This song is probably the one that made Damien Rice famous, when it was featured in the movie Closer (Mike Nichols), along with extracts of two other songs (including cold water).
The title is a reference to the daughter of Rice's clarinet professor, back when he was younger.
And so it is
Just like you said, it would be
Life goes easy on me
Most of the time