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R map - poor representation of land borders
Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 23, 2019 at 23:30 UTC (7:30pm US/Eastern)
Data science time! April 2019 and salary with experience
The Ask Question Wizard is Live!How to assign colors to categorical variables in ggplot2 that have stable mapping?How to reduce white space margins of world mapHow to shift a world Map so it is centered at the pacific ocean?R help: mapping - interpolate and contoursError in plotting data on USA mapSubscript a title in a Graph (ggplot2) with label of another fileUsing ggplot to plot a map from a matrixHow to properly plot projected gridded data in ggplot2?US border line is not added to geom_map maps of dispersed US regionsRemoving axis labelling for one geom when multiple geoms are present
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I map the southern part of the South hemisphere. My issue is Australia which has poorly drawn borders.
My data :
library("maptools")
library("ggplot2")
library("tidyverse")
ylim_map <- c(-90, -30)
xlim_map <- c(-180, 180)
world <- maps::map("world", fill=TRUE, plot=FALSE, ylim = ylim_map)
Convert data in correct format for ggplot :
IDs <- sapply(strsplit(world$names, ":"), function(x) x[1])
world <- map2SpatialPolygons(world, IDs = IDs,
proj4string = CRS("+proj=longlat +datum=WGS84"))
world_map <- fortify(world)
world_map <- world_map[which(between(world_map$lat, ylim_map[1], ylim_map[2]) &
between(world_map$lon, xlim_map[1], xlim_map[2])),]
And my plot :
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
r ggplot2 maptools
add a comment |
I map the southern part of the South hemisphere. My issue is Australia which has poorly drawn borders.
My data :
library("maptools")
library("ggplot2")
library("tidyverse")
ylim_map <- c(-90, -30)
xlim_map <- c(-180, 180)
world <- maps::map("world", fill=TRUE, plot=FALSE, ylim = ylim_map)
Convert data in correct format for ggplot :
IDs <- sapply(strsplit(world$names, ":"), function(x) x[1])
world <- map2SpatialPolygons(world, IDs = IDs,
proj4string = CRS("+proj=longlat +datum=WGS84"))
world_map <- fortify(world)
world_map <- world_map[which(between(world_map$lat, ylim_map[1], ylim_map[2]) &
between(world_map$lon, xlim_map[1], xlim_map[2])),]
And my plot :
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
r ggplot2 maptools
add a comment |
I map the southern part of the South hemisphere. My issue is Australia which has poorly drawn borders.
My data :
library("maptools")
library("ggplot2")
library("tidyverse")
ylim_map <- c(-90, -30)
xlim_map <- c(-180, 180)
world <- maps::map("world", fill=TRUE, plot=FALSE, ylim = ylim_map)
Convert data in correct format for ggplot :
IDs <- sapply(strsplit(world$names, ":"), function(x) x[1])
world <- map2SpatialPolygons(world, IDs = IDs,
proj4string = CRS("+proj=longlat +datum=WGS84"))
world_map <- fortify(world)
world_map <- world_map[which(between(world_map$lat, ylim_map[1], ylim_map[2]) &
between(world_map$lon, xlim_map[1], xlim_map[2])),]
And my plot :
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
r ggplot2 maptools
I map the southern part of the South hemisphere. My issue is Australia which has poorly drawn borders.
My data :
library("maptools")
library("ggplot2")
library("tidyverse")
ylim_map <- c(-90, -30)
xlim_map <- c(-180, 180)
world <- maps::map("world", fill=TRUE, plot=FALSE, ylim = ylim_map)
Convert data in correct format for ggplot :
IDs <- sapply(strsplit(world$names, ":"), function(x) x[1])
world <- map2SpatialPolygons(world, IDs = IDs,
proj4string = CRS("+proj=longlat +datum=WGS84"))
world_map <- fortify(world)
world_map <- world_map[which(between(world_map$lat, ylim_map[1], ylim_map[2]) &
between(world_map$lon, xlim_map[1], xlim_map[2])),]
And my plot :
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
r ggplot2 maptools
r ggplot2 maptools
edited Mar 22 at 17:25
Z.Lin
13.9k22343
13.9k22343
asked Mar 22 at 12:35
LoulouLoulou
31819
31819
add a comment |
add a comment |
1 Answer
1
active
oldest
votes
TLDR:
You need to close your polygons.
Explanation:
Let's trim away extraneous code & zoom in onto Australia. (Though actually the problem exists for Africa & South America as well; it's just not as obvious there...)
We can see that the top line is misbehaving. It's intersecting with the coastline further down south, rather than sticking to its correct latitude level:
ggplot() +
coord_map("orthographic", orientation = c(-40, 130, 0)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id=id),
fill = "darkgrey") +
theme_bw()
Now a geom_map
layer is essentially plotting polygons, and ?geom_polygon
states:
Polygons are very similar to paths (as drawn by
geom_path()
) except
that the start and end points are connected and the inside is coloured
byfill
. The group aesthetic determines which cases are connected
together into a polygon.
