text: import functools
  import logging
  import os
  from multiprocessing import Pool
  
  from nistdataselection.analysis.processing import processes_benchmark_results
  from nistdataselection.utils.utils import chemical_environment_codes
  
  logger = logging.getLogger(__name__)
  
  
  def main():
  
      n_processes = 2
  
      # Define the paths to the studies
      study_paths = {
          "rho_pure_h_vap": os.path.join(
              "..", "..", "results", "expanded_set", "rho_pure_h_vap.json"
          ),
          "h_mix_rho_x": os.path.join(
              "..", "..", "results", "expanded_set", "h_mix_rho_x.json"
          ),
          "h_mix_rho_x_rho_pure": os.path.join(
              "..", "..", "results", "expanded_set", "h_mix_rho_x_rho_pure.json"
          ),
          "h_mix_rho_x_rho_pure_h_vap": os.path.join(
              "..", "..", "results", "expanded_set", "h_mix_rho_x_rho_pure_h_vap.json"
          ),
          "openff-1.0.0": os.path.join(
              "..", "..", "results", "expanded_set", "openff-1.0.0.json"
          ),
      }
  
      reference_set_path = os.path.join(
          "..", "..", "data_set_generation", "expanded_set", "test_sets", "full_set.json"
      )
  
      environments = {
          "alcohol": [
              chemical_environment_codes["hydroxy"],
              chemical_environment_codes["alcohol"],
          ],
          "ester": [
              chemical_environment_codes["caboxylic_acid"],
              chemical_environment_codes["ester"],
          ],
          "ether": [chemical_environment_codes["ether"]],
          "ketone": [chemical_environment_codes["ketone"]],
          "alkane": [""],
      }
  
      with Pool(n_processes) as pool:
  
          list(
              pool.starmap(
                  functools.partial(
                      processes_benchmark_results,
                      reference_path=reference_set_path,
                      environments=environments,
                      root_output_directory="",
                  ),
                  study_paths.items(),
              )
          )
  
  
  if __name__ == "__main__":
      main()
  