how to interpret if correlation value is negative. And if we have 0.000 value than how to explain it.

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    $\begingroup$ A negative rank correlation implies that variables are inversely related. A zero rank correlation implies that no overall monotonic relationship. A scatter plot of the ranks or of the original data usually helps. $\endgroup$ – Nick Cox Mar 15 at 10:15

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