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Instead of using the estimator attribute you should be using the best_estimator attribute, after which you can access the underlying estimators of the MultiOutputRegressor using the estimators_ attribute. You can then access the coefficients as follows:
coefficients = [estimator.coef_ for estimator in best_model.best_estimator_.estimators_]
# [array([-0. ...
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