1. a School of Earth and Environment, University of Leeds, Leeds, West Yorkshire, United Kingdom
2. b Met Office Hadley Centre, Exeter, Devon, United Kingdom
3. c Tanzania Meteorological Authority, Dar es Salaam, Tanzania
4. e Zambia Meteorological Department, Lusaka, Zambia
5. d Department of Climate Change and Meteorological Service, Ministry of Forestry and Natural Resources, Blantyre, Malawi