I saw similar ducks and was told they’re an Asiatic species. My dog tried very unsuccessfully to herd them from the other side of a dog park fence. 

 It looked a lot like a mandarin duck to me - @Pleb2Polymath confirmed it’s a drake wood duck. Same genus! 

 That makes sense! Doesn’t quite look like a mandarin duck but close.