Created
October 6, 2018 03:10
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SST change in the lambert projection
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library(raster) | |
#devtools::install_github("jebyrnes/hadsstr") | |
library(hadsstr) #from jebyrnes/hadsstr | |
library(ggplot2) | |
library(sf) | |
library(rnaturalearth) | |
#get the world in the lambert projection | |
countries_50_sf <- ne_download(scale = 50, category = 'cultural', type = 'countries', returnclass="sf") | |
countries_lambert <- st_transform(oceans, 2154) | |
#load in the hadsst data - downloaded from | |
#https://www.metoffice.gov.uk/hadobs/hadisst/data/download.html | |
#as a netcdf | |
hadsst <- brick("HadISST_sst.nc") | |
raster::NAvalue(hadsst) <- -1000 | |
#get linear change and reproject to lambert projection | |
hadsst_change <- get_sst_linear_change(hadsst, years = 1950:2016) | |
hadsst_change_lambert <- projectRaster(hadsst_change, crs = "+proj=lcc +lat_1=49 +lat_2=44 +lat_0=46.5 +lon_0=3 +x_0=700000 +y_0=6600000 +ellps=GRS80 +towgs84=0,0,0,0,0,0,0 +units=m +no_defs") #lambert CRS | |
hadsst_change_lambert <- crop(hadsst_change_lambert, extent(countries_lambert)) | |
hadsst_change_df <- as.data.frame(hadsst_change_lambert, xy=TRUE) | |
#plot it | |
ggplot() + | |
geom_raster(data = hadsst_change_df, mapping = aes(x=x, y=y, fill=layer)) + | |
geom_sf(data = countries_lambert, fill="lightgrey", color=NA, alpha=0.5) + | |
scale_fill_gradient2(low = "blue", high = "red", mid = "white", midpoint = 0) + | |
#coord_cartesian() | |
coord_sf(xlim=c(-5e07,5e07), ylim=c(-3.7e07, 5.2e07)) #zoom - can futz with this |
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