If we replace the geom_map
layer with its geom_polygon
/ geom_path
equivalents, the situation becomes much more obvious: the polygon corresponding to Australia has no top line. Instead, the path starts at the one corner and ends at the opposite corner. geom_polygon
connects them with a straight line, which may intersect other lines when the coordinate system isn't linear (and coord_map
isn't):
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map,
aes(x = long, y = lat, group = group)) +
theme_bw()
Solution:
We can manually close each polygon by repeating its first point at the end. (For polygons that are already closed, this has no additional effect.)
library(dplyr)
world_map2 <- world_map %>%
group_by(group) %>% # each group corresponds to a unique polygon
arrange(order) %>% # sort points in the appropriate sequence
slice(c(1:n(), 1)) %>% # repeat first row after last row
mutate(order = seq(1, n())) %>% # define new order for n+1 rows
ungroup()
Check that the polygons are now closed, & the top line for Australia now traces its latitude level nicely:
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map2,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map2,
aes(x = long, y = lat, group = group)) +
theme_bw()
Applying this to the original use case:
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map2, map = world_map2,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
add a comment |
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
TLDR:
You need to close your polygons.
Explanation:
Let's trim away extraneous code & zoom in onto Australia. (Though actually the problem exists for Africa & South America as well; it's just not as obvious there...)
We can see that the top line is misbehaving. It's intersecting with the coastline further down south, rather than sticking to its correct latitude level:
ggplot() +
coord_map("orthographic", orientation = c(-40, 130, 0)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id=id),
fill = "darkgrey") +
theme_bw()
Now a geom_map
layer is essentially plotting polygons, and ?geom_polygon
states:
Polygons are very similar to paths (as drawn by
geom_path()
) except
that the start and end points are connected and the inside is coloured
byfill
. The group aesthetic determines which cases are connected
together into a polygon.
If we replace the geom_map
layer with its geom_polygon
/ geom_path
equivalents, the situation becomes much more obvious: the polygon corresponding to Australia has no top line. Instead, the path starts at the one corner and ends at the opposite corner. geom_polygon
connects them with a straight line, which may intersect other lines when the coordinate system isn't linear (and coord_map
isn't):
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map,
aes(x = long, y = lat, group = group)) +
theme_bw()
Solution:
We can manually close each polygon by repeating its first point at the end. (For polygons that are already closed, this has no additional effect.)
library(dplyr)
world_map2 <- world_map %>%
group_by(group) %>% # each group corresponds to a unique polygon
arrange(order) %>% # sort points in the appropriate sequence
slice(c(1:n(), 1)) %>% # repeat first row after last row
mutate(order = seq(1, n())) %>% # define new order for n+1 rows
ungroup()
Check that the polygons are now closed, & the top line for Australia now traces its latitude level nicely:
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map2,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map2,
aes(x = long, y = lat, group = group)) +
theme_bw()
Applying this to the original use case:
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map2, map = world_map2,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
add a comment |
TLDR:
You need to close your polygons.
Explanation:
Let's trim away extraneous code & zoom in onto Australia. (Though actually the problem exists for Africa & South America as well; it's just not as obvious there...)
We can see that the top line is misbehaving. It's intersecting with the coastline further down south, rather than sticking to its correct latitude level:
ggplot() +
coord_map("orthographic", orientation = c(-40, 130, 0)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id=id),
fill = "darkgrey") +
theme_bw()
Now a geom_map
layer is essentially plotting polygons, and ?geom_polygon
states:
Polygons are very similar to paths (as drawn by
geom_path()
) except
that the start and end points are connected and the inside is coloured
byfill
. The group aesthetic determines which cases are connected
together into a polygon.
If we replace the geom_map
layer with its geom_polygon
/ geom_path
equivalents, the situation becomes much more obvious: the polygon corresponding to Australia has no top line. Instead, the path starts at the one corner and ends at the opposite corner. geom_polygon
connects them with a straight line, which may intersect other lines when the coordinate system isn't linear (and coord_map
isn't):
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map,
aes(x = long, y = lat, group = group)) +
theme_bw()
Solution:
We can manually close each polygon by repeating its first point at the end. (For polygons that are already closed, this has no additional effect.)
library(dplyr)
world_map2 <- world_map %>%
group_by(group) %>% # each group corresponds to a unique polygon
arrange(order) %>% # sort points in the appropriate sequence
slice(c(1:n(), 1)) %>% # repeat first row after last row
mutate(order = seq(1, n())) %>% # define new order for n+1 rows
ungroup()
Check that the polygons are now closed, & the top line for Australia now traces its latitude level nicely:
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map2,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map2,
aes(x = long, y = lat, group = group)) +
theme_bw()
Applying this to the original use case:
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map2, map = world_map2,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
add a comment |
TLDR:
You need to close your polygons.
