Dear stackoverflow community,
I repeated an experiment (rep1 and rep2). For each replicate I have two columns (a, sum) and two rows of the tested subjects that belong together (group AA, BB...). For analysis, I would like to randomly assign the collected data (a and sum) to rep1 and rep2. For this, I was trying to randomly select groups and swap "a" and "sum" of rep1 and rep2. I am trying to repeat the random swapping 100 times, creating 100 datasets for analysis.
I came across unique(df$groups)
to specify that the data of each group belongs together. Combined to sample(unique(df$group), 2)
it randomly samples, let's say, 2 groups. But I don't know how to swap the data of the replicates of these selected groups. Any help or suggestions are greatly appreciated!!
Here is an example of the data:
group = c("A", "A", "B", "B", "C", "C")
rep1_a = c(2, 8, 5, 5, 4, 6)
rep1_sum = c(10, 10, 10, 10, 10, 10)
rep2_a = c(3, 8, 4, 5, 5, 6)
rep2_sum = c(11, 11, 9, 9, 11, 11)
df = data.frame(group, rep1_a, rep1_sum, rep2_a, rep2_sum)
# group rep1_a rep1_sum rep2_a rep2_sum
1 A 2 10 3 11
2 A 8 10 8 11
3 B 5 10 4 9
4 B 5 10 5 9
5 C 4 10 5 11
6 C 6 10 6 11
And here is what it should look like, if out of these 3 groups, the replicates of group A are swapped:
group rep1_a rep1_sum rep2_a rep2_sum
1 A 3 11 2 10
2 A 8 11 8 10
3 B 5 10 4 9
4 B 5 10 5 9
5 C 4 10 5 11
6 C 6 10 6 11
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