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首页> 外文期刊>Brain and Neuroscience Advances >Circadian mood variations in Twitter content:
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Circadian mood variations in Twitter content:

机译:Twitter内容中昼夜节律的变化:

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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 ...
机译:背景:睡眠,认知和代谢状态的昼夜节律调节由中央时钟驱动,而中央时钟又被环境信号所带动。了解情绪的昼夜节律调节对满足日常需求至关重要,需要庞大的数据集并采用经典的主观报告方法。年在英国。我们从情绪和疲劳的集体表达中提取出一天中发生的变化的有力信号。我们使用统计分析和傅立叶分析的方法来确定周期性结构,极值,变化点,并比较这些事件在整个季节和周末的稳定性。结果:我们揭示了正面和负面情绪的强烈但不同的昼夜节律模式。在各个季节以及周末/工作日的界限内,疲劳和愤怒的循环显得非常稳定。积极的情绪和悲伤的互动更多...

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