Circadian mood variations in Twitter content:

Brain and Neuroscience Advances

FabonDzogang¹ 

关键词: Circadian rhythms;    sleep;    emotion;    computational neuroscience;    human behaviour;   

DOI  :  10.1177/2398212817744501

学科分类：医学（综合）

来源: Sage Journals

【 摘 要 】

Background:Circadian regulation of sleep, cognition, and metabolic state is driven by a central clock, which is in turn entrained by environmental signals. Understanding the circadian regulation of mood, which is vital for coping with day-to-day needs, requires large datasets and has classically utilised subjective reporting.Methods:In this study, we use a massive dataset of over 800 million Twitter messages collected over 4 years in the United Kingdom. We extract robust signals of the changes that happened during the course of the day in the collective expression of emotions and fatigue. We use methods of statistical analysis and Fourier analysis to identify periodic structures, extrema, change-points, and compare the stability of these events across seasons and weekends.Results:We reveal strong, but different, circadian patterns for positive and negative moods. The cycles of fatigue and anger appear remarkably stable across seasons and weekend/weekday boundaries. Positive mood and sadness interact more ...

【 授权许可】

CC BY