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@@ -48,7 +48,7 @@ dataset = load_dataset("michsethowusu/twi_multispeaker_audio_transcribed")
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  Refer to the original dataset repository for licensing details: [Financial Inclusion Speech Dataset](https://github.com/Ashesi-Org/Financial-Inclusion-Speech-Dataset).
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  ## Acknowledgments
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- This dataset is based on the work by [Ashesi-Org](https://github.com/Ashesi-Org). Special thanks to contributors who helped in data collection and annotation. I am only making it more accessible for machine learning.
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  ## Citation
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  If you use this dataset in your research or project, please cite it appropriately:
 
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  Refer to the original dataset repository for licensing details: [Financial Inclusion Speech Dataset](https://github.com/Ashesi-Org/Financial-Inclusion-Speech-Dataset).
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  ## Acknowledgments
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+ This dataset is based on the work by [Ashesi-Org](https://github.com/Ashesi-Org). Special thanks to contributors who helped in data collection and annotation. **I am only making it more accessible for machine learning**.
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  ## Citation
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  If you use this dataset in your research or project, please cite it appropriately: