1. Department of Geography, Geoinformatics and Meteorology; University of Pretoria; South Africa
2. Council for Scientific and Industrial Research; Natural Resources and the Environment; South Africa
3. International Research Institute for Climate and Society; Lamont-Doherty Earth Observatory of Columbia University; Palisades NY USA