code: def hashing_trick(
      text,
      n,
      hash_function=None,
      filters='!"#$%&()*+,-./:;<=>?@[\\]^_`{|}~\t\n',
      lower=True,
      split=" ",
      analyzer=None,
  ):
      """DEPRECATED."""
      if hash_function is None:
          hash_function = hash
      elif hash_function == "md5":
  
          def hash_function(w):
              return int(hashlib.md5(w.encode()).hexdigest(), 16)
  
      if analyzer is None:
          seq = text_to_word_sequence(
              text, filters=filters, lower=lower, split=split
          )
      else:
          seq = analyzer(text)
  
      return [(hash_function(w) % (n - 1) + 1) for w in seq]
  
imports: import collections
  import hashlib
  import json
  import warnings
  import numpy
  from keras.api_export import keras_export
label_desc: Use image node_id 3 for calling a global function with example usage: hashing_trick(text, n, hash_function, filters, lower, split, analyzer) and returns: unknown, int