def invalid_multipoly_handler(gdf, relation, way_ids):
    """
    Handles invalid multipolygon geometries when there exists e.g. a feature without 
    geometry (geometry == NaN)

    Parameters
    ----------

    gdf : gpd.GeoDataFrame
        GeoDataFrame with Polygon geometries that should be converted into a MultiPolygon object.
    relation : dict
        OSM 'relation' dictionary
    way_ids : list
        A list of 'way' ids that should be converted into a MultiPolygon object. 
    """

    try:
        gdf_clean = gdf.dropna(subset=['geometry'])
        multipoly = MultiPolygon(list(gdf_clean['geometry']))
        return multipoly

    except Exception:
        log("Invalid geometry at relation id %s.\nWay-ids of the invalid MultiPolygon:" % (
        relation['id'], str(way_ids)))
        return None
Handles invalid multipolygon geometries when there exists e.g. a feature without 
    geometry (geometry == NaN)

    Parameters
    ----------

    gdf : gpd.GeoDataFrame
        GeoDataFrame with Polygon geometries that should be converted into a MultiPolygon object.
    relation : dict
        OSM 'relation' dictionary
    way_ids : list
        A list of 'way' ids that should be converted into a MultiPolygon object.