我想创建一个在R中具有六个面板的ggplot图。前五个小平面应代表条形图中的五个数据子集,最后一个小平面应代表整个数据。我进一步希望在前五个方面具有固定的y轴比例,但在最后一个方面具有不同的比例。我知道目前无法在ggplot功能(https://github.com/hadley/ggplot2/issues/187)中为每个方面指定单独的ylim,但是想知道我是否可以使用grid以及可能的gtable包来做类似的事情,但我都没有目前非常熟悉。

以下是我的尝试。我用另一个图中的构面替换了最终构面。

library("ggplot2")
library("dplyr")
library("grid")

# create data
set.seed(1)
d1 <- data_frame(
  value = rnorm(3 * 5, mean = 30, sd = 10),
  f = rep(LETTERS[1:3], 5),
  p = rep(paste("Panel", 1:5), each = 3)
)
d2 <- d1 %>%
  mutate(p = "Total") %>%
  rbind(d1)

# make initial figures
plot1 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p) +
  coord_cartesian(ylim = c(0, 50))
plot2 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p, scales = "free_y")

# extract their grobs
g1 <- ggplotGrob(plot1)
g2 <- ggplotGrob(plot2)

# replace the final facet of plot1 with the final facet of plot2
g1[["grobs"]][[7]] <- g2[["grobs"]][[7]]
g1[["grobs"]][[19]] <- g2[["grobs"]][[19]]
g1[["grobs"]][[25]] <- g2[["grobs"]][[25]]

# draw the figure
grid.newpage()
grid.draw(g1)


这就是我得到的。


但是,可以看出,最后一个构面的y轴标签与前面的构面重叠。有谁知道一种避免重叠的方法,例如通过缩小最终构面?

最佳答案

一种方法是从“ g2”提取“总计”图,然后将其插入“ g1”,但首先从“ g1”中删除“总计”图。但是您会注意到,x轴刻度线标签未在各个面上对齐。

# Load packages
library(ggplot2)
library(dplyr)
library(gtable)
library(grid)

# create data
set.seed(1)
d1 <- data.frame(
  value = rnorm(3 * 5, mean = 30, sd = 10),
  f = rep(LETTERS[1:3], 5),
  p = rep(paste("Panel", 1:5), each = 3)
)
d2 <- d1 %>%
  mutate(p = "Total") %>%
  rbind(d1)

# make initial figures
plot1 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p) +
  coord_cartesian(ylim = c(0, 50))
plot2 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p, scales = "free_y")

# Get the ggplot grobs
g1 <- ggplotGrob(plot1)
g2 <- ggplotGrob(plot2)

# Extract "Total" plot from g2
keep = g2$layout$name %in% c("panel-3-2", "axis-b-3-2", "axis-l-2-3", "strip-t-3-2")
pos = subset(g2$layout, keep, c(t,l,b,r))
g2 = g2[c(min(pos$t):max(pos$b)), c(min(pos$l):max(pos$r))]

# Remove "Total" plot from g1
keep = !g1$layout$name %in% c("panel-3-2", "axis-b-3-2", "strip-t-3-2")
pos = subset(g1$layout, !keep, c(t,l,b,r))
g1$grobs <- g1$grobs[keep]
g1$layout <- g1$layout[keep, ]

# Insert g2 into g1
g1 = gtable_add_grob(g1, g2, t=min(pos$t), b=max(pos$b), l=min(pos$l), r=max(pos$r))

# Draw it
grid.newpage()
grid.draw(g1)




另一种方法是像以前一样从“ g2”提取“总计”图,但是将其y轴移至图的右侧(使用从here借来的代码。(我对“ plot2”进行了调整,以便刻度标记标签在最终绘图中更好地对齐。)这样,“总计”面板占用的空间与其他面板一样多,因此x轴刻度标记标签对齐,而“总计”的y轴对齐”面板突出到右侧。

# Make initial figures
plot1 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p) +
  coord_cartesian(ylim = c(0, 50))
plot2 <- ggplot(d2, aes(f, value)) +
  geom_bar(stat = "identity") +
  facet_wrap(~ p, scales = "free_y") +
  theme(axis.text.y = element_text(hjust = 0))    ## For better formatting of labels

# extract their grobs
g1 <- ggplotGrob(plot1)
g2 <- ggplotGrob(plot2)

# Extract "Total" plot from g2
keep = g2$layout$name %in% c("panel-3-2", "axis-b-3-2", "axis-l-2-3", "strip-t-3-2")
pos = subset(g2$layout, keep, c(t,l,b,r))
g2 = g2[c(min(pos$t):max(pos$b)), c(min(pos$l):max(pos$r))]


# Get the position of the panel in the layout
panel <- c(subset(g2$layout, grepl("panel", g2$layout$name), se = t:r))

# Get the row number of the y-axis in the layout
rn <- which(grepl("axis-l", g2$layout$name))

# Extract the axis (tick marks and axis text from the gtable)
axis.grob <- g2$grobs[[rn]]
axisl <- axis.grob$children[[2]]  # Two children - get the second
axisl  # Note: two grobs - tick marks and text

# Reverse the grobs and the widths
axisl$widths <- rev(axisl$widths)
axisl$grobs <- rev(axisl$grobs)

axisl$grobs[[1]]$x <- axisl$grobs[[1]]$x - unit(1, "npc") + unit(2.75, "pt")

axisl$grobs[[2]]$children[[1]]$x = unit(.15, "npc")

# Remove the column containing the left axis
g2 <- g2[, -(panel$r-1)]

## remove empty panels
keep = !g1$layout$name %in% c("panel-3-2", "axis-b-3-2", "strip-t-3-2")
pos = subset(g1$layout, !keep, c(t,l,b,r))
g1$grobs <- g1$grobs[keep]
g1$layout <- g1$layout[keep, ]

# Insert g2 into g1
g1 = gtable_add_grob(g1, g2, t = min(pos$t), b = max(pos$b), l = min(pos$l), r = max(pos$r))

# Add a new column to g1, and add the revised axisl grob to the new column.
pos = subset(g1$layout, grepl("panel", g1$layout$name), c(t,l,b,r)) # position of bottom right panel
g1 <- gtable_add_cols(g1, axisl$widths, max(pos$r))
g1 <- gtable_add_grob(g1, axisl, t = max(pos$b), l = max(pos$r)+1,  r = max(pos$r)+2)

# Draw it
grid.newpage()
grid.draw(g1)


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