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R用对数刻度圆化和弦图

[英]R circlize chord diagram with log scale

是否可以在circlize程序包中制作一个显示log10值的和弦图? 到目前为止,我已经能够生成具有正确尺寸链接的图,但是相应的轴将不匹配。 该轴显示每个扇区的所有链接/记录值的总和,这是不正确的,因为求和记录值与原始求和值不对应。 有什么办法可以解决这个轴问题?

以下是到目前为止我尝试过的示例

library(circlize)

export_country <- c("DEU","USA","IDN","USA","IDN","USA","IDN","CAN","DEU","DEU","IDN","NZL","DEU","USA","USA","USA","IDN","SGP","IDN")
import_country <- c("JPN","JPN","USA","JPN","TWN","CAN","CHN","USA","CHN","CHN","DEU","JPN","USA","DNK","JPN","CHN","JPN","CHN","CHN")
flow <- c(2000,65780,78010,851,35353,845,738,120788,245900,90002,4426,6870,152681,78114,32591,19274,10915,23100,6275)

df <- data.frame(export_country, import_country, flow,stringsAsFactors = FALSE)


country = unique(c(df[[1]], df[[2]]))
color <- c("#E41A1C","#800000","#ff8c00","#ffd700","#008000","#00bfff","#377EB8",
               "#ff69b4","#800080","#4b0082")

df1 <- data.frame(country, color,stringsAsFactors = FALSE)

circos.clear()
circos.par(start.degree = 90, gap.degree = 5, track.margin = c(-0.1, 0.1), points.overflow.warning = FALSE)
par(mar = rep(0, 4))

chordDiagram(x = df[1:2],log10(df[3]), grid.col = color, transparency = 0.25,
         order = country, directional = 1,
         direction.type = c("arrows", "diffHeight"), diffHeight  = -0.04,
         annotationTrack = c("grid","axis"), annotationTrackHeight = c(0.05, 0.1),
         link.arr.type = "big.arrow", link.sort = TRUE, link.largest.ontop = TRUE)



circos.trackPlotRegion(
  track.index = 1, 
  bg.border = NA, 
  panel.fun = function(x, y) {
xlim = get.cell.meta.data("xlim")
sector.index = get.cell.meta.data("sector.index")
country = df1$country[df1$country == sector.index]

circos.text(x = mean(xlim), y = 4.4, 
            labels = country, facing = "bending", cex = 1, niceFacing = TRUE, adj = c(0.5, 0))

  }
 )

给出以下情节

我认为不可能解决这个问题。 由于一个扇区由几个链接组成,因此如果将扇区的大小进行对数转换,那么每个链接的宽度是什么意思? 我认为我们最好忘记每个部门的规模,而不要显示轴。 另一方面,我们可以直接在每个链接的上方或上方显示未经对数转换的值。

实际上,在下面的代码中, chordDiagram()返回一个数据帧,其中包含每个链接的位置,然后我们可以使用此信息将未记录的值添加到正确的位置。

另外请注意,您的代码中chordDiagram()中的第一个参数是错误的。 我纠正了。

library(circlize)

export_country <- c("DEU","USA","IDN","USA","IDN","USA","IDN","CAN","DEU","DEU","IDN","NZL","DEU","USA","USA","USA","IDN","SGP","IDN")
import_country <- c("JPN","JPN","USA","JPN","TWN","CAN","CHN","USA","CHN","CHN","DEU","JPN","USA","DNK","JPN","CHN","JPN","CHN","CHN")
flow <- c(2000,65780,78010,851,35353,845,738,120788,245900,90002,4426,6870,152681,78114,32591,19274,10915,23100,6275)

df <- data.frame(export_country, import_country, flow,stringsAsFactors = FALSE)
df[[3]] = log10(df[[3]])

country = unique(c(df[[1]], df[[2]]))
color <- c("#E41A1C","#800000","#ff8c00","#ffd700","#008000","#00bfff","#377EB8",
               "#ff69b4","#800080","#4b0082")

df1 <- data.frame(country, color,stringsAsFactors = FALSE)

circos.clear()
circos.par(start.degree = 90, gap.degree = 5, track.margin = c(-0.1, 0.1), points.overflow.warning = FALSE)
par(mar = rep(0, 4))

res = chordDiagram(x = df, grid.col = color, transparency = 0.25,
         order = country, directional = 1,
         direction.type = c("arrows", "diffHeight"), diffHeight  = -0.04,
         annotationTrack = c("grid"), annotationTrackHeight = c(0.05, 0.1),
         link.arr.type = "big.arrow", link.sort = TRUE, link.largest.ontop = TRUE)



circos.trackPlotRegion(
  track.index = 1, 
  bg.border = NA, 
  panel.fun = function(x, y) {
    xlim = get.cell.meta.data("xlim")
    sector.index = get.cell.meta.data("sector.index")
    country = df1$country[df1$country == sector.index]

    circos.text(x = mean(xlim), y = 1.5, 
                labels = country, facing = "bending", adj = c(0.5, 0), cex = 1, niceFacing = TRUE)

      }
 )

for(i in seq_len(nrow(res))) {
  circos.text(x = res$x1[i] - res$value[i]/2, y = 0.5, round(10^(res$value[i])), facing = "inside",
      niceFacing = TRUE, adj = c(0.5, 0.5), cex = 0.5, col = "white", sector.index = res$rn[i], track.index = 1)
  circos.text(x = res$x2[i] - res$value[i]/2, y = 0.5, round(10^(res$value[i])), facing = "inside",
      niceFacing = TRUE, adj = c(0.5, 0.5), cex = 0.5, col = "white", sector.index = res$cn[i], track.index = 1)
}

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