I have two data sets MASS and MASS2 to create a map in R. I got the first one with the help of library(ggmap).
counties<-map_data('county')
MASS<-map_data('county', 'massachusetts')
str(MASS)
data.frame': 744 obs. of 6 variables:
$ long : num -70.7 -70.5 -70.5 -70.5 -70.5 ...
$ lat : num 41.7 41.8 41.8 41.8 41.8 ...
$ group : num 1 1 1 1 1 1 1 1 1 1 ...
$ state : chr "massachusetts" "massachusetts" "massachusetts" ...
$ county_name: chr "barnstable" "barnstable" "barnstable" "barnstable" ...
The second consists of 14 points one per each county and has a teacher's quantity data per that county.
str(MASS2)
'data.frame': 14 obs. of 6 variables:
$ state : chr "massachusetts" "massachusetts" "massachusetts" ...
$ county_name : chr "barnstable" "berkshire" "bristol" "dukes" ...
$ long : num -70.7 -73.5 -71.2 -70.5 -71 ...
$ lat : num 41.7 42 41.7 41.4 42.4 ...
$ group : num 1 2 3 4 5 6 7 8 9 10 ...
$ teacher_count: int 62 40 47 ...
I need to create a map where each teacher_count point will be represented by a circle in accordance with teacher's amount. So far I'm getting just one size circles.
My code is next:
ggplot(MASS, aes(long,lat, group = group)) +
geom_polygon(aes(fill = county_name),colour = "black") +
geom_point(data = MASS2, aes(x = long, y = lat), color = "red", size = 5)+
theme(legend.position="none") +
coord_quickmap()
I found one solution online which offers to represent the size in geom_point as
+geom_point(......, size = MASS2$teacher_count*circle_scale_amt)+
scale_size_continuous(range=range(MA$teacher_count))
but R can't find circle_scale_amt.
I am a new to R and trying to learn. Will appreciate ideas for any other ways to represent the teachers by their quantity! Thank you!
This works for me after setting a value for circle_scale_amt
to rescale the size of the points otherwise they would be too big.
library(ggmap)
counties <- map_data('county')
MASS <- map_data('county', 'massachusetts')
circle_scale_amt <- 0.05
ggplot(MASS, aes(long,lat, group = group)) +
geom_polygon(aes(fill = subregion),colour = "black") +
geom_point(data = MASS2, aes(x = long, y = lat),
size = MASS2$teacher_count * circle_scale_amt,
color = "red", alpha = 0.6)+
scale_size_continuous(range = range(MASS2$teacher_count)) +
theme(legend.position="none") +
coord_quickmap()
Created on 2018-03-16 by the reprex package (v0.2.0).