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全球音乐流媒体数据揭示了情感偏好的昼夜和季节性模式。

Global music streaming data reveal diurnal and seasonal patterns of affective preference.

机构信息

Department of Information Science, Cornell University, Ithaca, NY, USA.

Spotify USA, Somerville, MA, USA.

出版信息

Nat Hum Behav. 2019 Mar;3(3):230-236. doi: 10.1038/s41562-018-0508-z. Epub 2019 Jan 21.

Abstract

People manage emotions to cope with life's demands. Previous research has identified affective patterns using self-reports and text analysis, but these measures track the expression of affect, not affective preference for external stimuli such as music, which affects mood states and levels of emotional arousal. We analysed a dataset of 765 million online music plays streamed by 1 million individuals in 51 countries to measure diurnal and seasonal patterns of affective preference. Findings reveal similar diurnal patterns across cultures and demographic groups. Individuals listen to more relaxing music late at night and more energetic music during normal business hours, including mid-afternoon when affective expression is lowest. However, there were differences in baselines: younger people listen to more intense music; compared with other regions, music played in Latin America is more arousing, while music in Asia is more relaxing; and compared with other chronotypes, 'night owls' (people who are habitually active or wakeful at night) listen to less-intense music. Seasonal patterns vary with distance from the equator and between Northern and Southern hemispheres and are more strongly correlated with absolute day length than with changes in day length. Taken together with previous findings on affective expression in text, these results suggest that musical choice both shapes and reflects mood.

摘要

人们通过管理情绪来应对生活中的各种需求。以往的研究已经通过自我报告和文本分析确定了情感模式,但这些方法仅能跟踪情感的表达,而无法反映对音乐等外部刺激的情感偏好,而音乐可以影响情绪状态和情感唤起水平。我们分析了一个包含 7.65 亿个在线音乐播放记录的数据集,这些播放记录来自 51 个国家的 100 万名个体,以测量情感偏好的昼夜和季节性模式。研究结果揭示了不同文化和人群之间相似的昼夜模式。个体在深夜会听更放松的音乐,在正常工作时间会听更有活力的音乐,包括下午情绪表达最低的时候。然而,在基线方面存在差异:年轻人听更激烈的音乐;与其他地区相比,拉丁美洲播放的音乐更能唤起情感,而亚洲的音乐则更能放松;与其他昼夜类型相比,“夜猫子”(习惯在夜间活动或清醒的人)听的音乐不那么激烈。季节性模式随与赤道的距离以及北半球和南半球的位置而变化,与绝对昼长的相关性比与昼长变化的相关性更强。综合考虑文本中情感表达的先前研究结果,这些结果表明音乐选择既塑造了情绪,也反映了情绪。

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