How to calculate the pairwise mutual information (MI) for N number of variables?

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I want to compare the mutual information for each possible pair of variables. I want to identify the lower and higher mutual information of all possible combination. I'm not sure if doing the traditional way is correct. Maybe some kind of normalization would be appropriate for relative comparisons.

My variables are continuous in the range 0-1 with unknown distribution.

I also look for packages for mutual information like sklearnon

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