Wow! Thank you! Cool code! I think you accidentally wrote it backwards? RandomChoice - samples "with replacement", meaning you can draw the same list item more than once in a sample, whereas RandomSample will not (let you). But for (my) statistical purposes, either is fine as the sample is less than 5% of the population (the data set,) and the data set is greater than 30 items.