Table 2.
Slope values from a minimum Bayesian additive regression model for RVF occurrence records from 2004 to 2016 independent of spatial, seasonal and climatic oscillation effects estimated using INLA. Percentage land-use classes are aggregated from 16 MODIS [38] habitat classes (see Material and methods). Mean and s.d. represent the mean and standard deviation of the slope values; 0.025, 0.5, 0.975 represent quantiles of the distribution (see electronic supplementary material, figure S1 for slope distributions). Italics denotes variable had a slope mean value that was significantly greater than zero.
variable | mean | s.d. | 0.025 | 0.5 | 0.975 |
---|---|---|---|---|---|
intercept | −0.0865 | 11.182 | −22.0406 | −0.0868 | 21.8493 |
ann. precipitation | 0.1571 | 0.09 | −0.0202 | 0.1573 | 0.3334 |
ann. precipitation2 | −0.0206 | 0.0089 | −0.0381 | −0.0206 | −0.0031 |
ann. mean temp. | 0.0021 | 0.0045 | −0.0067 | 0.0021 | 0.011 |
ann. mean temp.2 | 0 | 0 | 0 | 0 | 0 |
no. of observed floods | 0.0059 | 0.0093 | −0.0126 | 0.0059 | 0.0243 |
sheep density | 0.0146 | 0.0206 | −0.0258 | 0.0146 | 0.0548 |
cattle density | −0.0033 | 0.0125 | −0.0283 | −0.0031 | 0.0209 |
prop. of cultivated land | −0.439 | 0.2335 | −0.8975 | −0.439 | 0.019 |
prop. of cultivated land2 | 1.6028 | 0.6198 | 0.3854 | 1.6029 | 2.8183 |
presence of irrigation | 0.0473 | 0.0076 | 0.0328 | 0.0472 | 0.0627 |
human popn density | 0.0169 | 0.0079 | 0.0015 | 0.0169 | 0.0326 |
% forest | 0.0059 | 11.1761 | −21.9365 | 0.0056 | 21.93 |
% shrubland | −0.0465 | 11.176 | −21.9888 | −0.0469 | 21.8774 |
% savannah | 0.0199 | 11.176 | −21.9223 | 0.0196 | 21.9438 |
% grassland | 0.0576 | 11.176 | −21.8846 | 0.0573 | 21.9815 |
% wetland | −0.1453 | 11.1769 | −22.0894 | −0.1456 | 21.7804 |
% anthro. | 0.0654 | 11.176 | −21.8768 | 0.0651 | 21.9893 |
% bare | −0.0467 | 11.176 | −21.989 | −0.047 | 21.8773 |
no. of animals at risk | −0.0197 | 0.0148 | −0.0531 | −0.0176 | 0.0056 |