I wonder if there is a way to calculate the distance between a abline in a plot and a datapoint? For example, what is the distance between concentration == 40 with signal == 643 (element 5) and the abline?
concentration <- c(1,10,20,30,40,50)
signal <- c(4, 22, 44, 244, 643, 1102)
plot(concentration, signal)
res <- lm(signal ~ concentration)
abline(res)
You are basically asking for the residuals.
R> residuals(res)
1 2 3 4 5 6
192.61 12.57 -185.48 -205.52 -26.57 212.39
As an aside, when you fit a linear regression, the sum of the residuals is 0:
R> sum(residuals(res))
[1] 8.882e-15
and if the model is correct, should follow a Normal distribution - qqnorm(res).
I find working with the standardised residuals easier.
> rstandard(res)
1 2 3 4 5 6
1.37707 0.07527 -1.02653 -1.13610 -0.15845 1.54918
These residuals have been scaled to have mean zero, variance (approximately) equal to one and have a Normal distribution. Outlying standardised residuals are those larger that +/- 2.