I think the majority of folks run their pumps on low except when backwashing or possibly running a cleaner. I'm sure that the 2-speed folks will correct me if I'm wrong....

You should not remove the skimmer basket while your pump is on--the basket is what protects your pipes/pump from large stuff (leaves, spiders, etc) and keeps it all out of the impeller on the pump....