Datasets:
Duplicate from google/MusicCaps
Browse filesCo-authored-by: Vaibhav Srivastav <[email protected]>
- .gitattributes +53 -0
- README.md +174 -0
- musiccaps-public.csv +3 -0
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README.md
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| 1 |
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---
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| 2 |
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license:
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- cc-by-sa-4.0
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converted_from: kaggle
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kaggle_id: googleai/musiccaps
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task_categories:
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- text-to-speech
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language:
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- en
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---
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# Dataset Card for MusicCaps
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## Table of Contents
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- [Table of Contents](#table-of-contents)
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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| 33 |
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- [Additional Information](#additional-information)
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| 34 |
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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| 38 |
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## Dataset Description
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- **Homepage:** https://kaggle.com/datasets/googleai/musiccaps
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- **Repository:**
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- **Paper:**
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- **Leaderboard:**
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- **Point of Contact:**
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| 46 |
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### Dataset Summary
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| 48 |
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The MusicCaps dataset contains **5,521 music examples, each of which is labeled with an English *aspect list* and a *free text caption* written by musicians**. An aspect list is for example *"pop, tinny wide hi hats, mellow piano melody, high pitched female vocal melody, sustained pulsating synth lead"*, while the caption consists of multiple sentences about the music, e.g.,
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*"A low sounding male voice is rapping over a fast paced drums playing a reggaeton beat along with a bass. Something like a guitar is playing the melody along. This recording is of poor audio-quality. In the background a laughter can be noticed. This song may be playing in a bar."*
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The text is solely focused on describing *how* the music sounds, not the metadata like the artist name.
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The labeled examples are 10s music clips from the [**AudioSet**](https://research.google.com/audioset/) dataset (2,858 from the eval and 2,663 from the train split).
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Please cite the corresponding paper, when using this dataset: http://arxiv.org/abs/2301.11325 (DOI: `10.48550/arXiv.2301.11325`)
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### Dataset Usage
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The published dataset takes the form of a `.csv` file that contains the ID of YouTube videos and their start/end stamps. In order to use this dataset, one must download the corresponding YouTube videos and chunk them according to the start/end times.
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The following repository has an example script and notebook to load the clips. The notebook also includes a Gradio demo that helps explore some samples: https://github.com/nateraw/download-musiccaps-dataset
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### Supported Tasks and Leaderboards
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[More Information Needed]
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### Languages
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[More Information Needed]
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## Dataset Structure
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### Data Instances
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[More Information Needed]
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### Data Fields
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#### ytid
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YT ID pointing to the YouTube video in which the labeled music segment appears. You can listen to the segment by opening https://youtu.be/watch?v={ytid}&start={start_s}
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#### start_s
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Position in the YouTube video at which the music starts.
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#### end_s
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Position in the YouTube video at which the music end. All clips are 10s long.
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#### audioset_positive_labels
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Labels for this segment from the AudioSet (https://research.google.com/audioset/) dataset.
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#### aspect_list
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A list of aspects describing the music.
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#### caption
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A multi-sentence free text caption describing the music.
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#### author_id
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An integer for grouping samples by who wrote them.
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#### is_balanced_subset
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If this value is true, the row is a part of the 1k subset which is genre-balanced.
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#### is_audioset_eval
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If this value is true, the clip is from the AudioSet eval split. Otherwise it is from the AudioSet train split.
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### Data Splits
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[More Information Needed]
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## Dataset Creation
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### Curation Rationale
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[More Information Needed]
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed]
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#### Who are the source language producers?
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[More Information Needed]
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### Annotations
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#### Annotation process
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[More Information Needed]
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#### Who are the annotators?
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| 135 |
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[More Information Needed]
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| 137 |
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### Personal and Sensitive Information
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| 139 |
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| 140 |
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[More Information Needed]
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| 141 |
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| 142 |
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## Considerations for Using the Data
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| 143 |
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| 144 |
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### Social Impact of Dataset
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| 145 |
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| 146 |
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[More Information Needed]
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| 147 |
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### Discussion of Biases
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| 149 |
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[More Information Needed]
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### Other Known Limitations
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| 153 |
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[More Information Needed]
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| 155 |
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## Additional Information
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| 157 |
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### Dataset Curators
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| 159 |
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This dataset was shared by [@googleai](https://ai.google/research/)
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### Licensing Information
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The license for this dataset is cc-by-sa-4.0
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### Citation Information
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```bibtex
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[More Information Needed]
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```
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### Contributions
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| 173 |
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| 174 |
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[More Information Needed]
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musiccaps-public.csv
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version https://git-lfs.github.com/spec/v1
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oid sha256:8cc109ac507b5e5aed8ea73a5c8f897a9d0793f7397427e000adf4c05f6021c7
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size 2939484
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