Table 1.
Covariates category, names, and the data sources for ungulate N‐mixture models
Covariate category/name | Sources |
---|---|
Relative abundance covariates | |
Biotic covariates | |
Forest type[Link], classified as broadleaf deciduous forest, mixed Korean pine‐deciduous forest, and mixed Korean pine‐spruce forest | Moderate‐resolution Imaging Spectroradiometer (MODIS) in 2009 |
Abiotic covariates | |
Elevation[Link] | 30 m DEM, SRTM |
Slope[Link] (degree) | 30 m DEM, SRTM |
Northness[Link], range from −1 (aspect toward south) to 1 (aspect toward north) | 30 m DEM, SRTM |
Distance to frontier (km) | Forest inventory data in Changbaishan Mountain |
Distance to river (km) | Forest inventory data in Changbaishan Mountain |
Anthropogenic covariates | |
Human activity | Count of independent observations of humans at each camera site |
Cattle activity (summer season only) | Count of independent observations of cattle at each camera site |
Road density[Link] (km/sq kilometer) | Forest inventory data in Changbaishan Mountain |
Human population density[Link] (people/sq kilometer) | LandScan™ 2010 Global Population Dataset |
Distance to settlement (km) | Forest inventory data in Changbaishan Mountain |
Distance to road (including primary and secondary roads) (km) | Forest inventory data in Changbaishan Mountain |
Detection covariates | |
10‐day interval (categorical) | Cameras |
30‐day interval (categorical) | Cameras |
60‐day interval (categorical) | Cameras |
10‐day interval (continual) | Cameras |
30‐day interval (continual) | Cameras |
60‐day interval (continual) | Cameras |
Trail width | Field survey |
Quadratic of trail width | Field survey |
Camera effort | Camera days |
These covariates were calculated in 5 scales, including radius of 0.5 km, 1 km, 1.5 km, 2 km, and 3 km area around the camera location