使用单个回归线而不是多个回归线的散点图

时间:2016-06-09 02:41:20

标签: r ggplot2

我想获得单个回归线和相关系数而不是多个回归线。我的代码如下所示。

d1 <- structure(list(x1 = c(50.42,62.59,42.53,55.38,65.23,66.17,47.20,29.40,46.22,65.91), y1 = c(7.00,7.50,4.50,7.58,4.00,4.67,3.50,3.00,3.50,4.63)), .Names = c("x1", "y1"), class = "data.frame", row.names = c(NA,-10L))
d2 <- structure(list(x2 = c(33.65,39.16,46.93,35.75,34.50,31.16,44.72,28.63,42.73,40.54,32.14,33.56), y2 = c(3.00,4.00,3.80,2.76,3.54,3.13,3.50,2.92,4.18,4.22,3.23,2.56)), .Names = c("x2", "y2"), class = "data.frame", row.names = c(NA, -12L))
library(reshape2)
library(ggplot2)
names(d2) <- c("x1", "y2")
df <- rbind(melt(d1, id.vars = "x1"), melt(d2, id.vars = "x1"))
p1 <-ggplot(df, aes(x1, y = value, colour = variable)) + 
  geom_point(size=4) +
  theme(axis.text=element_text(size=16),
        axis.title=element_text(size=18,face="bold"), plot.title=element_text(size=32,face="bold"),
        legend.text=element_text(size=16), 
        legend.justification=c(0,1),legend.position=c(0,1),legend.title=element_blank()

        ) + theme(legend.background = element_rect(
                                  size=0.5, linetype="solid", 
                                  colour ="black"), panel.border = element_rect(color="black", size=1, linetype="solid")) + theme(aspect.ratio=1) +
  labs(x = "x axis", y = "y axis") + 
 xlim(0,100) + 
 ylim(0,10) +  geom_smooth(method=lm, se=FALSE, linetype="solid", fullrange=TRUE) +  ggtitle("My first plot") +
  scale_colour_manual(values = c("green","red"), labels = c("d1", "d2"))

有没有简单的方法可以做到这一点?

1 个答案:

答案 0 :(得分:2)

geom_smoothcolor="black"之外添加aes(或您想要的任何颜色)。这将覆盖调用ggplot时指定的颜色美学,并生成单个回归线。

geom_smooth(color="black", method="lm", se=FALSE, linetype="solid", fullrange=TRUE) +  

关于您对注释的评论:d1d2不存在于df数据框中。试试这个:

annotate(x=20, y=5, label=paste("R = ", round(cor(df$x1, df$value),2)), geom="text", size=4)