I also learned it as "Rye Whiskey" with a couple more verses:

For work I'm too lazy, investment's too slow
Train robbin's too risky, it's gamblin' I'll go
Rye whiskey, rye whiskey, rye whiskey I cry,
If I don't get rye whiskey, I surely will die.

It's beefsteak when I'm hungry, Rye Whiskey when I'm dry
Greenbacks when I'm hard up and religion when I die
Rye whiskey, rye whiskey, rye whiskey I cry,
If I don't get rye whiskey, I surely will die.