results_all = pandas.DataFrame({
        'party': votes['class'],
        'predicted': pandas.Categorical.from_codes(
            predicted_party, votes['class'].cat.categories),
        'proba(democrat)': party_probabilities[:, 0],
        'proba(republican)': party_probabilities[:, 1],
    })
performance(results_all)