Table 2. Response, explanatory, and offset variables for spatial modelling of heterogeneity of environmental conditions for WNV distribution.
Variable | Raw data source | Spatial / time resolution | Reference | ||
---|---|---|---|---|---|
Response variables | WNV localization in the environment | Localization of virus detection in the environment | Official Rospotrebnadzor records | 1999–2016 | - |
Localization of possible human infection | 2011 | - | |||
Explanatory variables | Natural environment–temperature, vegetation cover, presence of water bodies and topography | LST | Landsat 7 & Landsat 8 https://earthexplorer.usgs.gov/. |
Images in the thermal spectrum have 60 m (Landsat 7) and 100 m (Landsat 8) cell size. Rasters are resampled to 30 m cell size. Series of satellite images included 21 May– 7 September 2010 & 26 May– 2 September 2011 (19 days) |
[53,72] |
NDVI | [52,54] | ||||
NDWI | [78] | ||||
Distance from the water bodies | Open Street Map contributors 2020 https://www.openstreetmap.org/ |
30 m | [78] | ||
Elevation | Digital model ALOS DEM https://www.eorc.jaxa.jp/ALOS/en/aw3d30/index.htm |
30 m | [56] | ||
Urban environment—–built-up environment and population mobility | Building density | Open Street Map contributors 2020 https://www.openstreetmap.org/ |
60 m | [56] | |
Road density | [79] | ||||
Railway density | |||||
Offset variables | Population density | Global High Resolution Population Denominators Project https://www.worldpop.org/geodata/summary?id=49725 |
30 m | [80] |