code: def load_sample_images():
      """Load sample images for image manipulation.
      Loads both, ``china`` and ``flower``.
  
      Returns
      -------
      data : Bunch
          Dictionary-like object with the following attributes :
          'images', the two sample images, 'filenames', the file
          names for the images, and 'DESCR'
          the full description of the dataset.
  
      Examples
      --------
      To load the data and visualize the images:
  
      >>> from sklearn.datasets import load_sample_images
      >>> dataset = load_sample_images()     #doctest: +SKIP
      >>> len(dataset.images)                #doctest: +SKIP
      2
      >>> first_img_data = dataset.images[0] #doctest: +SKIP
      >>> first_img_data.shape               #doctest: +SKIP
      (427, 640, 3)
      >>> first_img_data.dtype               #doctest: +SKIP
      dtype('uint8')
      """
      # Try to import imread from scipy. We do this lazily here to prevent
      # this module from depending on PIL.
      try:
          try:
              from scipy.misc import imread
          except ImportError:
              from scipy.misc.pilutil import imread
      except ImportError:
          raise ImportError(
              "The Python Imaging Library (PIL) "
              "is required to load data from jpeg files"
          )
      module_path = join(datasets_dir(), "images")
      with open(join(module_path, "README.txt")) as f:
          descr = f.read()
      filenames = [
          join(module_path, filename)
          for filename in os.listdir(module_path)
          if filename.endswith(".jpg")
      ]
      # Load image data for each image in the source folder.
      images = [imread(filename) for filename in filenames]
  
      return Bunch(images=images, filenames=filenames, DESCR=descr)
  
imports: import os
  import csv
  import sys
  import shutil
  from os import environ
  from os.path import dirname
  from os.path import join
  from os.path import exists
  from os.path import expanduser
  from os.path import isdir
  from os.path import splitext
  from os import listdir
  from os import makedirs
  import numpy
  from ..utils import check_random_state
label_desc: Use image node_id 11 for calling a global function with example usage: load_sample_images() and returns: Bunch