Before/After Thumbnail or Title Changes
Useful for checking reaction shifts after changing thumbnails or titles. Collect and analyze comments before and after the change, then compare positive/negative ratios and top comments. Minimize the gap between upload and collection time for clearer comparison.
Comparing Reactions Across Series Episodes
See how comment sentiment varies by episode. Use results to gauge the impact of intro changes, guest appearances, or topic shifts. Note that event-heavy episodes (finale, specials) can skew results.
Shortly After Upload vs. Next Day
Right after upload, early viewers (e.g., notification subscribers) dominate. After about 24 hours, algorithm-recommended viewers blend in. Comparing both timings can reveal differences by audience segment.
Community Issue Check
When negative ratio spikes, use the negative filter to quickly identify main complaints. Causes may include misleading thumbnails, title-content mismatch, or community tab controversies. Use this for early response.
Using the Report
Download the PDF report to share with your team or use in meetings. The sentiment summary and top comments provide both quantitative and qualitative insights.
Using Within Limits
Analysis is for reference. Make final decisions after reviewing actual comments and channel context. Sarcasm and fandom-specific language can be misclassified, so do not conclude from filtered comments alone.