When one is not a statistician and looking through these statistical outputs makes someone feel like Alice in Wonderland and suddenly one steps into a fanatical world, where strange and phantasms appear out of nowhere.

What are these values, really? where do they come from? Even if you have used the p-value to interpret the statistical significance of your result several times, its actual origin still remains murky to You.

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