code: def geometries_to_shapely(
      gdf: gp.GeoDataFrame,
      point_size: Optional[float] = None,
      line_width: Optional[float] = None,
  ) -> GeometryCollection:
      """
      Convert geometries in GeoDataFrame to shapely format
  
      Args:
          gdf (gp.GeoDataFrame): Input GeoDataFrame
          point_size (Optional[float], optional): Point geometries (1D) will be dilated by this amount. Defaults to None.
          line_width (Optional[float], optional): Line geometries (2D) will be dilated by this amount. Defaults to None.
  
      Returns:
          GeometryCollection: Shapely geometries computed from GeoDataFrame geometries
      """
  
      geoms = gdf.geometry.tolist()
      collections = [x for x in geoms if type(x) == GeometryCollection]
      points = [x for x in geoms if type(x) == Point] + [
          y for x in collections for y in x.geoms if type(y) == Point
      ]
      lines = [
          x for x in geoms if type(x) in [LineString, MultiLineString]
      ] + [
          y
          for x in collections
          for y in x.geoms
          if type(y) in [LineString, MultiLineString]
      ]
      polys = [
          x for x in geoms if type(x) in [Polygon, MultiPolygon]
      ] + [
          y
          for x in collections
          for y in x.geoms
          if type(y) in [Polygon, MultiPolygon]
      ]
  
      # Convert points into circles with radius "point_size"
      if point_size:
          points = (
              [x.buffer(point_size) for x in points]
              if point_size > 0
              else []
          )
      if line_width:
          lines = (
              [x.buffer(line_width) for x in lines]
              if line_width > 0
              else []
          )
  
      return GeometryCollection(
          list(points) + list(lines) + list(polys)
      )
  
imports: import re
  import os
  import json
  import yaml
  import pathlib
  import warnings
  import matplotlib
  import shapely.ops
  import numpy
  import osmnx
  import pandas
  import geopandas
  import shapely.affinity
  from copy import deepcopy
  from .fetch import get_gdfs
  from dataclasses import dataclass
  from matplotlib import pyplot
  from matplotlib.colors import hex2color
  from matplotlib.patches import Path, PathPatch
  from typing import Optional, Union, Tuple, List, Dict, Any, Iterable
  from shapely.geometry.base import BaseGeometry
  from shapely.geometry import Point, LineString, MultiLineString, Polygon, MultiPolygon, GeometryCollection, box
label_desc: Use image node_id 6 for calling a global function with example usage: geometries_to_shapely(gdf, point_size, line_width) and returns: GeometryCollection