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For detailed usage and interpretation tips, see the User Guide.
How To Read This Result
The sentiment cards summarize only the collected sample. Use these numbers as directional signals and consider context such as timing, topic intensity, and audience behavior.
How To Use This Analysis
After changing thumbnails or titles, re-analyze the same video to compare before/after reactions. For series, analyze each episode to track response trends. Compare right after upload vs. 24 hours later to see differences between early viewers and algorithm-driven traffic. Use the negative filter to quickly identify main complaints and turn them into improvement points.
Limitations
Sarcasm, slang, and multilingual comments can reduce classification accuracy. Review source comments before making final decisions.
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