Emo 163 网易云音乐情感分类数据集

网易云音乐情感分类数据集包含约 395,000 条音乐情感标签数据，其中每条数据由歌曲 ID 、歌单 ID 和歌曲的情感标签三个主要列组成。这些数据的来源是网易云音乐官方网站，提供了对歌曲情感进行标记的详尽信息。歌曲 ID 唯一标识每首歌曲，而歌单 ID 表示歌曲所属歌单。情感标签为每首歌曲赋予了情感上的分类标签，使得研究者和数据科学家能够深入探讨音乐情感分析的领域。由于数据集规模较大，适用于构建情感分析模型、进行数据挖掘，并深入理解音乐与情感之间的关联。

NetEase Cloud Music Sentiment Classification Dataset contains approximately 395,000 music emotion annotation records. Each record consists of three core columns: song ID, playlist ID, and the emotion label of the corresponding song. Derived from the official NetEase Cloud Music website, this dataset provides comprehensive annotated information for music emotion classification. Specifically, the song ID uniquely identifies each individual song, while the playlist ID denotes the playlist to which the song belongs. The emotion label assigns a precise sentiment category tag to each song, empowering researchers and data scientists to conduct in-depth investigations into the domain of music sentiment analysis. Owing to its substantial scale, this dataset is well-suited for constructing sentiment analysis models, carrying out data mining tasks, and advancing the understanding of the association between music and human emotions.

搜集汇总

背景与挑战

背景概述

该数据集包含约39.5万条来自网易云音乐的情感标签数据，每条数据由歌曲ID、歌单ID和情感标签三列组成，用于支持音乐情感分类、文本生成等自然语言处理任务的研究与应用。