Update README.md

README.md

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 Dataset comprises **547** hours of telephone dialogues in French, collected from **964** native speakers across various topics and domains, with an impressive **98%** Word Accuracy Rate. It is designed for research in **speech recognition**, focusing on various **recognition models**, primarily aimed at meeting the requirements for **automatic speech recognition (ASR)** systems.
 
-By utilizing this dataset, researchers and developers can advance their understanding and capabilities in **natural language processing (NLP)**, **speech recognition**, and **machine learning** technologies.  - **[Get the data](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=french-speech-recognition-dataset)**
+By utilizing this dataset, researchers and developers can advance their understanding and capabilities in **natural language processing (NLP)**, **speech recognition**, and **machine learning** technologies.  - **[Get the data](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=french-speech-recognition-dataset)**
 
 The dataset includes high-quality audio recordings with accurate transcriptions, making it ideal for training and evaluating speech recognition models.
 
-# 💵 Buy the Dataset: This is a limited preview of the data. To access the full dataset, please contact us at [https://unidata.pro](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=french-speech-recognition-dataset) to discuss your requirements and pricing options.
+# 💵 Buy the Dataset: This is a limited preview of the data. To access the full dataset, please contact us at [https://unidata.pro](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=french-speech-recognition-dataset) to discuss your requirements and pricing options.
 
 ## Metadata for the dataset
 ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F22059654%2Fb7af35fb0b3dabe083683bebd27fc5e5%2Fweweewew.PNG?generation=1739885543448162&alt=media)
@@ -33,4 +33,4 @@ The dataset includes high-quality audio recordings with accurate transcriptions,
 
 The native speakers and various topics and domains covered in the dataset make it an ideal resource for research community, allowing researchers to study spoken languages, dialects, and language patterns.
 
-# 🌐 [UniData](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=french-speech-recognition-dataset) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects 
+# 🌐 [UniData](https://unidata.pro/datasets/french-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=french-speech-recognition-dataset) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects