VVideos that make your day better 631K subscribers
Watch on YouTube The silence speaks louder 😂
Outlier vs channel median1.0×Comparable-age T+72h
Current velocity—needs two snapshots
Engagement1.0%likes + comments
ConfidenceHigh18 comparable videos
Where it broke away
Views at the same time after publishing—not lifetime totals.
Channel medianThis video
Why it qualifies
- At 72 hours, views are 1.0× the channel median.
- The baseline uses 18 comparable Shorts.
Comparison windowComparable-age T+72h
This video at comparable age—
This video now2.3M views
Channel median at comparable age757.9K views
Sample18 videos