First, run train_random_forest.py. Then, run get_validation_score.py.
For the test related files, I think we can safely ignore, since the given sample test file does not contain any recording windows longer than 30 minutes. That is, for the performance test, there are only two ways: 1. 80/20 validation, or cross-validation. 2. Submitting to Kaggle.