Data · dataset · 2019
The Music Streaming Sessions Dataset
Listed in BERD@NFDI Data Portal
At the core of many important machine learning problems faced by online streaming services is a need to model how users interact with the content they are served.
Description
Unfortunately, there are no public datasets currently available that enable researchers to explore this topic. In order to spur that research, we release the Music Streaming Sessions Dataset (MSSD), which consists of 160 million listening sessions and associated user actions.
Furthermore, we provide audio features and metadata for the approximately 3.7 million unique tracks referred to in the logs. This is the largest collection of such track metadata currently available to the public. This dataset enables research on important problems including how to model user listening and interaction behaviour in streaming, as well as Music Information Retrieval (MIR), and session-based sequential recommendations.
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Additionally, a subset of sessions were collected using a uniformly random recommendation setting, enabling their use for counterfactual evaluation of such sequential recommendations. Finally, we provide an analysis of user behavior and suggest further research problems which can be addressed using the dataset.
Links
Where it is published
- BERD@NFDI Data Portal record berd-platform.de/records/9zs0b-qpc53 ↗
landing page · from berd platform de
- DOI doi.org/10.1145/3308558.3313641 ↗
DOI / persistent id · from berd platform de
Catalogue records · 1
- InvenioRDM API berd-platform.de/api/records/9zs0b-qpc53 ↗
metadata API · from berd platform de
Topics
- From keywords
- Economics & Finance
- Inferred from text
- Audio 75%
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| BERD@NFDI Data Portal | 9zs0b-qpc53 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[modality].local:modality:audio | enrichment · berd platform de | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/description |
| publication_date | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| title | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/title |
| updated_date | source · berd platform de | connector:berd_platform_de@1.0.0 |