def rename_variables(ds):
    """
    Rename variables within the SSI dataset
    """
    variables_to_rename = {'SSI':'ssi',
                           'TSI':'tsi',
                           'TSI_UNC':'tsi_unc',
                           'Wavelength_Band_Width':'band_width'}
    return ds.rename(variables_to_rename)