The logistic probability density function
X : array-like
X is the linear predictor of the logit model. See notes.
np.exp(-x)/(1+np.exp(-X))**2 :
Notes
In the logit model,
scikits.statsmodels.discretemod.Logit.loglike
scikits.statsmodels.discretemod.Logit.predict
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