Honorable Mention - Liyu Lake (鯉魚潭)
It's really more like a large pond. But it's a very peaceful one. I have passed pleasant hours taking in the calm waters, mountain scenery, cute cafes, boat rental shops, fairgrounds, and forests. There are also monkeys and fireflies (in May).