Nothing
#-----------------------------------------------------------------------------------------------------------------#
#-----------------------------------------------------------------------------------------------------------------#
#---------------------------------------- function: GEVparameters_map --------------------------------------------#
#-----------------------------------------------------------------------------------------------------------------#
#-----------------------------------------------------------------------------------------------------------------#
GEVparameters_map = function(covariables, GEVparam, sd_or_swe, parameter = "shape",
plottitle = NULL, save_name = NULL, save_dir = getwd(),
printPlot = TRUE) {
# Information ---------------------------------------------------------------------------------------------------
# example: GEVparameters_map(covariables = covariables, GEVparam = sd_GEVparam, sd_or_swe = "sd",
# parameter = "shape", printPlot = FALSE)
# output: a map of Austria with the chosen GEV parameters
#
# --- this function creates a map of Austria with the chosen GEV parameter
#
# --- input:
# 1. 'covariables': a named matrix with the covariables
# each row corresponds to one location,
# columns should include at least 'lon' and 'lat'
# 2. 'GEVparam': a matrix with the GEV parameters
# each row corresponds to one location
# columns are 'loc', 'scale' and 'shape'
# 3. 'sd_or_swe': a character string
# chose snow depth ('sd') or snow water equivalent ('swe')
# --- optional input:
# 4. 'parameter': a character string
# chose which GEV parameter should be plotted, either 'loc', 'scale' or 'shape'
# default (if this input is missing) is 'shape'
# 5. 'plottitle': a character string defining the title of the plot
# default (if this input is missing) is 'sd_or_swe shape/scale/loc parameter',
# depending on 'sd_or_swe' and 'parameter'
# 6. 'save_name': a character string defining the saving name of the map
# default (if this input is missing) is 'sd_or_swe_parameter_map',
# depending on 'sd_or_swe' and 'parameter'
# 7. 'save_dir': a character string defining the directory for the map to be saved
# default (if this input is missing) is the working directory
# 8. 'print_plot': logical value
# if TRUE, the plot is printed
# default (if this input is missing) is TRUE
#---------------------------------------------------------------------------------------------------------------#
# Check required packages and input parameters ------------------------------------------------------------------
# # load required package 'ggplot2'
# if (inherits(try(library(ggplot2, warn.conflicts = FALSE, quietly = TRUE), silent = TRUE), "try-error")) {
# message("required package 'ggplot2' is not installed yet -- trying to install package")
# install.packages("ggplot2", quiet = TRUE)
# if (inherits(try(library(ggplot2, warn.conflicts = FALSE, quietly = TRUE), silent = TRUE), "try-error")) {
# stop("package 'ggplot2' couldn't be installed")
# } else {
# message("package successfully installed and loaded")
# }
# }
# check whether 'covariables' is a matrix
if (!is.matrix(covariables)) {
stop("'covariables' has to be a matrix")
}
# check whether 'GEVparam' is a matrix
if (!is.matrix(GEVparam)) {
stop("'GEVparam' has to be a matrix")
}
# check whether the number of rows in 'covariables' and 'GEVparam' coincide
if (nrow(covariables) != nrow(GEVparam)) {
stop(sprintf("number of rows (%i) in 'covariables' and number of rows (%i) in 'GEVparam' don't match up",
nrow(covariables), nrow(GEVparam)))
}
# columns of 'covariables' have to be named and include at least 'lon' and 'lat'
if (length(colnames(covariables)) != ncol(covariables)) {
stop("columns of 'covariables' have to be named")
}
if (!(all(c("lon","lat") %in% colnames(covariables)))) {
stop("colnames of 'covariables' have to include at least 'lon' and 'lat'")
}
# columns of 'GEVparam' have to be 'loc', 'scale' and 'shape'
if(!(all(c("loc","scale","shape") %in% colnames(GEVparam)))) {
stop("columns of 'GEVparam' have to be 'loc', 'scale' and 'shape'")
}
# 'sd_or_swe' has to be either 'sd' or 'swe'
if (!(sd_or_swe %in% c("sd","swe"))) {
stop(sprintf("'sd_or_swe' has to be either 'sd' or 'swe' -- '%s' is not allowed",sd_or_swe))
}
# 'parameter' has to be either 'loc', 'scale' or 'shape'
if (!(parameter %in% c("loc","scale","shape"))) {
stop(sprintf("'parameter' has to be either 'loc', 'scale' or 'shape' -- '%s' is not allowed",parameter))
}
# 'printPlot' has to be a logical value
if (!(is.logical(printPlot))) {
stop(sprintf("'printPlot' has to be TRUE or FALSE -- '%s' is not allowed",printPlot))
}
lon <- lat <- border.at <- long <- group <- NULL
#---------------------------------------------------------------------------------------------------------------#
# Perform calculations ------------------------------------------------------------------------------------------
# define dataframe with 'lon', 'lat' and the chosen GEV parameter
df = data.frame(lon = covariables[,"lon"], lat = covariables[,"lat"], param = GEVparam[,parameter])
# define different breaks for the different parameters and 'sd' or 'swe'
if (parameter == "shape") {
b = c(min(df$param,na.rm = TRUE) - 0.01, -0.5,-0.4,-0.3,-0.2,-0.1,0,0.1,0.2,0.3,0.4,0.5)
} else if (parameter == "loc" && sd_or_swe == "sd") {
b = c(min(df$param,na.rm = TRUE) - 0.1,10,20,30,40,60,80,100,150,200,500,1000)
} else if (parameter == "loc" && sd_or_swe == "swe") {
b = c(min(df$param,na.rm = TRUE) - 0.1,15,30,50,75,100,150,200,500,1000,2000,3000)
} else if (parameter == "scale" && sd_or_swe == "sd") {
b = c(0,5,10,15,20,30,40,50,100,150,300,500)
} else if (parameter == "scale" && sd_or_swe == "swe") {
b = c(0,10,20,30,40,60,80,100,150,200,800,1500)
}
# define plottitle, colors, labels and levels
if (missing(plottitle)) {
plottitle = paste0(sd_or_swe," ",parameter," parameter",sep = "")
}
col_val = c("#000000","#1B244B","#333B62","#48548B","#5767AC","#A4AAC9",
"#CCA0A8","#B8707F","#A84E64","#9A304E","#8E063B","#690129")
l = b[-1]
df$p = cut(df$param,breaks=b,labels=l)
names(df) = c(names(df)[-4],parameter)
message(paste0("range and distribution of ",sd_or_swe," ",parameter," parameter:",sep = ""))
print(summary(df[,4]))
# load country borders
data("border.at",envir = environment())
# create plot
plot = ggplot() +
geom_point(data = df,aes(lon,lat,col=df[,4]), size = 0.5, shape = 15) +
scale_color_manual(values = col_val,
limits = b,
breaks = rev(l),
name = names(df)[4],
na.value = NA) +
guides(color = guide_legend(override.aes = list(size = 5))) +
geom_polygon(data = border.at, aes(x = long,y = lat, group = group), fill = NA, size = 0.5, col = "#585858") +
ggtitle(plottitle)
# define save name
if (!missing(save_name)) {
plotname = paste0(save_name,".pdf",sep = "")
# plot is saved to given directory
path = save_dir
message(sprintf("plot was saved as '%s' to directory: \n '%s'",plotname,path))
# save plot
ggsave(filename = plotname, plot = plot, path = path, width = 10, height = 5.2)
}
# print plot if 'printPlot' is TRUE
if (printPlot) {
print(plot)
}
#---------------------------------------------------------------------------------------------------------------#
}
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