Spyder is a really nice interface, but it has one huge problem (on windows at least), you can only have one instance of it open at any given time. It's hugely irritating for experimentation and so mostly I use IPython Notebook these days.
Tools > Preferences > General > Interface
and deactivate the option called
Use a single instance
As simple as that. Almost all in Spyder is configurable :)