使用R画桑基图(流程图)

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桑基图可以用来表示各个节点之间转换

在R中可以直接定义点点之间的关系后使用相应的package画桑基图:


方法一:

riverplot

library(riverplot)# 构造连接节点的数据框edges = data.frame(N1 = paste0(rep(LETTERS[1:4], each = 4), rep(1:5, each = 16)),                   N2 = paste0(rep(LETTERS[1:4], 4), rep(2:6, each = 16)),                   Value = runif(80, min = 2, max = 5) * rep(c(1, 0.8, 0.6, 0.4, 0.3), each = 16),                   stringsAsFactors = F)# 筛选80%的记录,以免每个点都对应到4个点edges = edges[sample(c(TRUE, FALSE), nrow(edges), replace = TRUE, prob = c(0.8, 0.2)),]head(edges)nodes = data.frame(ID = unique(c(edges$N1, edges$N2)), stringsAsFactors = FALSE)#nodes$x = as.integer(substr(nodes$ID, 2, 2))nodes$y = as.integer(sapply(substr(nodes$ID, 1, 1), charToRaw)) - 65#rownames(nodes) = nodes$IDhead(nodes)# 添加颜色library(RColorBrewer)# 后面加调淡颜色palette = paste0(brewer.pal(4, "Set1"), "60")# 对每个节点生成相应的格式styles = lapply(nodes$y, function(n) {  list(col = palette[n+1], lty = 0, textcol = "black")})names(styles) = nodes$ID# 以list的结构保存一遍调用rp <- list(nodes = nodes, edges = edges, styles = styles)class(rp) <- c(class(rp), "riverplot")plot(rp, plot_area = 0.95, yscale=0.06)

效果图见:



方法二:

使用包d3Network或者circlize,d3Network是调用D3的画图功能来实现,使用一下代码实现:

library(d3Network)d3links <- edgesd3nodes <- data.frame(name = unique(c(edges$N1, edges$N2)), stringsAsFactors = FALSE)d3nodes$seq <- 0:(nrow(d3nodes) - 1)d3links <- merge(d3links, d3nodes, by.x="N1", by.y="name")names(d3links)[4] <- "source"d3links <- merge(d3links, d3nodes, by.x="N2", by.y="name")names(d3links)[5] <- "target"names(d3links)[3] <- "value"d3links <- subset(d3links, select=c("source", "target", "value"))d3nodes <- subset(d3nodes, select=c("name"))# 画图并保存为html文件d3Sankey(Links = d3links, Nodes = d3nodes, Source = "source",         Target = "target", Value = "value", NodeID = "name",         fontsize = 12, nodeWidth = 30, file = "TestSankey.html")

效果图:



备注:

(1)d3Network保存为HTML文件,有交互式效果;riverplot可选择保存为不同的图片类型

(2)操作中感觉使用riverplot更易调整


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