UpSet|多集合韦恩图 看不太清楚咋整?用upSet吧!

2022-04-13 15:12:34 浏览数 (1)

介绍一个R包UpSetR,专门用来集合可视化,当多集合的韦恩图不容易看的时候,就是它大展身手的时候了。

一 载入R包 数据

代码语言:javascript复制
#安装及加载R包
#install.packages("UpSetR")
library(UpSetR) 
#载入数据集
data <- read.csv("upSet.csv",header=TRUE)
#先大致浏览一下该数据集,数据集太长,就只看前几列
head(data,6)

二 upSet集合可视化

使用UpsetR包里面的upset()函数绘制集合可视化图形。

1. 基本参数

代码语言:javascript复制
upset(data, 
      sets = c("Action", "Adventure", "Comedy", "Drama", "Fantasy" , "Children","Crime"),#查看特定的几个集合 
      mb.ratio = c(0.55, 0.45),#控制上方条形图以及下方点图的比例 
      order.by = "freq", #如何排序,这里freq表示从大到小排序展示 
      keep.order = TRUE, #keep.order按照sets参数的顺序排序 
      number.angles = 30, #调整柱形图上数字角度 
      point.size = 2, line.size = 1, #点和线的大小 
      mainbar.y.label = "Genre Intersections", sets.x.label = "Movies Per Genre", #坐标轴名称 
      text.scale = c(1.3, 1.3, 1, 1, 1.5, 1)) #六个数字,分别控制c(intersection size title, intersection size tick labels, set size title, set size tick labels, set names, numbers above bars)

2)queries参数

queries参数分为四个部分:query, param, color, active;

query: 指定哪个query,UpSetR有内置,也可以自定义;

param: list, query作用于哪个交集

color:每个query都是一个list,里面可以设置颜色,没设置的话将调用包里默认的调色板;

active:被指定的条形图:TRUE显示颜色,FALSE在条形图顶端显示三角形;

代码语言:javascript复制
upset(data, main.bar.color = "black", 
      queries = list(list(query = intersects,   #UpSetR 内置的intersects query
                          params = list("Drama"), ##指定作用的交集
                          color = "red", ##设置颜色,未设置会调用默认调色板
                          active = F,   # TRUE:条形图被颜色覆盖,FALSE:条形图顶端显示三角形
                          query.name = "Drama"), # 添加query图例
                     list(query = intersects,  params = list("Action", "Drama"), 
                          active =T,
                          query.name = "Emotional action"), 
                     list(query = intersects,  params = list("Drama", "Comedy","Action"),
                          color = "orange", active = T)),
      query.legend = "top")

可以看到 list("Drama") ,list("Action", "Drama") 和 list("Drama", "Comedy", "Action") 均根据 color 设置 显示了不同的颜色。

3)attribute.plots参数

添加属性图,内置有柱形图、散点图、热图等

3.1 添加柱形图和散点图

代码语言:javascript复制
upset(data, main.bar.color = "black", 
      queries = list(list(query = intersects, params = list("Drama"), color = "red", 
                          active = F,  query.name = "Drama"),
                     list(query = intersects,  params = list("Action", "Drama"), 
                          active =T,query.name = "Emotional action"), 
                     list(query = intersects,  params = list("Drama", "Comedy","Action"), 
                          color = "orange", active = T)),  
      attribute.plots = list(gridrows = 45, #添加属性图
                             plots = list(
                                 list(plot = scatter_plot, #散点图 
                                      x = "ReleaseDate", y = "AvgRating", #横纵轴的变
                                      queries = T), #T 则显示出上面queries定义的颜色
                                 list(plot = histogram, x = "ReleaseDate", queries = F)), 
                             ncols = 2), # 添加的图分两列
      query.legend = "top") #query图例在最上方

3.2 添加箱线图

每次最多添加两个箱线图

代码语言:javascript复制
upset(data, boxplot.summary = c("AvgRating", "ReleaseDate"))

三、参考资料

Index of /web/packages/UpSetR/vignettes

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