Indeed, there are some suggestions that urban areas actually have a lower carbon
footprint than rural areas, e.g., Glaeser & Kahn, 2010 (Abstract; Google Scholar access), although the data is quite ambiguous, e.g., Heinonen & Junnila, 2011 (Open access).