arXiv:2509.20228cs.IRcs.CL2025-09

Muse-it工具可分析Reddit上用户自发的音乐讨论,挖掘音乐行为与社交互动。

Muse-it: A Tool for Analyzing Music Discourse on Reddit

  • 基于用户查询抓取跨子版块音乐讨论数据
  • 自动提取歌曲元数据并关联讨论内容
  • 支持主题建模与动态可视化,适合音乐社会学研究

音乐参与涵盖从选择到情感反应、行为影响、身份认同与社交连接的多种互动。社交媒体为观察这些自然发生的对话提供了空间。自然语言处理与大数据分析的进步使大规模分析成为可能,推动音乐研究进入更广泛语境。Reddit因匿名性促进多元参与,产生丰富的生态化音乐话语。但数据规模庞大,亟需有效工具进行提取、处理与分析。本文提出Muse-it平台,可基于用户定义的关键词检索全面的Reddit数据,聚合来自多个子版块的帖子,支持主题建模、时间趋势分析与聚类,并实现大规模话语研究。该工具还能识别音乐相关链接(如Spotify),获取曲目级元数据(包括艺术家、专辑、发行日期、流派、流行度及歌词),并将其与讨论内容关联。通过交互式界面,提供动态可视化。Muse-it为音乐研究者提供了便捷的大数据采集与分析途径,开辟了在线自然音乐互动研究的新路径。

原文摘要 · Abstract (English)

Music engagement spans diverse interactions with music, from selection and emotional response to its impact on behavior, identity, and social connections. Social media platforms provide spaces where such engagement can be observed in natural, unprompted conversations. Advances in natural language processing (NLP) and big data analytics make it possible to analyze these discussions at scale, extending music research to broader contexts. Reddit, in particular, offers anonymity that encourages diverse participation and yields rich discourse on music in ecological settings. Yet the scale of this data requires tools to extract, process, and analyze it effectively. We present Muse-it, a platform that retrieves comprehensive Reddit data centered on user-defined queries. It aggregates posts from across subreddits, supports topic modeling, temporal trend analysis, and clustering, and enables efficient study of large-scale discourse. Muse-it also identifies music-related hyperlinks (e.g., Spotify), retrieves track-level metadata such as artist, album, release date, genre, popularity, and lyrics, and links these to the discussions. An interactive interface provides dynamic visualizations of the collected data. Muse-it thus offers an accessible way for music researchers to gather and analyze big data, opening new avenues for understanding music engagement as it naturally unfolds online.

音乐分析社交媒体NLP数据挖掘

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。