code: def get_type_map_special(X: DataFrame) -> dict:
      type_map_special = {}
      for column in X:
          types_special = get_types_special(X[column])
          if types_special:
              type_map_special[column] = types_special
      return type_map_special
  
file_path: autogluon/common/src/autogluon/common/features/infer_types.py
imports: import logging
  from collections import defaultdict
  from typing import List
  import numpy
  import pandas
  from pandas import DataFrame, Series
label_desc: Use image node_id 4 for calling a global function with example usage: get_type_map_special(X) and returns: type_map_special