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@@ -35,4 +35,8 @@ The dataset consists of 3992 records, each representing an advertisement from Yo
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  - `title`: The title of the YouTube video from which the ad was extracted.
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  - `link`: The URL to the YouTube video.
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  - `channel`: The identifier of the YouTube channel (e.g., `@orangemaroc`).
 
 
 
 
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  [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
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  - `title`: The title of the YouTube video from which the ad was extracted.
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  - `link`: The URL to the YouTube video.
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  - `channel`: The identifier of the YouTube channel (e.g., `@orangemaroc`).
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+ -
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+ ## Data Cleaning
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+ Users should be aware that the dataset contains raw data that may need to be cleaned and preprocessed for analysis. This can include removing special characters, correcting typos, or standardizing text format.
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+
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  [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)