You fail a lot, mostly because you are so enamoured of a “clean” design you explain nothing. What is a read? What does read ratio really mean? Are there bail-points in a story? At what point do people recommend?
Now I wonder what is the relationship of fan to clap? Who liked it best? Your metrics are mysteries.