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  - **10 NV types**: Breathing, laughter, sighing, sneezing, coughing, throat clearing, groaning, grunting, snoring, sniffing
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  - **8 emotion categories**: Angry, disgusted, fearful, happy, neutral, sad, surprised, other
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  - **Diverse speakers**: 2296 speakers (60% male, 40% female)
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- - **Multi-source**: Derived from [VoxCeleb](https://www.robots.ox.ac.uk/~vgg/data/voxceleb/) and [Expresso](https://arxiv.org/abs/2308.05725) corpora
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  - **Rich metadata**: Emotion labels, NV annotations, speaker IDs, audio quality metrics
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  <!-- ## Dataset Structure 📂
 
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  - **10 NV types**: Breathing, laughter, sighing, sneezing, coughing, throat clearing, groaning, grunting, snoring, sniffing
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  - **8 emotion categories**: Angry, disgusted, fearful, happy, neutral, sad, surprised, other
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  - **Diverse speakers**: 2296 speakers (60% male, 40% female)
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+ - **Multi-source**: Derived from [VoxCeleb](https://www.robots.ox.ac.uk/~vgg/data/voxceleb/) and [Expresso](https://speechbot.github.io/expresso/) corpora
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  - **Rich metadata**: Emotion labels, NV annotations, speaker IDs, audio quality metrics
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  <!-- ## Dataset Structure 📂