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Formula for normalizing data to control mean
Here's the very simple situation I have:
Column A: Continuous data on treatment levels in an experiment. 0 = controls
Column B: Continuous data that is the response metric to the treatment.
Column C: Formula that calculates response metric from Column B normalized (i.e. divided by) the mean of the responses in the controls (rows where Column A=0).
How do I write the formula in Column C to do this normalization of Column B to the control mean?
I think it will involve creating a local variable that uses the Col Mean function conditional to the Rows in Column A that are = 0.
I don't know how to make that conditional work for the multiple rows that need to be selected for calculation of the mean of the controls.
I know that the Col Mean function calculates the mean of all the data in Column B, and that using a By variable can calculate means for each value of Column A. But, I want to calculate a single mean for the values of Column B where Column A are = 0 and use that single mean as an argument in Column C for calculating an equation (Column C=Column B/Mean of Column B where Column A=0) in every row of the table.
I'm using JMP 16.
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Re: Formula for normalizing data to control mean
Thanks jthi, I took your example and wrote the formula equation for Column 3 so the normalization, it all happens in that column as follows,
:Column 2 / Col Mean( If( :Column 1 == 0, :Column 2, . ) )
I didn't need to create a local variable. The Col Mean function apparently does that in the background.
I appreciate your insight! Thanks!
Vince
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Re: Formula for normalizing data to control mean
One option is to use If statement inside the Col Mean
Col Mean(If(:Column 1 == 0, :Column 2, .))
If Column A has first row as 0 you can also use As Constant() to calculate the mean
As Constant(Col Mean(:Column 2, :Column 1))
I have attached example table with both mean calculations. You can of course just take the mean calculation and use that then in single column which will calculate your final data.
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Re: Formula for normalizing data to control mean
Thanks jthi, I took your example and wrote the formula equation for Column 3 so the normalization, it all happens in that column as follows,
:Column 2 / Col Mean( If( :Column 1 == 0, :Column 2, . ) )
I didn't need to create a local variable. The Col Mean function apparently does that in the background.
I appreciate your insight! Thanks!
Vince