I have a Watershed
that has 33 subbasins
. I wasn't able to come up with a code to draw a reproducible shapefile
for the catchment so i am attaching my Shapefile. I have four models
that generate Evapotranspiration (ET)
data for the years 2005-2008
. I would like to compare the four models products of each year using ggplot
faceting
functionality. I tried a few things (see my sample code) but couldn't succeeded. I would appreciate a way forward.
library(sf)
library(tidyverse)
shape <- read_sf(dsn = ".", layer = "Watershed")
ETM1 = data.frame(Subbasin = 1:33, Yr2005 = runif(33, 500,700), Yr2006 = runif(33, 600,750), Yr2007 = runif(33, 450,750),
Yr2008 = runif(33, 550,800), Model = rep("M1", 33))
ETM2 = data.frame(Subbasin = 1:33, Yr2005 = runif(33, 600,750), Yr2006 = runif(33, 550,750), Yr2007 = runif(33, 600,750),
Yr2008 = runif(33, 700,800), Model = rep("M2", 33))
ETM3 = data.frame(Subbasin = 1:33, Yr2005 = runif(33, 500,750), Yr2006 = runif(33, 650,750), Yr2007 = runif(33, 700,750),
Yr2008 = runif(33, 500,800), Model = rep("M3", 33))
ETM4 = data.frame(Subbasin = 1:33, Yr2005 = runif(33, 400,750), Yr2006 = runif(33, 450,750), Yr2007 = runif(33, 300,750),
Yr2008 = runif(33, 400,800), Model = rep("M4", 33))
ETData = rbind(ETM1,ETM2,ETM3,ETM4)
Combine = gather(ETData, key = "Variable", value = "Value", -c("Model","Subbasin"))
SpData = merge(shape, Combine, by='Subbasin')
ggplot() +
geom_polygon(SpData, aes(x = Lat, y = Long_, fill = Value))+
facet_wrap(~Model, nrow = 4, ncol = 4)
here is a picture of my shapefile that i draw using plot(shape$geometry)
Here is an approximate figure
that i would like to construct, though it has only 3 rows.
I made a figure (hand drawn) that reflects my ultimate goal- each oval shape (sort of) represent my Catchment shapefile
with division as subbasins
. I apologies for my bad drawing.