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README.md

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 Dataset comprises **1,300+** videos featuring over **300** individuals who each recorded 4 videos while pronouncing a set of numbers. This dataset is designed to facilitate research in **biometric verification**, **face recognition**, and **action recognition**. The videos include 2 recordings on mobile devices, each lasting approximately 30 seconds and 8 seconds, and 2 webcam recordings with the same durations.
 
-By utilizing this dataset, developers and researchers can enhance their understanding of **human activity** and improving **object detection**. - **[Get the data](https://unidata.pro/datasets/phone-and-webcam-video/?utm_source=huggingface&utm_medium=cpc&utm_campaign=phone-and-webcam-video)**
+By utilizing this dataset, developers and researchers can enhance their understanding of **human activity** and improving **object detection**. - **[Get the data](https://unidata.pro/datasets/phone-and-webcam-video/?utm_source=huggingface&utm_medium=referral&utm_campaign=phone-and-webcam-video)**
 
 # Examples of data
 ![](https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F22059654%2Fcb41444ba6f5bd4f48f2250f686fed22%2FFrame%20174%20(5).png?generation=1733179922956991&alt=media)
 This extensive collection provides high-quality video recordings that are ideal for training and testing various vision models and learning algorithms. The dataset is a valuable resource for developing and evaluating detection algorithms and object tracking systems.
 
-# 💵 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/phone-and-webcam-video/?utm_source=huggingface&utm_medium=cpc&utm_campaign=phone-and-webcam-video) 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/phone-and-webcam-video/?utm_source=huggingface&utm_medium=referral&utm_campaign=phone-and-webcam-video) 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%2Fe6eb3bdb6c82da56c879aa7d1afddb61%2FFrame%20136%20(2).png?generation=1733170796165756&alt=media)
 
 This dataset is an invaluable asset for researchers aiming to achieve higher detection accuracy and improve the performance of face recognition systems, ultimately contributing to advancements in biometric security and liveness detection technologies.
-# 🌐 [UniData](https://unidata.pro/datasets/phone-and-webcam-video/?utm_source=huggingface&utm_medium=cpc&utm_campaign=phone-and-webcam-video) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects 
+# 🌐 [UniData](https://unidata.pro/datasets/phone-and-webcam-video/?utm_source=huggingface&utm_medium=referral&utm_campaign=phone-and-webcam-video) provides high-quality datasets, content moderation, data collection and annotation for your AI/ML projects