Abstract In the rapidly evolving field of artificial intelligence. the importance of multimodal sentiment analysis has never been more evident. especially amid the ongoing COVID-19 pandemic. Our research addresses the critical need to understand public sentiment across various dimensions of this crisis by integrating data from multiple modalities. https://www.hollandscountryclothinges.shop/product-category/dog-harnesses/