Created
October 19, 2021 02:49
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options(repr.plot.width=15) | |
analyse <- function(current_samples, p0) { | |
# p0 = 0.5 | |
print("Current samples:") | |
print(current_samples) | |
proportion = sum(current_samples<(p0*n)) | |
print(paste("Proportion less than",p0*n,'is',proportion,"out of",length(current_samples))) | |
binom_test_result = binom.test(proportion, length(current_samples), p=p0) | |
print(binom_test_result) | |
pvalues = c() | |
means = c() | |
for (i in 1:length(current_samples)){ | |
pval = binom.test(sum(current_samples[1:i]<(p0*n)), length(current_samples[1:i]), p=p0)$p.value | |
pvalues = c(pvalues, pval) | |
means = c(means, mean(current_samples[1:i])) | |
} | |
plot1 = qplot(x=1:length(current_samples), y=pvalues, geom='line', ylab='P-value', xlab='number',size=I(4))+geom_hline(colour='blue', yintercept=0.05) | |
plot2 = qplot(x=1:length(current_samples), y=means, geom='line', ylab='Mean', xlab='number',size=I(4), ylim = c(0,100))+geom_hline(colour='red', yintercept=50) | |
ggarrange(plot1, plot2, labels=c('A','B')) | |
} | |
theme_set(theme_bw() + theme(text = element_text(size = 25)) ) | |
current_samples = c(62,55,45,15,41,24,16, 47,33,1, 63, 24, 55, 40, 44, 49, 2, 48,6,69) | |
analyse(current_samples, 0.5) |
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