This is a very specific request, can I ask what these data are going to be used for?
Do you not care the distributions? If not, I would imagine this is achievable.
Hi there,
My stats knowledge is pretty limited so I would appreciate any help available on the following question.
I want to generate a scatter plot with 231 random data points, where the correlation coefficient is 0.64 between the two variables. Is this a possible to solve problem?
Alternatively I need to two sets of data - both 231 data points each, one with a mean of 1.8 with a S.D of 0.6 and the other with a mean of 6.8 with an S. D of 1.0. these two sets of data need to correlate with a coefficient of 0.64. Is this sort of query possible? and how would I go about generating that random data?
I have access to Excel, Minitab and SPSS if necessary.
Any help would be so gratefully received!!!
This is a very specific request, can I ask what these data are going to be used for?
Do you not care the distributions? If not, I would imagine this is achievable.
Stop cowardice, ban guns!
The random data is fairly easy. In Minitab, select Calc > Random data > Normal... (or other distribution) > Number of rows to generate: 231; Mean: 1.8, Standard Deviation: 0.6. In Excel, use =NORM.INV(RAND(), 1.8, 0.6). Copy formula down 231 rows.
The tricky part is to generate the correlation. I would start with a simple equation that relates the two sets of data. For a simple example, take y = 2x. In Minitab, right click an empty column and select Formulas > Assign Formula to Column > enter 2*C1 (or column containing the x data). This will generate the second data set. Unfortunately, this will have a correlation coefficient = 1.0, so we need to modify the formula to add error (i.e., y = 2x + ). Create another column of random data with a mean of 0 and an arbitrary standard deviation. Create another column and assign a formula to add the x and columns. Run the correlation between y and this new column. It will now be less than 1. Manually adjust the standard deviation of the column until you get the desired correlation of 0.64. You can probably do this easier in Excel using Goal Seek or Solver, but I will leave that to you.
hlsmith (03-16-2017)
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