Viewer reaction analysis in ad-supported video content focuses on the use of advanced techniques to understand and interpret the emotional responses expressed by viewers during ad viewing experiences.

Ruidoso officials are offering conflicting explanations for silent outdoor warning sirens during flooding that resulted in three deaths.