Point #1 for a delicious eggplant: Feel the thorns on the stem. If the thorns are sharp enough so that it hurts, that means it is fresh.

Houshou's ingredient lectures

I really hate eggplants nanodesu!

Point #2 for a delicious eggplant: It's okay to choose a curved one, but let's make sure to choose one with uniform thickness