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Adjust Transparency (alpha) of stat_smooth lines, not just transparency of Confidence Interval

Using ggplot2's stat_smooth(), I'm curious how one might adjust the transparency of the generated regression line. Using geom_points() or geom_line(), one normally sets a value for 'alpha', indicating the percent transparency. However, with stat_smooth(), alpha sets the transparency of the confidence interval (in my sample below, turned off - se=FALSE).

I cannot seem to find a way to make the regression line(s) a lower transparency than 1.

Your advice would be wonderful.

Sample Code

 library(reshape2)  df <- data.frame(x = 1:300)  df$y1 <-  0.5*(1/df$x + 0.1*(df$x-1)/df$x + rnorm(300,0,0.015))  df$y2 <-  0.5*(1/df$x + 0.3*(df$x-1)/df$x + rnorm(300,0,0.015))  df$y3 <-  0.5*(1/df$x + 0.6*(df$x-1)/df$x + rnorm(300,0,0.015))  df <- melt(df, id = 1)   ggplot(df, aes(x=x, y=value, color=variable)) +    geom_point(size=2) +    stat_smooth(method = "lm", formula = y ~ 0 + I(1/x) + I((x-1)/x),                se = FALSE,                size = 1.5,                alpha = 0.5) 

enter image description here

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EconomiCurtis Avatar asked Oct 20 '13 06:10

EconomiCurtis


2 Answers

To set alpha value just for the line you should replace stat_smooth() with geom_line() and then inside the geom_line() use the same arguments as in stat_smooth() and additionally add stat="smooth".

ggplot(df, aes(x=x, y=value, color=variable)) +   geom_point(size=2) +   geom_line(stat="smooth",method = "lm", formula = y ~ 0 + I(1/x) + I((x-1)/x),               size = 1.5,               linetype ="dashed",               alpha = 0.5) 

enter image description here

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Didzis Elferts Avatar answered Sep 21 '22 18:09

Didzis Elferts


As an alternative that's slightly more intuitive -- perhaps created since this answer -- you can use stat_smooth (geom="line"). The SE envelope disappears, though you can add it back with something like:

geom_smooth (alpha=0.3, size=0, span=0.5) stat_smooth (geom="line", alpha=0.3, size=3, span=0.5) +

The first line creates the SE. with no (0-width) line, and the second line adds the line over top of it. The (current) documentation mentions that stat_smooth is for non-standard geoms (e.g. "line").

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Wayne Avatar answered Sep 21 '22 18:09

Wayne