Hemant Khatri, UK Met Office, Exeter, United Kingdom, Ric Williams, Liverpool University, School of Environmental Sciences, Liverpool, United Kingdom, Doug M Smith, Met Office Hadley Centre, Exeter, United Kingdom and Tim Woollings, University of Oxford, Department of Physics, Oxford, United Kingdom