Exercise

Inverse cumulative distribution function

The logistic function (logistic distribution CDF) has another important property: each x input value is transformed to a unique value. That means that the transformation can be reversed. The logit function is the name for the inverse logistic function, which is also the logistic distribution inverse cumulative distribution function. (All three terms mean exactly the same thing.)

The logit function takes values between zero and one, and returns values between minus infinity and infinity.

logistic is available from scipy.stats.

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Create p, an array of numbers ranging from 0.001 to 0.999 in steps of 0.001.