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数据结构 ? 422.88M
Data Structure ?
* 以上分析是由系统提取分析形成的结果,具体实际数据为准。
README.md
Context
The Million Song Dataset (MSD) is a freely-available collection of audio features and metadata for a million contemporary popular music tracks. This is a subset of the MSD and contains audio features of songs with the year of the song. The purpose being to predict the release year of a song from audio features.
Content
The owners recommend that you split the data like this to avoid the 'producer effect' by making sure no song from a given artist ends up in both the train and test set.
- train: first 463,715 examples
- test: last 51,630 examples
Field descriptions:
- The first value is the year (target), ranging from 1922 to 2011.
- Then there are 90 attributes
- TimbreAverage[1-12]
- TimbreCovariance[1-78]
These features were extracted from the 'timbre' features from The Echo Nest API. The authors took the average and covariance over all 'segments' and each segment was described by a 12-dimensional timbre vector.
Acknowledgements
Original dataset: Thierry Bertin-Mahieux, Daniel P.W. Ellis, Brian Whitman, and Paul Lamere. The Million Song Dataset. In Proceedings of the 12th International Society for Music Information Retrieval Conference (ISMIR 2011), 2
Subset downloaded from: https://archive.ics.uci.edu/ml/datasets/yearpredictionmsd
Inspiration
Use this dataset to predict the years that each song was released based on it's audio features
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