def METHOD_NAME() -> Dataset:
    train_set, _ = preprocess_dataset(*read_dataset())
    wrapped_dataset = Dataset(
        train_set, name="fraud_detection_adversarial_dataset", target=TARGET_COLUMN, cat_columns=CATEGORICALS
    )
    return wrapped_dataset