Most dance music videos tend to be seriously dull considering it's meant to be upbeat music playing over the top.
The music video to House Every Weekend is pretty much the definition of a basic dance music video. Not exciting to watch, and the song itself is my least fave UK #1 of the year - it really is that atrocious imo.
Best examples:
Sigala - Easy Love = basically all young kids showing off their major dancing skills, it's not groundbreaking but it's definitely fun(ny) to watch.
Oliver Heldens - Gecko (Overdrive) = a lot of CGI in this one, can't really describe it other than it was original and stood out.
Calvin Harris & Disciples - How Deep Is Your Love = three words. Gigi. Hadid. Fit.

Easily one of the most sexiest videos imo this year, and it's not like that much is actually happening. Less certainly is more in this case.
I think dance music videos should be more quirky and imaginative. These are the type of videos that people will always remember.