statistics

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I have 12 problems from a 100 level statistics course, and am having difficulty understanding the difference between t and z, and a few other issues. I am coming back to college after becoming a parent, and would appreciate an english translation of the how-to. I can do the basics, but for some reason this is challenging me. 

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