Table 7. Principal component (PC) loadings of covariates relevant for modeling tiger occupancy, Eigen values of the components, the percent variation of the original data explained by the PC, their ecological interpretation and a priori effect on tiger occupancy.
Covariates | PC1 (Forest) | PC2 (Human-Livestock) | PC3 (Chital, Sambar, Dung) | PC4 (Livestock Dung) | PC5 (Elevation) | PC6 (Gaur-Sambar) | PC7 (Legal Protection) | PC8 (Rainfall) | PC9 (Wild Pig) | PC10 (Distance to Urbanization) |
Elevation (m) | −0.109 | 0.035 | 0.019 | −0.032 | 0.962 | −0.021 | 0.004 | −0.059 | 0.042 | 0.116 |
Rainfall (mm) | −0.276 | −0.033 | 0.009 | 0.005 | −0.079 | −0.048 | −0.027 | 0.871 | 0.098 | 0.180 |
Mean NDVI | −0.795 | 0.017 | 0.037 | −0.010 | 0.035 | 0.102 | −0.002 | 0.195 | 0.037 | −0.017 |
Forest Area of Grid | −0.796 | 0.041 | −0.116 | 0.063 | 0.113 | −0.067 | −0.095 | 0.131 | 0.060 | 0.288 |
Core Forest Area in a Grid | −0.820 | 0.027 | −0.059 | 0.053 | 0.008 | −0.191 | −0.120 | −0.034 | −0.015 | 0.069 |
Chital Encounters per km | 0.032 | 0.031 | −0.645 | 0.126 | 0.106 | 0.081 | −0.037 | 0.167 | −0.506 | −0.075 |
Gaur Encounters per km | −0.100 | 0.058 | −0.144 | 0.023 | 0.019 | −0.950 | −0.065 | 0.039 | −0.033 | 0.023 |
Sambar Encounters per km | −0.072 | 0.062 | −0.776 | 0.087 | 0.065 | −0.268 | −0.125 | 0.117 | −0.086 | −0.105 |
Wild Pig Encounters per km | 0.053 | −0.007 | −0.153 | −0.052 | −0.068 | −0.055 | −0.050 | −0.127 | −0.929 | −0.009 |
Wild Ungulate Dung Density | −0.084 | −0.008 | −0.782 | −0.230 | −0.201 | −0.001 | −0.014 | −0.333 | −0.019 | 0.118 |
Livestock Dung Density | 0.075 | −0.078 | −0.009 | −0.976 | 0.032 | 0.026 | 0.003 | −0.011 | −0.022 | −0.051 |
Livestock seen on transect walk | 0.040 | −0.960 | 0.033 | −0.044 | −0.030 | 0.013 | 0.047 | 0.017 | −0.009 | −0.012 |
Human and Livestock Trails | 0.023 | −0.921 | 0.014 | −0.028 | 0.012 | 0.042 | −0.004 | −0.013 | 0.018 | −0.035 |
People seen on transect walk | 0.014 | −0.963 | 0.022 | −0.026 | −0.030 | 0.018 | 0.038 | 0.021 | −0.005 | −0.017 |
Distance of Grid to a Protected Area | 0.165 | −0.068 | 0.119 | −0.004 | 0.005 | 0.071 | 0.968 | −0.024 | 0.058 | −0.055 |
Distance of Grid to Night Lights | −0.237 | 0.056 | 0.053 | 0.054 | 0.126 | −0.021 | −0.056 | 0.160 | 0.023 | 0.913 |
Eigen Value | 2.143 | 2.723 | 1.712 | 1.045 | 1.026 | 1.047 | 0.991 | 1.016 | 1.149 | 1.006 |
% Variance Explained | 13.39 | 17.02 | 10.7 | 6.53 | 6.41 | 6.55 | 6.19 | 6.35 | 7.18 | 6.29 |
Cumulative Variance Explained | 13.39 | 30.41 | 41.11 | 47.64 | 54.06 | 60.6 | 66.8 | 73.15 | 80.33 | 86.62 |
Ecological Attribute | Large Undisturbed Canopied Forests | People and Cattle | Wild Ungulate Prey | Livestock | Elevation | Large Wild Ungulates | Distance to Protected Area | Rainfall | Wild Pig | Distance to Night Light |
A Priori influence of PC on Tiger Occupancy | Negative | Positive | Negative | Positive | Negative | Negative | Negative | Positive | Negative | Positive |