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when you use elastic-net, 1_ratio=0 is equivalent to using penalty=’l2', while setting l1_ratio=1 is equivalent to using penalty=’l1'. An intermediate value is a combination of the two. About how to choose the solver: newton-cg’, ‘sag’, and ‘lbfgs’ solvers support only L2 regularization while you