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Table 1 Environmental and land cover predictors used to model Culicoides abundance

From: Modelling the monthly abundance of Culicoides biting midges in nine European countries using Random Forests machine learning

Source

Code

Description

Modis (Fourier-transformed) (2001–2012)

MIR

Mid-infrared

dLST

Daytime land surface temperature

nLST

Night-time land surface temperature

NDVI

Normalised difference vegetation index

EVI

Enhanced vegetation index

Bioclimb (1960–1990)

BIO 1

Annual mean temperature

BIO 2

Mean diurnal range: mean of monthly (max. temp - min. temp)

BIO 3

Isothermality (BIO 2/BIO 7) (×100)

BIO 4a

Temperature seasonality (standard deviation × 100)

BIO 5a

Max. temperature of warmest month

BIO 6a

Min. temperature of coldest month

BIO 7

Temperature annual range (BIO 5 – BIO 6)

BIO 8

Mean temperature of wettest quarter

BIO 9a

Mean temperature of driest quarter

BIO 10a

Mean temperature of warmest quarter

BIO 11a

Mean temperature of coldest quarter

BIO 12a

Annual precipitation

BIO 13

Precipitation of wettest month

BIO 14

Precipitation of driest month

BIO 15

Precipitation seasonality (coefficient of variation)

BIO 16a

Precipitation of wettest quarter

BIO 17a

Precipitation of driest quarter

BIO 18

Precipitation of warmest quarter

BIO 19

Precipitation of coldest quarter

Altitude

Digital elevation model (DEM)

Corine Land Coverc

CLC 12

Non-irrigated arable land

CLC 13

Permanently irrigated land

CLC 18

Pastures

CLC 19

Annual crops associated with permanent crops

CLC 20

Complex cultivation patterns

CLC 21

Land principally occupied by agriculture with significant areas of natural vegetation

CLC 22

Agro-forestry areas

CLC 23

Broad-leaved forest

CLC 24

Coniferous forest

CLC 25

Mixed forest

CLC 26

Natural grasslands

CLC 29

Transitional woodland-shrub

CLC 35

Inland marshes

CLC 40

Water courses

CLC 41

Water bodies

  1. aVariables discarded during pre-processing analysis due to high correlation
  2. bhttps://www.worldclim.org/
  3. chttps://land.copernicus.eu/pan-european/corine-land-cover/clc-2012