Before revision:  On the `social ' side , our methodology allows us to extract relevant information about the political leaning of the communities of users , hereby called partisan communities , without resorting upon any external information.
After revision:  On the `social ' side , our methodology allows us to extract relevant information about the political leaning of the communities of users , hereby called partisan communities - without resorting upon any external information.