网易云音乐情感数据集

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。

The NetEase Cloud Music Sentiment Classification Dataset comprises approximately 395,000 music emotion annotation entries. Each entry contains three core columns: song ID, playlist ID, and the emotion label of the corresponding song. This dataset is sourced from the official NetEase Cloud Music website, which offers comprehensive details regarding the emotion annotation of songs. The song ID serves as a unique identifier for each individual song, while the playlist ID indicates the specific playlist that the song belongs to. The emotion labels assign categorical sentiment classifications to each song, empowering researchers and data scientists to carry out in-depth investigations within the domain of music emotion analysis. Owing to its considerable scale, this dataset is well-suited for constructing sentiment analysis models, conducting data mining tasks, and gaining deeper insights into the association between music and human emotions.

搜集汇总

背景与挑战

背景概述

网易云音乐情感数据集是一个大规模音乐情感分类数据集，包含约39.5万条数据，每条数据由歌曲ID、歌单ID和情感标签组成，来源于网易云音乐官方网站。该数据集提供了12种情感类别（如怀旧、浪漫、治愈等），适用于构建情感分析模型和数据挖掘，帮助研究音乐与情感之间的关联。