HHappy L story 22.7M subscribers
Watch on YouTube She Refused to Go Shopping With Mom… Until She Saw Her New Look
Outlier vs channel median0.2×Comparable-age T+168h
Current velocity—needs two snapshots
Engagement0.0%likes + comments
ConfidenceMedium5 comparable videos
Where it broke away
Views at the same time after publishing—not lifetime totals.
This video
Why it qualifies
- At 168 hours, views are 0.2× the channel median.
- The baseline uses 5 comparable Shorts.
Comparison windowComparable-age T+168h
This video at comparable age477.6K views
This video now477.6K views
Channel median at comparable age2.1M views
Sample5 videos