If by "amazing" means "I need an explanation to see what I'm seeing", then I agree with you.
Analytics visualizations are great when they're pretty, but if they aren't comprehensible, you've failed. In the vast (>1) user testing I've done with horizon graphs, it just isn't grokkable.
People in general don't want to look stupid, so they aren't going to volunteer a "hey, what the heck am I looking at here?" They'll just assume they aren't smart enough to get it and be quiet.
Agreed; horizon charts take some explanation. However, once you understand what they're showing, they become quite natural. That makes them suitable for dashboards that are monitored by a regular audience (say, production engineers, stock traders), since the viewer learns the first time and then benefits subsequently from the concise representation. However, I probably wouldn't recommend them for a mass audience in a one-off visualization, where the effort to understand might be beyond the viewer's patience for a single viewing.
I think most visualizations require a bit of explanation to understand. The standard rrdtool graphs in Munin, for instance, are surprisingly complicated to understand the first time you see them. And smokeping is a fabulous tool despite having a totally idiosyncratic display. Horizon charts also take a little time to get, but not much.
This appeals to an intuitive sense, but I question the validity of claiming that there exists an information dense format that does not require training to read. Do you have an example of one?
http://vis.berkeley.edu/papers/horizon/