results = pandas.DataFrame({
        'party': votes['class'][:10],
        'predicted': pandas.Categorical.from_codes(
            predicted_party, votes['class'][:10].cat.categories),
        'proba(Republican)': party_probabilities[:, 0],
        'proba(Democrat)': party_probabilities[:, 1],
    })
results