I have created a population pyramid using geom_bar and facet_share. However, the data labels do not fit inside the panels with the current axis limits, or panel sizes.
I have tried forcing the panel size, but this just increases the size of everything in proportion. I have also tried setting the ylim, but this increases the axis in both directions.
I would like there to be enough space in the facet panels for the data labels to be visible.
#Here is the data
AgeGroupDat <-
structure(list(sex = structure(c(2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 2L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L, 1L), levels = c("Male", "Female"), class = "factor"), Age_Group = c("00 - 20", "16 - 38", "18 - 34", "20 - 41", "32 - 54", "41 - 63", "48 - 69", "50 - 73", "62 - 86", "76 - 98", "00 - 20", "16 - 38", "18 - 34", "20 - 41", "32 - 54", "41 - 63", "48 - 69", "50 - 73", "62 - 86", "76 - 98" ), n = c(19318, 19050, 13948, 17416, 13893, 12495, 11038, 10813, 4751, 612, -19915, -15443, -11091, -13599, -11969, -11525, -10442, -10119, -4124, -367)), row.names = c(NA, -20L), class = c("tbl_df", "tbl", "data.frame"))
#And here is the plot
AgeGroupDat %>%
ggplot(aes(x = Age_Group, y = n, fill = sex))
geom_bar(stat = "identity")
geom_text(data = subset(AgeGroupDat,
sex == "Female"),
aes(label = abs(n)),
hjust = -0.3,
size = 3,
#position = position_stack(vjust = -.01)
)
geom_text(data = subset(AgeGroupDat,
sex == "Male"),
aes(label = abs(n)),
hjust = 1.2,
size = 3,
#position = position_stack()
)
coord_flip()
facet_share(~sex, dir = "h", scales = "free", reverse_num = TRUE)
theme_classic()
scale_fill_manual(values = c("#9a0138","#000775"))
labs(title = "test")
labs(subtitle = "test")
labs(caption = "test")
labs(y = NULL)
labs(x = NULL)
labs(fill = "Member Sex")
theme(legend.position = "none")
ylim(-25000, 25000)
CodePudding user response:
One option to achieve your desired result would be to switch to the ggh4x
package which via facetted_pos_scales
allows to set the scales individually for each panel. Doing so however requires to manually remove the axis text for one of the y
scales. Additionally, for nicely centered labels we have to remove the panel spacing via panel.spacing.x = unit(0, "pt")
and set the same margin for the y
axis text.
library(ggplot2)
library(ggh4x)
ggplot(AgeGroupDat, aes(y = Age_Group, x = n, fill = sex))
geom_bar(stat = "identity")
geom_text(
aes(label = abs(n), hjust = ifelse(sex == "Female", -.3, 1.3)),
size = 3
)
scale_fill_manual(values = c(Female = "#9a0138", Male = "#000775"), drop = FALSE)
facet_wrap(~sex, scales = "free")
facetted_pos_scales(
x = list(
scale_x_continuous(
labels = abs, expand = c(0, 2500, 0, 0),
limits = c(-20000, 0)
),
scale_x_continuous(
expand = c(0, 0, 0, 2500),
limits = c(0, 20000)
)
),
y = list(
scale_y_discrete(position = "right"),
scale_y_discrete(labels = NULL)
)
)
labs(
x = NULL, y = NULL, fill = "Member Sex",
title = "test",
subtitle = "test",
caption = "test"
)
theme_classic()
theme(
axis.text.y.right = element_text(margin = margin(0, 2.2, 0, 2.2)),
legend.position = "bottom",
panel.spacing.x = unit(0, "pt")
)