The data contains rasters and CSVs necessary to run the code associated with the Echeverri, Smith, et al. PNAS paper titled: "Biodiversity and infrastructure interact to drive tourism to and within Costa Rica". 


Scripts are available in: (https://github.com/jeffreysmith-jrs/natcapCR/blob/main/bin/tourismModel.R).


These are modified versions of publicly available data (cited in the main MS) that allow reproducibility of results.

The files and their descriptions are as followed:
arm_diversity.tif: Map showing combined species richness of amphibians, reptiles, and mammals (unit: # of species)
amphibians.tif: Map showing species richness of amphibians (unit: # of species)
reptiles.tif: Map showing species richness of reptiles (unit: # of species)
mammals.tif: Map showing species richness of mammals (unit: # of species)
abirdDiversity.tif: Map showing species richness of birds (unit: # of species)
abirdDiversity_te.tif: Map showing species richness of threatened and endemic bird species (see Costa_Rican_Birds_endemic_JZ.csv, unit: # of species)
tree-cover.tif: Map showing percent tree cover (unit: percentage)
distWater.tif: Map showing distance to water (unit: kilometers)
distRoads.tif: Map showing distance to roads (unit: kilometers)
distPAs.tif: Map showing distance to protected areas (unit: kilometers)
hoteDensity.tif: Map showing hotel density (see Hotels_revised_duplicates_deleted.csv, unit: unitless index)
fcover1.tif: Map showing percentage non-photosynthetic bare ground (unit: percentage)
fcover2.tif: Map showing percentage photosynthetic ground cover (unit: percentage)
fcover3.tif: Map showing percentage impervious ground cover (unit: percentage)
bio1.tif: Map showing mean annual temperature (unit: degrees Celsius * 10)
bio4.tif: Map showing temperature seasonality (unit: unitless)
bio12.tif: Map showing mean annual precipitation (unit: millimeters)
bio15.tif: Map showing precipitation seasonality (unit: millimeters)
Hotels_revised_duplicates_deleted.csv: CSV filed containing georeferenced locations of Costa Rican hotels
flickr.csv: CSV filed containing georeferenced locations of Flickr photos
checklist_uploads.csv: CSV filed containing georeferenced locations of eBird checklists
Costa_Rican_Birds_endemic_JZ.csv: CSV file containing data on which species are IUCN listed and/or endemic in Costa Rica compiled by paper co-author Jim Zook
In addition, we have included 6 result maps which allow for reproducibility of figures:
ebird_base.tif: Predicted tourism using model constructed with all predictor variables and eBird checklists (unit: index between 0 and 1)
ebird_noBio.tif: Predicted tourism using model constructed without biodiversity predictor variables and eBird checklists (unit: index between 0 and 1)
ebird_noInfra.tif: Predicted tourism using model constructed without infrastructure variables and eBird checklists (unit: index between 0 and 1)
flickr_base.tif: Predicted tourism using model constructed with all predictor variables and flickr photos (unit: index between 0 and 1)
flickr_noBio.tif: Predicted tourism using model constructed without biodiversity predictor variables and flickr photos (unit: index between 0 and 1)
flickr_noInfra.tif: Predicted tourism using model constructed without infrastructure variables flickr photos (unit: index between 0 and 1)