InsightCo: Analyzing Sentiment in YouTube Comments Through a Fusion of Vader Model and ChatGPT API
Sheetal Pawar, Mithra Venkatesan, Nilakshi Raiule, Janhavi Tarlekar, Smita Kshirsagar, Madhura Bele · 2024
This study introduces InsightCo., a cutting-edge platform designed to comprehensively analyze Y ouTube video comments. Traditional sentiment analysis and comment extraction techniques face challenges like handling large data volumes., managing noisy and unstructured comments., and ensuring accurate sentiment classification. Despite advances with VADER and web scraping., many systems struggle with real-time processing and concise summarization. InsightCo addresses these issues through efficient web scraping using Selenium and precise sentiment classification via VADER. The platform features dynamic pie charts and eye-catching word clouds for powerful visualization., and integrates the ChatGPT API for comprehensive comment summarizations., highlighting positive points., negative points., and areas for improvement. With its intuitive user interface., InsightCo empowers users to gain valuable insights from Y ouTube video comments. The objectives of InsightCo include performing a literature survey to identify research gaps and providing a one stop solution for seamless sentiment analysis and precise summarization of You Tube comments.