I understand the concerns of those who gave this only one star as this doesn't totally align with your standard Batman canon, but does it truly deviate from the characters to an egregious degree yet? No.
Sure, Penguin's female and Harleen Quinzel is just focused on her psychiatry skills, but I could definitely just see this as being a part of the multiverse. Good show for what I've seen of season 1.