code: def _check_all_elements_of_same_type(data):
      for idx, input in enumerate(data):
          if not isinstance(input, type(data[0])):
              raise TypeError(
                  f"Elements of second_level_input must be of the same type."
                  f" Got object type {type(input)} at idx {idx}."
              )
  
imports: import sys
  import time
  from warnings import warn
  import numpy
  import pandas
  from joblib import Memory
  from nibabel import Nifti1Image
  from sklearn.base import clone
  from nilearn._utils import fill_doc, stringify_path
  from nilearn._utils.niimg_conversions import check_niimg
  from nilearn.glm._base import BaseGLM
  from nilearn.glm.contrasts import compute_contrast, expression_to_contrast_vector
  from nilearn.glm.first_level import FirstLevelModel, run_glm
  from nilearn.glm.first_level.design_matrix import make_second_level_design_matrix
  from nilearn.glm.regression import RegressionResults, SimpleRegressionResults
  from nilearn.image import mean_img
  from nilearn.maskers import NiftiMasker
  from nilearn.mass_univariate import permuted_ols
label_desc: Use image node_id 5 for calling a global function with example usage: _check_all_elements_of_same_type(data) without return types