使用预先确定的 y 坐标绘制树突网络时,确定节点的 "optimal" x 坐标

Determine "optimal" x coordinates for nodes when plotting dendritic network with pre-determined y coordinates

我正在尝试使用 ggnet2 函数在 R 中绘制树状网络(河流网络),我希望绘图上的 y 轴有意义...特别是我希望它代表流域面积.然后,我正在寻找一种方法,它将计算 x 坐标,以便网络可以很好地显示,没有交叉线。我该怎么做?请参阅下面的代码和示例图像。在第一张图片中,y 坐标指定为等于面积,这是我想要的,但 x 坐标未优化,因此图形看起来很难看。在第二张图片中,Fruchterman-Rhinegold 放置看起来不错,但 y 坐标显然是任意的。我不习惯使用 ggnet2,但我确实希望网络链接为 angular(例如,不像节点之间具有垂直链接的聚类树状图)。谢谢!

[![library(GGally)
library(network)
library(sna)


graphmatrix <- matrix(c(0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0), nrow=33)
sitenumbers <- c(26,27,30,3,31,6,4,18,32,5,11,21,29,16,8,7,14,25,13,19,23,9,15,12,17,20,28,10,1,2,24,22,33) 
areas <- c(4.2,4.2,4.5,2.2,4.8,2.5,2.4,3.6,5.3,2.5,3.1,3.7,4.4,3.4,2.8,2.7,3.3,4.2,3.3,3.6,3.9,3.1,3.4,3.1,3.5,3.7,4.3,3.1,1,1.6,4.1,3.7,5.7)

wsnet <- network(graphmatrix, directed=TRUE)
layout <- gplot.layout.fruchtermanreingold(wsnet, NULL)

wsnet %v% 'sitenumber' = sitenumbers
wsnet %v% 'area' = areas
wsnet %v% 'randomnumber'= sample(sitenumbers)


ggnet2(wsnet, label='sitenumber')

#You can specify y  coordinates, but then you need to also specify x coords, so there's tons of line crossing... I want to "optimize" the x coords.                
ggnet2(wsnet, label='sitenumber', mode=c('randomnumber','area'))][1]][1]                    

这里是问题的 ggraph 解决方案。我们将从布置树状图开始,然后告诉 ggraph 使用该区域作为 y 位置。

library(tidygraph)
library(ggraph)

gr <- as_tbl_graph(wsnet)

lay <- create_layout(gr, "dendrogram")
lay$y <- lay$area

ggraph(lay) +
  geom_edge_link() +
  geom_node_point(size = 10, shape = 21, fill = "white") +
  geom_node_text(aes(label = sitenumber))

现在显然这对于​​相交线等并不完美,但它是一个很好的起点。您可以手动调整一些位置:

lay$x[lay$sitenumber %in% c(12, 10, 17, 20, 28)] <- lay$x[lay$sitenumber %in% c(12, 10, 17, 20, 28)] + 1
lay$x[lay$sitenumber %in% c(1, 2)] <- lay$x[lay$sitenumber %in% c(1, 2)] - 2
lay$x[lay$sitenumber == 27] <- lay$x[lay$sitenumber == 27] + 2
lay$x[lay$sitenumber == 26] <- lay$x[lay$sitenumber == 26] + 3

ggraph(lay) +
  geom_edge_link() +
  geom_node_point(size = 10, shape = 21, fill = "white") +
  geom_node_text(aes(label = sitenumber))

根据口味调整口味。