Statistical Analysis of lots of Parameters

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Hello everyone,
I have just started a project looking at some changes in data for certain parameters on some machinary and I want to find out if any other parameters are also changing/contributing to this change. I get 1 scan of each parameter each time the machine is run, there is around 25 parameters and I have lots of different machine data to work with.
As this is for work unfortunately i am not allowed to share the data.
What is the best way to approach this using MATLAB?
Thank you in advance.

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