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@@ -256,12 +256,6 @@ dataset3 = concatenate_datasets([dataset1['train'], dataset2['train']])
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  Note : proccess the datasets before merging in order to make sure you have a new dataset that is consistent
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- ## Dataset Details
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- - **Homepage:** [M-A-D/Mixed-Arabic-Datasets-Repo](https://huggingface.co/datasets/M-A-D/Mixed-Arabic-Datasets-Repo)
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- - **Lead Author:** Elfilali Ali
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- - **Contact Lead Author:** email : alielfilali0909@gmail.com, LinkedIn : [alielfilali01](https://www.linkedin.com/in/alielfilali01/)
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-
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  ## Dataset Size
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  The Mixed Arabic Datasets (MAD) is a dynamic and evolving collection, with its size fluctuating as new datasets are added or removed. As MAD continuously expands, it becomes a living resource that adapts to the ever-changing landscape of Arabic language datasets.
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  MAD's access mechanism is unique: while it doesn't carry a general license itself, each constituent dataset within the corpus retains its individual license. By accessing the dataset details through the provided links in the "Dataset List" section above, users can understand the specific licensing terms for each dataset.
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  ## Citation
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  Showcase your commitment to collaboration and linguistic exploration by referencing the MAD collection in your research:
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  ```
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  @dataset{
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  title = {Mixed Arabic Datasets (MAD)},
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- author = {Elfilali Ali},
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  howpublished = {Dataset},
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  url = {https://huggingface.co/datasets/M-A-D/Mixed-Arabic-Datasets-Repo},
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  year = {2023},
 
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  Note : proccess the datasets before merging in order to make sure you have a new dataset that is consistent
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  ## Dataset Size
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  The Mixed Arabic Datasets (MAD) is a dynamic and evolving collection, with its size fluctuating as new datasets are added or removed. As MAD continuously expands, it becomes a living resource that adapts to the ever-changing landscape of Arabic language datasets.
 
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  MAD's access mechanism is unique: while it doesn't carry a general license itself, each constituent dataset within the corpus retains its individual license. By accessing the dataset details through the provided links in the "Dataset List" section above, users can understand the specific licensing terms for each dataset.
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+ ### Join Us on Discord
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+ For discussions, contributions, and community interactions, join us on Discord! [![Discord](https://img.shields.io/discord/798499298231726101?label=Join%20us%20on%20Discord&logo=discord&logoColor=white&style=for-the-badge)](https://discord.gg/2NpJ9JGm)
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+ ### How to Contribute
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+ Want to contribute to the Mixed Arabic Datasets project? Follow our comprehensive guide on Google Colab for step-by-step instructions: [Contribution Guide](https://colab.research.google.com/drive/1kOIRoicgCOV8TPvASAI_2uMY7rpXnqzJ?usp=sharing).
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+ **Note**: If you'd like to test a contribution before submitting it, feel free to do so on the [MAD Test Dataset](https://huggingface.co/datasets/M-A-D/Mixed-Arabic-Dataset-test).
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  ## Citation
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  Showcase your commitment to collaboration and linguistic exploration by referencing the MAD collection in your research:
 
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  ```
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  @dataset{
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  title = {Mixed Arabic Datasets (MAD)},
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+ author = {MAD Community},
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  howpublished = {Dataset},
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  url = {https://huggingface.co/datasets/M-A-D/Mixed-Arabic-Datasets-Repo},
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  year = {2023},