## METRIC

The evaluation metric for this competition is the overall **accuracy** of your predictions. 

## SUBMISSION FORMAT

Submission files should contain two columns: `id_num` and `political_affiliation`.  The ID Numbers should be the same as those in the `test.csv` file, and the `political_affiliation_predicted` values should be your predicted affiliation. 

You can generate a properly formatted prediction file as follows, assuming `test_data` is your test dataset and `final_model_fit` is your fitted final chosen model:

```
final_predictions = pd.DataFrame(
    {"id_num": test_data['id_num'],
    "political_affiliation_predicted": final_model_fit.predict(test_data)}
)
```