Change of plea

Paddy is in court,and after an 8 day trial he suddenly pleads guilty.

The judge says,"Why didn't you just plead guilty at first and save the court all this wasted time and money?"

Paddy says,

Spoiler:

"I thought I was innocent until I heard all of the evidence."