Explanation:
Let's trim away extraneous code & zoom in onto Australia. (Though actually the problem exists for Africa & South America as well; it's just not as obvious there...)
We can see that the top line is misbehaving. It's intersecting with the coastline further down south, rather than sticking to its correct latitude level:
ggplot() +
coord_map("orthographic", orientation = c(-40, 130, 0)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id=id),
fill = "darkgrey") +
theme_bw()
Now a geom_map
layer is essentially plotting polygons, and ?geom_polygon
states:
Polygons are very similar to paths (as drawn by
geom_path()
) except
that the start and end points are connected and the inside is coloured
byfill
. The group aesthetic determines which cases are connected
together into a polygon.
If we replace the geom_map
layer with its geom_polygon
/ geom_path
equivalents, the situation becomes much more obvious: the polygon corresponding to Australia has no top line. Instead, the path starts at the one corner and ends at the opposite corner. geom_polygon
connects them with a straight line, which may intersect other lines when the coordinate system isn't linear (and coord_map
isn't):
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map,
aes(x = long, y = lat, group = group)) +
theme_bw()
Solution:
We can manually close each polygon by repeating its first point at the end. (For polygons that are already closed, this has no additional effect.)
library(dplyr)
world_map2 <- world_map %>%
group_by(group) %>% # each group corresponds to a unique polygon
arrange(order) %>% # sort points in the appropriate sequence
slice(c(1:n(), 1)) %>% # repeat first row after last row
mutate(order = seq(1, n())) %>% # define new order for n+1 rows
ungroup()
Check that the polygons are now closed, & the top line for Australia now traces its latitude level nicely:
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map2,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map2,
aes(x = long, y = lat, group = group)) +
theme_bw()
Applying this to the original use case:
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map2, map = world_map2,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
TLDR:
You need to close your polygons.
Explanation:
Let's trim away extraneous code & zoom in onto Australia. (Though actually the problem exists for Africa & South America as well; it's just not as obvious there...)
We can see that the top line is misbehaving. It's intersecting with the coastline further down south, rather than sticking to its correct latitude level:
ggplot() +
coord_map("orthographic", orientation = c(-40, 130, 0)) +
geom_map(data = world_map, map = world_map,
aes(x = long, y = lat, map_id=id),
fill = "darkgrey") +
theme_bw()
Now a geom_map
layer is essentially plotting polygons, and ?geom_polygon
states:
Polygons are very similar to paths (as drawn by
geom_path()
) except
that the start and end points are connected and the inside is coloured
byfill
. The group aesthetic determines which cases are connected
together into a polygon.
If we replace the geom_map
layer with its geom_polygon
/ geom_path
equivalents, the situation becomes much more obvious: the polygon corresponding to Australia has no top line. Instead, the path starts at the one corner and ends at the opposite corner. geom_polygon
connects them with a straight line, which may intersect other lines when the coordinate system isn't linear (and coord_map
isn't):
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map,
aes(x = long, y = lat, group = group)) +
theme_bw()
Solution:
We can manually close each polygon by repeating its first point at the end. (For polygons that are already closed, this has no additional effect.)
library(dplyr)
world_map2 <- world_map %>%
group_by(group) %>% # each group corresponds to a unique polygon
arrange(order) %>% # sort points in the appropriate sequence
slice(c(1:n(), 1)) %>% # repeat first row after last row
mutate(order = seq(1, n())) %>% # define new order for n+1 rows
ungroup()
Check that the polygons are now closed, & the top line for Australia now traces its latitude level nicely:
ggplot() +
coord_map("orthographic",
orientation = c(-40, 130, 0)) +
geom_polygon(data = world_map2,
aes(x = long, y = lat, group = group),
fill = "lightgrey") +
geom_path(data = world_map2,
aes(x = long, y = lat, group = group)) +
theme_bw()
Applying this to the original use case:
ggplot() +
coord_map("orthographic", orientation = c(-90, 0, 0),
xlim = xlim_map, ylim = c(ylim_map[1], ylim_map[2] + 10)) +
geom_map(data = world_map2, map = world_map2,
aes(x = long, y = lat, map_id = id), fill = "black") +
geom_text(aes(x = 180, y = ylim_map[2]+5, label = "180°E"), color = "black") +
geom_text(aes(x = 90, y = ylim_map[2]+5, label = "90°E"), angle = -90, color = "black") +
geom_text(aes(x = 0, y = ylim_map[2]+5, label = "0°"), color = "black") +
geom_text(aes(x = -90, y = ylim_map[2]+5, label = "90°W"), angle = 90, color = "black") +
labs(y = "", x = "") +
# Theme
theme(text = element_text(size = 20),
panel.background = element_blank(),
axis.title = element_blank(),
axis.text = element_blank(),
axis.ticks = element_blank(),
axis.line = element_blank(),
aspect.ratio = 1)
answered Mar 22 at 17:23
Z.LinZ.Lin
13.9k22343
13.9k22343
add a comment |
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