I am trying to create a custom histogram using ggplot2 but am stuck on how to plot the bins. I have 24 bins with the following bin limits and proportions of data falling within each bin.
bin_limits <- c(0, 0.01, 0.025, seq(0.05, 0.95, by = 0.05), 0.975, 0.99, 1)
props <- c(0.07700, 0.03275, 0.04300, 0.05850, 0.04775, 0.04375,
0.03750, 0.03825, 0.03250, 0.03325, 0.04000, 0.03000,
0.02950, 0.02675, 0.03000, 0.02950, 0.03700, 0.03725,
0.04325, 0.04250, 0.05425, 0.04675, 0.03575, 0.07325)
What I want is a histogram showing boxes the width of the limits and the height of the proportions. I would prefer to do this using ggplot2, but I'd be okay with alternative methods. The closest thing I can come up with now is a scatter plot with proportions that can be made using the code below.
data.frame(limit = bin_limits[-1], prop = props) %>%
ggplot(aes(x = limit, y = prop)) +
geom_point() +
ylim(0,.1)
Created on 2024-01-26 with reprex v2.0.2