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path <- "/media/andrea/Elements/resolve2017/" | ||
# create the path if it does not exist | ||
if (!dir.exists(path)) { | ||
dir.create(path) | ||
} | ||
# download the resolve dataset | ||
# download.file("https://storage.googleapis.com/teow2016/Ecoregions2017.zip", destfile = file.path(path, "Ecoregions2017.zip")) | ||
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# read the zipped file | ||
ecoregions <- terra::vect(paste0("/vsizip/",file.path(path, "Ecoregions2017.zip"))) | ||
worldclim_pres <- pastclim::region_slice( | ||
time_ce = 1985, | ||
bio_variables = c("bio01"), | ||
dataset = "WorldClim_2.1_10m" | ||
) | ||
ecoregions_rast <- terra::rast(terra::ext(worldclim_pres), | ||
resolution=terra::res(worldclim_pres), | ||
crs = terra::crs(worldclim_pres)) | ||
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# rasterise the biomes at the resolutions of Worldclim | ||
ecoregions_rast <- terra::rasterize(ecoregions,ecoregions_rast, field = "BIOME_NAME") | ||
# store the levels | ||
ecoregions_meta <- levels(ecoregions_rast) | ||
# expand whilst there are mismatches with worldclim | ||
while(terra::global((!is.na(worldclim_pres) & is.na(ecoregions_rast)),"sum")>0){ | ||
ecoregions_rast <- terra::focal(ecoregions_rast, 3, "modal", na.policy="only") | ||
} | ||
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# now we mask by Worldclim | ||
ecoregions_rast <- terra::mask(ecoregions_rast, worldclim_pres) | ||
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# reassign levels | ||
levels(ecoregions_rast) <- ecoregions_meta | ||
time(ecoregions_rast, "years") <- time(worldclim_pres) | ||
# now save this | ||
ncdf_filename <- file.path(path, "ecoregions_1985.nc") | ||
terra::writeCDF(ecoregions_rast, varname = "biome", | ||
longname = "biome from RESOLVE Ecoregions 2017", | ||
filename = ncdf_filename, prec = "integer", | ||
overwrite = TRUE) | ||
# fix a few things in the netcdf file | ||
nc_in <- ncdf4::nc_open(ncdf_filename, write = TRUE) | ||
ncdf4::ncatt_put(nc_in, varid = "time", attname = "units", attval = "years since 1950-01-01 00:00:00.0") | ||
ncdf4::ncatt_put(nc_in, varid = "time", attname = "long_name", attval = "years BP") | ||
ncdf4::ncatt_put(nc_in, varid = "time", attname = "axis", attval = "T") | ||
format_line <- function(x){paste0(paste(x, collapse=" "), "; ")} | ||
ncdf4::ncatt_put(nc_in, varid = "biome", attname = "biomes", | ||
attval = paste(apply(ecoregions_meta[[1]], 1, format_line),collapse = "")) | ||
ncdf4::nc_close(nc_in) | ||
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#TODO we need to save this as integers, and with info on the levels | ||
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