I am using the usmaps() package in R to create a map of the US. I have data set up like so:
Ces_State_Only:
State | 1990 |
---|---|
Alabama | 0.2 |
Alaska | 0.31 |
Arizona | 0.40 |
I want to create a chloropleth map. I would like to bin my data into the following: 0-0.2, 0.2-0.25, 0.25-0.3, 0.3-0.33, 0.33-36, >36.
My code is:
plot_usmap(data = Ces_State_only, values = "1990") scale_colour_gradientn(colours = "Blues", breaks = c(0,.2, .25, 0.3, 0.33, 0.36, 1),limits = c(0, 100))
This code works, but it does not bin my data.
I also tried binning my data before mapping it:
Ces_State_only$Ninety_bin <- cut(Ces_State_only$`1990`,breaks = c(0,0.2, 0.25, 0.3, 0.33, 0.36,1))
plot_usmap(data = Ces_State_only, values = "Ninety_bin") scale_fill_brewer(palette="Blues",
aesthetics = "fill",
na.value = "grey50") theme(legend.position = "right")
However, this creates only three different colors on the US Map (for the following bins: 0-0.2, 0.2-0.25, and 0.25-0.3).
Any suggestions or ideas?
Thank you in advance!
CodePudding user response:
The issue is that by default usused factor levels get dropped. You could prevent that by setting drop=FALSE
in scale_fill_brewer
:
library(usmap)
library(ggplot2)
plot_usmap(data = Ces_State_only, values = "Ninety_bin")
scale_fill_brewer(
palette = "Blues",
aesthetics = "fill",
na.value = "grey50",
drop = FALSE
)
theme(legend.position = "right")