Geom_abline (...) displays data multiple times?
Do you use when you use geom_abline(...)
(and geom_vline
and geom_hline
) multiple overlapping one line using the "naive"?
For example, let's say we are interested in the following faceted scatter plot:
library(ggplot2)
library(dplyr)
k <- 4
data.frame(id = letters[1:k],
m = rnorm(k),
b = rnorm(k))[rep(1:k, 30),] %>%
mutate(x = rnorm(n()),
eps = 0.1*rnorm(n()),
y = m*x + b + eps) %>%
ggplot(aes(x, y)) +
geom_point() +
facet_wrap(~ id) ->
p
The easiest way to add an ab-string to it is as follows:
print(p + geom_abline(aes(slope = m, intercept = b), color = 'red'))
Is this the correct way? Specifically, is the above graph ab-line 30 times not specified in every aspect? For example, it looks like this:
print(p + geom_abline(aes(slope = m, intercept = b + eps), color = 'red'))
If so, is it better to do something like this?
print(p + geom_abline(aes(slope = m, intercept = b),
data = Z %>% group_by(id) %>% summarize(m = unique(m), b = unique(b)),
color = 'red'))
Note that this creates something visually incomprehensible from the first plot. My question is about the correct way to use these ggplot functions.
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