Public views, likes and comments are cumulative observations, not unique viewers, watch time or verified earnings. A few visible comments do not represent the whole audience. Comparing different publication dates needs care.

Private metrics such as retention, click-through rate and real earnings normally require authorised creator analytics. YouTube-wide ranks and early performance relative to the creator’s own videos are not publicly available for an arbitrary video. The Video Impact assessment is an experimental WisdomSpoon public-reach heuristic, not an official YouTube quality score, category benchmark or trending rank.