1. Environmental Change Institute, University of Oxford, Osford, United Kingdom
2. Royal Netherlands Meteorological Institute (KNMI), De Bilt, Netherlands
3. Red Cross Red Crescent Climate Centre, The Hague, Netherlands
4. African Climate and Development Initiative, University of Cape Town, Cape Town, South Africa, and Kenya Meteorological Department, Nairobi, Kenya
5. African Climate and Development Initiative, University of Cape Town, Cape Town, South Africa