Update README.md

README.md

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 # British English Speech Dataset for recognition task
 Dataset comprises **200** hours of high-quality audio recordings featuring **310** speakers, achieving an impressive **95%** Sentence Accuracy Rate. This extensive collection of speech data is designed for **NLP** tasks such as **speech recognition**, **dialogue systems**, and **language understanding**.
 
-By utilizing this dataset, developers and researchers can advance their work in automatic speech recognition and improve recognition systems.  - **[Get the data](https://unidata.pro/datasets/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=british-english-speech-recognition-dataset)**
+By utilizing this dataset, developers and researchers can advance their work in automatic speech recognition and improve recognition systems.  - **[Get the data](https://unidata.pro/datasets/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=british-english-speech-recognition-dataset)**
 
 The dataset is particularly valuable for improving speech synthesis, speech intelligibility, and recognition systems, making it a critical resource for advancing language resources and speech signals.
 
-# 💵 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/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=british-english-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/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=british-english-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)
@@ -32,4 +32,4 @@ The dataset is particularly valuable for improving speech synthesis, speech inte
 
 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/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=cpc&utm_campaign=british-english-speech-recognition-dataset) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects 
+# 🌐 [UniData](https://unidata.pro/datasets/british-english-speech-recognition-dataset/?utm_source=huggingface&utm_medium=referral&utm_campaign=british-english-speech-recognition-dataset) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects