def feature_extraction(dframe):
    """Function to extract features."""
    cols = ['concavity_worst', 'compactness_worst', 'compactness_mean',
            'compactness_se', 'perimeter_se', 'concavity_mean']
    deff = dframe.loc[:, cols]
    return deff