Data analysis. Correlation analysis. How to draw conclusions?

Question

Analytics

Please help me, I am very poorly versed in the subject, but I need to do independent work, which I will attach below.
Thank you.

Answer 1

I don't get it, are you asking me to do your homework for you? Or briefly here to present you the theory of non-parametric criteria of difference? Or build a correlogram (?) for you by pronouncing what programming language you speak? Maybe you want us to "understand your subject" instead of you? What kind of help do you want from us?
PS Just in case, I remind you that this is NOT a homework site for negligent students.