我已经聚集了xy
数据,我希望使用R
plotly
来绘制数据,其中点数由其群集成员资格着色,并且&#39 ; s文本注释簇号和总点数的分数。我也试图让这个文本注释与点的颜色相同,即用簇着色。
这是我的代码:
library(dplyr)
library(plotly)
set.seed(1)
df <- do.call(rbind,lapply(seq(1,20,4),function(i) data.frame(x=rnorm(50,mean=i,sd=1),y=rnorm(50,mean=i,sd=1),cluster=i)))
df$cluster <- factor(df$cluster)
cluster.colors <- c("#FF6C91","#EF7F47","#D39300","#AAA300","#6BB100")
cluster.centers.df <- dplyr::group_by(df,cluster) %>%
dplyr::mutate(x=mean(x),y=mean(y),n=n()) %>% unique()
cluster.centers.df$percentage <- cluster.centers.df$n/sum(cluster.centers.df$n)
cluster.centers.df$cluster <- as.character(cluster.centers.df$cluster)
plot_ly(marker=list(size=12),type='scatter',mode="markers",x=df$x,y=df$y,color=df$cluster,colors=cluster.colors,showlegend=F) %>%
add_annotations(text=sprintf("<b>%s</b>",paste0(cluster.centers.df$cluster,"\n",gsub("\\.00","",as.character(cluster.centers.df$percentage)),"%")),showarrow=T,arrowhead=1,arrowsize=1,x=cluster.centers.df$x,y=cluster.centers.df$y,ax=20,ay=-30,font=list(size=14,color=cluster.colors)) %>%
layout(xaxis=list(title="X",zeroline=F,showticklabels=F),yaxis=list(title="Y",zeroline=F,showticklabels=F))
但是,这不会根据cluster.colors
为文本着色。
有什么想法吗?
答案 0 :(得分:2)
我无法弄清楚为什么add_annotations()
方法不起作用,所以我手动创建了注释并在每个for循环迭代中添加了颜色。请参阅以下代码,如果这样可以解决您的问题,请与我们联系。
library(dplyr)
library(plotly)
set.seed(1)
df <- do.call(rbind,lapply(seq(1,20,4),function(i) data.frame(x=rnorm(50,mean=i,sd=1),y=rnorm(50,mean=i,sd=1),cluster=i)))
df$cluster <- factor(df$cluster)
cluster.colors <- c("#FF6C91","#EF7F47","#D39300","#AAA300","#6BB100")
cluster.centers.df <- dplyr::group_by(df,cluster) %>%
dplyr::mutate(x=mean(x),y=mean(y),n=n()) %>% unique()
cluster.centers.df$percentage <- cluster.centers.df$n/sum(cluster.centers.df$n)
cluster.centers.df$cluster <- as.character(cluster.centers.df$cluster)
a <- c()
for (i in 1:length(cluster.centers.df$cluster)){
a[[i]] <- list(text=sprintf("<b>%s</b>",paste0(cluster.centers.df$cluster[i],"\n",gsub("\\.00","",as.character(cluster.centers.df$percentage[i])),"%")),showarrow=T,arrowhead=1,arrowsize=1,x=cluster.centers.df$x[i],y=cluster.centers.df$y[i],ax=20,ay=-30,font=list(size=14,color=cluster.colors[i]))
}
plot_ly(marker=list(size=12),type='scatter',mode="markers",x=df$x,y=df$y,color=df$cluster,colors=cluster.colors,showlegend=F) %>%
layout(annotations = a, xaxis=list(title="X",zeroline=F,showticklabels=F),yaxis=list(title="Y",zeroline=F,showticklabels=F))