Data

Data collection

The first step in this study was to obtain all the data required. This primarily included data covering the factors for tick habitat suitability. All data is listed in Table 1. The specific climate variables used in the analysis are listed in Table 2.

Name Source Time period Original format
Tick distribution data Global Biodiversity Information Facility (GBIF) records 1900-2022 Point data
Deer distribution data GBIF records 1665-2022  Point data
Climate data ClimateNA Historical annual normals: 1991 to 2020

Future annual normals: 2041- 2070

Raster data

4x4km spatial resolution

Map of Canada/ON and Quebec Boundaries Statistics Canada 2016 Polygon data
Land use cover data Natural resources Canada

 

2019 Raster data, 30m spatial resolution
Soil Data Agriculture and Agri-Food Canada

 

2015 Polygon data
Ontario parks Government of Ontario

 

2020 Polygon data
Quebec Parks Données Québec

 

2019 Polygon data
Nova Scotia Parks Open Data Nova Scotia

 

2022 Polygon data
New Brunswick Parks Open Data NB

 

2020 Polygon data

Table 1: Data

**A Digital Elevation Model (DEM) was not used in this analysis as elevation is not noted to be a strong impacting factor on tick presence.

Climate Variables

Annual Variables
Abbreviation Name
MAT        Mean Annual Temperature (°C)
MWMT mean warmest month temperature (°C),
MCMT             mean coldest month temperature (°C),
TD                    temperature difference between MWMT and MCMT, or continentality (°C),
MAP                mean annual precipitation (mm),
MSP                 May to September precipitation (mm),
AHM   annual heat-moisture index (MAT+10)/(MAP/1000))
SHM summer heat-moisture index ((MWMT)/(MSP/1000))
Derived Annual Variables
DD<0    degree-days below 0°C, chilling degree-days
DD>5               degree-days above 5°C, growing degree-days
DD<18             degree-days below 18°C, heating degree-days
DD>18             degree-days above 18°C, cooling degree-days
NFFD             the number of frost-free days
FFP                  frost-free period
bFFP                the day of the year on which FFP begins
eFFP                 the day of the year on which FFP ends
PAS                  precipitation as snow (mm) between August in previous year and July in current year
EMT                 extreme minimum temperature over 30 years
EXT                 extreme maximum temperature over 30 years
Eref                  Hargreaves reference evaporation (mm)
CMD                Hargreaves climatic moisture deficit (mm)

(sum of the monthly difference between a reference evaporation (Eref) and precipitation) – provides an estimate of monthly water balance by considering Hargreaves reference evapotranspiration and precipitation (Griesbauer et al., 2021)

MAR                mean annual solar radiation (MJ m^2 d^1)
RH                   mean annual relative humidity (%)
CMI                 Hogg’s climate moisture index (mm)
DD1040  (10<DD<40)    degree-days above 10°C and below 40°C

Table 2: Climate variables

Explanations of climate variables from: https://www.climatewna.com/help/climateBC/help.htm 

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