从 ggraph 图中的动态布局中删除孤立的节点

Question

我有几个 wave 的友谊网络数据集。我想绘制海浪中持续存在的友谊，并使每个图的节点保持在相同的坐标中。我能够使用 ggraph 和 graphlayouts 的动态布局使节点在四个波浪中保持在相同的位置，但我想随着时间的推移删除失去联系的节点。这是我到目前为止所做的一个例子：

library(dplyr)
library(magrittr)
library(ggplot2)
library(igraph)
library(tidygraph)
library(ggraph)
library(viridis)
library(gridExtra)

set.seed(1234)

gtest <- erdos.renyi.game(100, 0.03, type = "gnp", directed = TRUE,
                 loops = FALSE) %>%
         set_vertex_attr("label", value = 1:100)

g_nodes <- get.data.frame(gtest, what = "vertices") %>%
           mutate(sex = sample(0:1, n(), replace = TRUE),
                  sex = as.character(sex))

g_edges1 <- get.edgelist(gtest) %>% as.data.frame()
g_edges2 <- sample_n(g_edges1, 130, replace = FALSE)
g_edges3 <- sample_n(g_edges2, 70, replace = FALSE)
g_edges4 <- sample_n(g_edges3, 20, replace = FALSE)


g1 <- graph_from_data_frame(d=g_edges1, vertices = g_nodes, directed = TRUE)
g2 <- graph_from_data_frame(d=g_edges2, vertices = g_nodes, directed = TRUE)
g3 <- graph_from_data_frame(d=g_edges3, vertices = g_nodes, directed = TRUE)
g4 <- graph_from_data_frame(d=g_edges4, vertices = g_nodes, directed = TRUE)

gList <- list(g1, g2, g3, g4)

xy <- graphlayouts::layout_as_dynamic(gList,alpha = 0.2)
pList <- vector("list",length(gList))

for(i in 1:length(gList)){
  pList[[i]] <- ggraph(gList[[i]],layout="manual",x=xy[[i]][,1],y=xy[[i]][,2])+
    geom_edge_link(color = "black", alpha = 0.7,
                   arrow = arrow(type = "closed",
                                 angle = 25,
                                 length = unit(1.5, 'mm')), 
                   end_cap = circle(1, 'mm'), 
                   width = 0.5, show.legend = FALSE) +   
    geom_node_point(aes(color = factor(sex)), size = 3) +
    scale_color_hue(l=40) +
    theme_graph()+
    theme(legend.position = "none")
}
Reduce("+",pList)+
  plot_annotation(title="Friendship network",theme = theme(title = element_text(family="Arial Narrow",face = "bold",size=16)))

这给了我这个情节：

这就是我想要的，除了图 2-4 我想删除没有边的节点。我也尝试过从各个图形函数中删除隔离物，例如：

g1 <- graph_from_data_frame(d=g_edges1, vertices = g_nodes, directed = TRUE) 

g2 <- graph_from_data_frame(d=g_edges2, vertices = g_nodes, directed = TRUE) %>%
      delete.vertices(., which(degree(.)==0))

g3 <- graph_from_data_frame(d=g_edges3, vertices = g_nodes, directed = TRUE) %>%
      delete.vertices(., which(degree(.)==0))

g4 <- graph_from_data_frame(d=g_edges4, vertices = g_nodes, directed = TRUE) %>%
      delete.vertices(., which(degree(.)==0))

但是当我尝试运行情节时出现此错误：

Error in data.frame(..., check.names = FALSE) : 
  arguments imply differing number of rows: 100, 98

关于如何删除地块本身内的隔离物的任何想法？

Answer 1

我认为您可以在 for 循环中执行如下操作

for (i in 1:length(gList)) {
  idx <- degree(gList[[i]]) == 0
  g <- gList[[i]] %>%
    delete.vertices(names(V(.))[idx])
  XY <- xy[[i]] %>%
    subset(!idx)
  pList[[i]] <- ggraph(g, layout = "manual", x = XY[, 1], y = XY[, 2]) +
    geom_edge_link(
      color = "black", alpha = 0.7,
      arrow = arrow(
        type = "closed",
        angle = 25,
        length = unit(1.5, "mm")
      ),
      end_cap = circle(1, "mm"),
      width = 0.5, show.legend = FALSE
    ) +
    geom_node_point(aes(color = factor(sex)), size = 3) +
    scale_color_hue(l = 40) +
    theme_graph() +
    theme(legend.position = "none")
}

其中g是去除孤立顶点后的图，XY是去除后对应的坐标。然后，你会得到

从 ggraph 图中的动态布局中删除孤立的节点

Remove isolated nodes from dynamic layout in ggraph plot

r

nodes

igraph

ggraph