如何将线性线添加到具有数据框的多个数据集的图中？

Question

我有以下数据框：

     expected observed group
1: 0.5371429   0.0000     1
2: 1.3428571   1.3736     1
3: 2.6857143   2.4554     1
4: 5.3714286   3.6403     1
5: 0.5294118   0.0000     2
6: 1.3235294   1.1494     2
7: 2.6470588   1.1364     2
8: 5.2941176   4.9774     2
9: 0.5201207   0.0000     3
10: 1.3003018   1.4327    3
11: 2.6006036   2.5918    3
12: 5.2012072   8.0769    3
13: 0.5155039   1.4851    4
14: 1.2887597   1.0638    4
15: 2.5775194   3.1700    4
16: 5.1550388   6.2500    4
17: 0.4976959   0.0000    5
18: 1.2442396   1.2384    5
19: 2.4884793   3.1073    5
20: 4.9769585   4.8148    5

我想按组对每个数据集进行散点图，所以我有以下代码：

sp <- ggplot(new_df, aes(x = expected, y = observed, colour = group)) + geom_point()

sp + scale_color_gradientn(colours = rainbow(5))

并收到以下图：

我的问题是如何为每个不同的组添加一条直线 (intercept = 0,0)？意思是，最后，我将用 5 条不同颜色的直线代表同一图上的每个组。

还有，有没有办法在图例中显示每条线的方程式？

Answer 1

您可以从 ggplot2 中获取线性线条和 equation/R2 文本，其中 geom_smooth 来自 ggplot2，stat_poly_eq 来自 ggpmisc 包

    dat <- "expected    observed    group
    0.5371429   0   1
    1.3428571   1.3736  1
    2.6857143   2.4554  1
    5.3714286   3.6403  1
    0.5294118   0   2
    1.3235294   1.1494  2
    2.6470588   1.1364  2
    5.2941176   4.9774  2
    0.5201207   0   3
    1.3003018   1.4327  3
    2.6006036   2.5918  3
    5.2012072   8.0769  3
    0.5155039   1.4851  4
    1.2887597   1.0638  4
    2.5775194   3.17    4
    5.1550388   6.25    4
    0.4976959   0   5
    1.2442396   1.2384  5
    2.4884793   3.1073  5
    4.9769585   4.8148  5
    "  
    library(ggplot2)
    library(ggpmisc)

    df <- read.table(text = dat, header = TRUE)
    df$group <- factor(df$group)

    formula <- y ~ x # needed for ggpmisc's equation and R2 text

    # Put equation & R2 coef to the top left corner
    ggplot(df, aes(expected, observed, colour = group)) +
      geom_point(size = 2, alpha = 0.3) +
      geom_smooth(method = "lm", formula = formula, se = FALSE) +
      stat_poly_eq(aes(label = paste(..eq.label.., ..rr.label.., sep = "~~~~")), 
                   label.x.npc = "left", label.y.npc = "top",
                   formula = formula, parse = TRUE, size = 4) +
      scale_color_brewer(palette = "Dark2") +
      theme_bw(base_size = 16)

如何将线性线添加到具有数据框的多个数据集的图中？

How to add linear lines to a plot with multiple data sets of a data frame?

regression

r

ggplot2

lm

ggpmisc