Sentiment analysis plays a pivotal role in social platforms by enabling the automated interpretation of emotional tones within user-generated content, classifying it as positive, negative, or neutral. This capability is fundamental for robust content moderation, helping platforms identify and remove hate speech, cyberbullying, and misinformation to foster a safer online environment. For brands and businesses, it serves as an indispensable tool for real-time brand monitoring, allowing them to gauge public perception, track campaign success, and address customer concerns proactively. Moreover, sentiment analysis aids in identifying emerging trends and public opinion shifts around various topics, offering valuable insights for content curation and strategic decision-making. Ultimately, it enhances the user experience through more personalized content delivery and provides critical feedback for platform development and community management. More details: https://cas-01.c3rb.net/montargis/login?service=https://infoguide.com.ua/&gateway=true