2. It implies that along with being beautiful, America is abundant in resources as well.
3. "From sea to shining sea" is basically a prettier way of saying "From the Atlantic ocean to the Pacific ocean," two oceans that surround America.
4. It reflects one of many typical American ideals that it is the best place to live and that it is so independent than everyone in the world could live there.