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  ## Dataset Overview
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  This dataset is a cleaned version of the [Dvoice-v2 test set](https://zenodo.org/records/6342622), curated and enhanced for easier use in speech and language processing tasks.
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- The dataset has been manually annotated by [Abdelaziz Bounhar](https://huggingface.co/datasets/BounharAbdelaziz), with the following additional labels:
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  - **Gender**: Classification of speaker's gender.
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  - **Sentiment**: Sentiment label of the speaker's statement.
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  - **Intent**: The intent behind the speaker's statement, helping to better understand the context.
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- Code switching was added when necessary.
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  This dataset is ready for use in tasks such as speech emotion recognition, speaker profiling, and intent classification, making it a versatile resource evaluating machine learning models.
 
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  ## Dataset Overview
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  This dataset is a cleaned version of the [Dvoice-v2 test set](https://zenodo.org/records/6342622), curated and enhanced for easier use in speech and language processing tasks.
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+ The original dataset contains many errors, with audios not matching their transcripts.
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+ This dataset has been manually annotated by [Abdelaziz Bounhar](https://huggingface.co/datasets/BounharAbdelaziz), with the following additional labels:
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+ - **Arabizi transcription**: Transcription in latin scripts.
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  - **Gender**: Classification of speaker's gender.
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  - **Sentiment**: Sentiment label of the speaker's statement.
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  - **Intent**: The intent behind the speaker's statement, helping to better understand the context.
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+ Code switching (in the arabic transcription) was added when necessary.
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  This dataset is ready for use in tasks such as speech emotion recognition, speaker profiling, and intent classification, making it a versatile resource evaluating machine learning models.