This is the hot spring town of Nagayu (長湯温泉) in Oita Prefecture.
Ganiyu, the free public outdoor bath:
Gozenyu:
The extremely famous hot spring that has carbonated spring water (not featured in this vid):
Here is a tourist information site (Japanese language):
Happying onsening!
AloJapan.com