Table 1.
Statistic | Model 1 | Model 2 | Model 3 |
---|---|---|---|
Variables included in analysis | All | Only global variables | All |
Distance to BTB in 1995 | No | No | Yes |
Variables available to model | 96 | 80 | 97 |
Variables included in model | 54 | 70 | 85 |
Correct absence % | 83.67 | 82.05 | 85.00 |
Correct presence % | 84.76 | 81.11 | 82.80 |
Overall correct % | 84.15 | 81.64 | 83.90 |
Kappa | 0.68 | 0.63 | 0.67 |
Predictor 1 | VPD P2b,d | VPD P2b,d | Distance to BTB in 1995 |
Predictor 2 | Longitude | Longitude | VPD mind |
Predictor 3 | VPD D/V1b,d | VPD mean | Cattle density |
Predictor 4 | VPD P1b,d | VPD P1b,d | Badger presence (10 km) |
Predictor 5 | Air temperature A1b,c | VPD varianceb,d | Human population density |
Predictor 6 | Air temperature rangec | Middle infra-red P3b,c | Longitude |
Predictor 7 | Cattle density | Air temperature A1b,c | Potential evapotranspirationd |
Predictor 8 | Air temperature A3b,c | Air temperature rangeb,c | VPD P1b,d |
Predictor 9 | Middle infra-red P3b,c | Distance to roads | Badger (distance) |
Predictor 10 | VPD meand | Air temperature A3b,c | VPD A3b,d |
Abbreviations: 0, 1, 2 and 3 refer to the Fourier-fitted, annual, bi-annual and tri-annual cycles; A, amplitude; BTB, bovine tuberculosis; D/V, proportion of total variance associated with each harmonic/total variance; P, phase; VPD, vapour pressure deficit.
Fourier timing and/or seasonality variables, highlighted in bold.
Temperature variables.
Water/moisture variables.