def test_manifold_LLE():
    train_set, valid_set, test_set = read_dataset(dataset_name='dataset_simulation_zero_iterations.csv')
    dataset, result = train_set

    dataset = get_gaussian_normalization(dataset)
    dataset = get_LLE(dataset, num_components=2, n_neighbors=80)
    assert dataset is not None
def test_scaling_gaussian():
    train_set, valid_set, test_set = read_dataset(dataset_name='dataset_simulation_zero_iterations.csv')
    dataset, result = train_set
    dataset = get_gaussian_normalization(dataset)
    assert dataset is not None