我正在尝试使用ggplot2制作雷达图。
> Test1
Country fertility gengap LEB
1 Colombia 1.92 0.29 79.30
2 Peru 1.94 0.37 78.40
3 Min 9.23 3.83 0.00
4 Max 1.59 23.70 78.43
#normalizing the data:
Test1_norm<- data.frame(sapply(Test1[1:4, 2:4], scales::rescale))
> Test1_norm
fertility gengap LEB
1 0.04319372 0.000000000 1.0000000
2 0.04581152 0.003417343 0.9886507
3 1.00000000 0.151217428 0.0000000
4 0.00000000 1.000000000 0.9890290
我发现此代码用于绘制雷达图: http://www.cmap.polytechnique.fr/~lepennec/R/Radar/RadarAndParallelPlots.html 对于mtcars-example:
ggplot(mtcarsmelted, aes(x = variable, y = value)) +
geom_path(aes(group = model, color = model), size = 2) +
theme(strip.text.x = element_text(size = rel(0.8)),
axis.text.x = element_text(size = rel(0.8)),
axis.ticks.y = element_blank(),
axis.text.y = element_blank()) +
xlab("") + ylab("") +
guides(color = guide_legend(ncol=2)) +
coord_polar()
使用mtcars示例一切正常,但是当我尝试重写数据代码时,我只是得到错误。我现在正在尝试几个小时,我不确定我需要交换哪些变量以及哪些变量必须保留在示例中。
我很感激一点帮助!我还是R的新手;)
谢谢大家:)
答案 0 :(得分:0)
首先,使用普通数据,我尝试根据您显示给我的方法绘制雷达图。 reshape2包是你需要的。这是代码:
Test1_norm <- data.frame(group=c("Colombia","Peru","Min","Max"),
fertility=c(0.04319372,0.04581152,1,0),
gengap=c(0,0.003417343,0.151217428,1),
LEB=c(1,0.9886507,0,0.9890290))
Test1_norm$model <- Test1_norm$group
library(reshape2)
Test1_plot<- melt(Test1_norm)
##Define a radar coordinate system
coord_radar <- function (theta = "x", start = 0, direction = 1)
{
theta <- match.arg(theta, c("x", "y"))
r <- if (theta == "x")
"y"
else "x"
ggproto("CordRadar", CoordPolar, theta = theta, r = r, start = start,
direction = sign(direction),
is_linear = function(coord) TRUE)
}
#Plot
library(ggplot2)
ggplot(Test1_plot, aes(x = variable, y = value)) +
geom_polygon(aes(group = model, color = model), fill = NA, size = 2, show.legend = FALSE) +
geom_line(aes(group = model, color = model), size = 2) +
theme(strip.text.x = element_text(size = rel(0.8)),
axis.text.x = element_text(size = rel(0.8)),
axis.ticks.y = element_blank(),
axis.text.y = element_blank()) +
xlab("") + ylab("") +
guides(color = guide_legend(ncol=2)) +
coord_radar()
幸运的是,Ricardo Bion提供了一种使用ggplot2创建雷达图表的有效方法。这可能对您有所帮助:https://github.com/ricardo-bion/ggradar
您可以按照手册中的说明安装软件包并调用ggradar()
功能。这是我的原始数据代码。
Test1 <- data.frame(fertility=c(1.92,1.94,9.23,1.59),
gengap=c(0.29,0.37,3.83,23.70),
LEB=c(79.30,78.40,0.00,78.43))
rownames(Test1)<-c("Colombia","Peru","Min","Max")
source("ggradar.R")
library(dplyr)
library(ggplot2)
library(scales)
Test1 %>%
add_rownames( var = "group" ) %>%
mutate_each(funs(rescale), -group) -> Test1_radar
ggradar( Test1_radar)
ggsave("Test1_radar.tiff",width = 8, height = 8)