What the comment analyzer finds
It groups repeated questions and requests, surfaces common two- and three-word topics, counts frequently mentioned terms and gives an estimated sentiment split — so you can see what your audience is discussing without reading every comment.
How it works
Public top-level comments are fetched from the YouTube Data API (or pasted by you). Analysis runs in your browser: questions are detected by punctuation and question words, similar ones are grouped by word overlap, requests are matched by patterns like “can you make…”, and sentiment uses a small word lexicon with negation handling.
Limitations
- Estimated sentiment misses sarcasm, slang and context.
- Only up to 300 top-level comments are analyzed; replies are excluded.
- English-language patterns only.