 33 month span by over 63 million unique users. In measuring happiness, we construct a tunable, real-time, remote-sensing, and non-invasive, text-based hedonometer. In building our metric, made available with this paper, we conducted a survey to obtain happiness evaluations of over 10,000 individual words, representing a tenfold size improvement over similar existing word sets. Rather than being ad hoc, our word list is chosen solely by frequency of usage, and we show how a highly robust and tunable metric can be constructed and defended.
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页数:26
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