TokGauge — @vivianshop168 LIANGYATING. @vivianshop168 has 45,400 followers and 198 videos. Across the 12 parsed clips the average is 21,697 views and 180 likes. Engagement to views is 0.93%, which is below typical for TikTok. On the newer half of the feed the response is falling (−0.6 pp). An average clip reaches 48% of the follower count.