This is takes a bit of time however there's no need to exit the spotify bubble or download software. In my web browser, I visit the Spotify Web Player site and view the playlist. I then turn off the page style (In Firefox go to View > Page Style then click No Style) and refresh the page. You can then cut and paste into a text file or spreadsheet to clean up.
Great solution, thanks.