The environmental data we use are downloaded from BioOracle using the sdmpredictors R package. See the data preparation code at https://github.com/iobis/xylookup/blob/master/dataprep/rasters.py for more details. Code for fetching the environmental conditions by location are available at https://github.com/iobis/xylookup.