• Taxonomic cleaning
• Downloading presences
• Filtering of presences

• Started with 103 species
• Passed it through the taxize r package to get the GBIF closest match
• Filtered out species with lower than 0.9 in a match
• Ended up with 101 species to work with

• Used rgbif package to download presences
• Max 10.000 species that had coordinates

With CoordinateCleaner r package:

• Presences from 1960 onwards
• Eliminated occurences in urban polygons (To avoid cultivars)
• Eliminated prescences in Country, county or regions centroids (Known way to create coordinates of occurrences where there are no known coordinates)
• Eliminated equal lat and long
• Eliminated environmental and geografical outliers

With spThin

• Made sure that presences are at least 5 kms form each other (Spatial Autocorrelation)