My city (Boston) shut down in mid-March and is not in the same boat as Japan.
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Maybe it's underdetermined, we have 392 variables each of which can be used independently to predict Japan (it's the omega-3, remember?). Just pick any regularization technique with a fancy name, possibly Russian, say Tikhonov regularization, or a gamma prior and go Bayesian.
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