# NOT RUN {
library(dplyr)
library(ggplot2)
# Take 50 different resamples/bootstraps from the original sample
many_bootstraps <- pennies_sample %>%
rep_sample_n(size = 40, replace = TRUE, reps = 50)
many_bootstraps
# Compute mean year of minting for each bootstrap sample
bootstrap_means <- many_bootstraps %>%
group_by(replicate) %>%
summarize(mean_year = mean(year))
# Plot sampling distribution
ggplot(bootstrap_means, aes(x = mean_year)) +
geom_histogram(binwidth = 1, color = "white") +
labs(x = expression(bar(x)), y = "Number of samples",
title = "Bootstrap distribution of x_bar based 50 resamples of size n = 40")
# }
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