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4.3 Engagement & Sentiment Analysis Viewer engagement metrics: concurrent viewers, chat rate (messages/min), unique chatters, and peak reaction spikes (emotes). Sentiment: transformer-based sentiment model on chat messages aggregated per minute; smoothing with a 3-minute window. shashemel 30 nov live010204 min link
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4.2 Content Classification Each segment classified into categories: Talk, Musical Performance, Q&A, Gameplay, Advertisement, Technical Downtime. Model: fine-tuned transformer on multimodal inputs with majority vote ensemble (audio CNN + visual classifier + chat-topic LSTM). risk-free alternatives to unofficial video streams.
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