遇见数据集

MGD+: An Enhanced Music Genre Dataset with Success-based Networks

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Zenodo2023-06-28 更新2026-05-26 收录
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This dataset is built by using data from Spotify. It provides a daily chart of the 200 most streamed songs for each country and territory it is present, as well as an aggregated global chart. Considering that countries behave differently when it comes to musical tastes, we use chart data from global and regional markets from January 2017 to March 2022 (downloaded from CSV files), considering 68 distinct markets. We also provide information about the hit songs and artists present in the charts, such as all collaborating artists within a song (since the charts only provide the main ones) and their respective genres, which is the core of this work. MGD+ also provides data about musical collaboration, as we build collaboration networks based on artist partnerships in hit songs. Therefore, this dataset contains: <strong>Genre Networks:</strong> Success-based genre collaboration networks <strong>Artist Networks:</strong> Success-based artist collaboration networks <strong>Artists:</strong> Some artist data <strong>Hit Songs:</strong> Hit Song data and features <strong>Charts:</strong> Enhanced data from Spotify Daily Top 200 Charts

本数据集依托Spotify平台的数据构建而成。其涵盖了该平台覆盖的每个国家及地区每日200首流媒体播放量最高歌曲的排行榜,同时提供全球综合排行榜。考虑到不同国家的音乐审美偏好存在显著差异,本研究使用了2017年1月至2022年3月期间来自全球及区域市场的榜单数据(从CSV文件中下载),共覆盖68个不同的市场。此外,本数据集还提供了榜单中热门歌曲与艺人的相关信息:例如歌曲的全部合作艺人(因原始榜单仅展示主艺人)及其所属音乐流派,这也是本项工作的核心内容。MGD+还包含音乐合作相关数据,我们基于热门歌曲中的艺人合作关系构建了合作网络。因此,本数据集包含以下内容: <strong>流派网络</strong>:基于作品热度构建的流派合作网络 <strong>艺人网络</strong>:基于作品热度构建的艺人合作网络 <strong>艺人信息</strong>:部分艺人的相关数据 <strong>热门歌曲</strong>:热门歌曲的相关数据及特征 <strong>榜单数据</strong>:Spotify每日Top 200榜单的增强版数据

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Zenodo
创建时间:
2023-06-27
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