






from __future__ import annotations






def     lowerCamelCase__				(   __lowerCamelCase      :					str  ,		__lowerCamelCase      :					dict[str, str]		):
  __UpperCAmelCase							:     Optional[Any]									=  """""", """""", """"""
  __UpperCAmelCase							:     Optional[int]									=  []

  for character in message_part:
    tmp.append(character_to_number[character]		)

  for each in tmp:
    one += each[0]
    two += each[1]
    three += each[2]

  return one + two + three






def     lowerCamelCase__				(   __lowerCamelCase      :					str  ,		__lowerCamelCase      :					dict[str, str]		):
  __UpperCAmelCase							:     Any									=  """""", """"""
  __UpperCAmelCase							:     int									=  []

  for character in message_part:
    this_part += character_to_number[character]

  for digit in this_part:
    tmp += digit
    if len(__lowerCamelCase		) == len(__lowerCamelCase		):
      result.append(__lowerCamelCase		)
      __UpperCAmelCase							:     int									=  """"""

  return result[0], result[1], result[2]






def     lowerCamelCase__				(   __lowerCamelCase      :					str  ,		__lowerCamelCase      :					str		):
  # Validate message and alphabet, set to upper and remove spaces
  __UpperCAmelCase							:     str									=  alphabet.replace(""" """  ,		""""""		).upper()
  __UpperCAmelCase							:     int									=  message.replace(""" """  ,		""""""		).upper()

  # Check length and characters
  if len(__lowerCamelCase		) != 27:
    raise KeyError("""Length of alphabet has to be 27."""		)
  for each in message:
    if each not in alphabet:
      raise ValueError("""Each message character has to be included in alphabet!"""		)

    # Generate dictionares
  __UpperCAmelCase							:     List[str]									=  (
      """111""",
      """112""",
      """113""",
      """121""",
      """122""",
      """123""",
      """131""",
      """132""",
      """133""",
      """211""",
      """212""",
      """213""",
      """221""",
      """222""",
      """223""",
      """231""",
      """232""",
      """233""",
      """311""",
      """312""",
      """313""",
      """321""",
      """322""",
      """323""",
      """331""",
      """332""",
      """333""",
  )
  __UpperCAmelCase							:     str									=  {}
  __UpperCAmelCase							:     str									=  {}
  for letter, number in zip(__lowerCamelCase  ,		__lowerCamelCase		):
    __UpperCAmelCase							:     Union[str, Any]									=  number
    __UpperCAmelCase							:     Optional[int]									=  letter

  return message, alphabet, character_to_number, number_to_character






def     lowerCamelCase__				(   __lowerCamelCase      :					str  ,		__lowerCamelCase      :					str = "ABCDEFGHIJKLMNOPQRSTUVWXYZ."  ,		__lowerCamelCase      :					int = 5		):
  __UpperCAmelCase							:     int									=  __prepare(
      __lowerCamelCase  ,		__lowerCamelCase		)
  __UpperCAmelCase							:     List[str]									=  """""", """"""

  for i in range(0  ,		len(__lowerCamelCase		) + 1  ,		__lowerCamelCase		):
    encrypted_numeric += __encrypt_part(
        message[i : i + period]  ,		__lowerCamelCase		)

  for i in range(0  ,		len(__lowerCamelCase		)  ,		3		):
    encrypted += number_to_character[encrypted_numeric[i : i + 3]]

  return encrypted






def     lowerCamelCase__				(   __lowerCamelCase      :					str  ,		__lowerCamelCase      :					str = "ABCDEFGHIJKLMNOPQRSTUVWXYZ."  ,		__lowerCamelCase      :					int = 5		):
  __UpperCAmelCase							:     Optional[int]									=  __prepare(
      __lowerCamelCase  ,		__lowerCamelCase		)
  __UpperCAmelCase							:     Union[str, Any]									=  []
  __UpperCAmelCase							:     Union[str, Any]									=  """"""

  for i in range(0  ,		len(__lowerCamelCase		) + 1  ,		__lowerCamelCase		):
    __UpperCAmelCase							:     Dict									=  __decrypt_part(message[i : i + period]  ,		__lowerCamelCase		)

    for j in range(0  ,		len(__lowerCamelCase		)		):
      decrypted_numeric.append(a[j] + b[j] + c[j]		)

  for each in decrypted_numeric:
    decrypted += number_to_character[each]

  return decrypted


if __name__ == "__main__":
       a		:	Union[str, Any]      					=			"DEFEND THE EAST WALL OF THE CASTLE."
       a		:	Any      					=			encrypt_message(msg, "EPSDUCVWYM.ZLKXNBTFGORIJHAQ")
       a		:	Tuple      					=			decrypt_message(encrypted, "EPSDUCVWYM.ZLKXNBTFGORIJHAQ")
       print(f"""Encrypted: {encrypted}\nDecrypted: {decrypted}""")










from sklearn.neural_network import MLPClassifier

a		:	int      					=			[[0.0, 0.0], [1.0, 1.0], [1.0, 0.0], [0.0, 1.0]]
a		:	List[str]      					=			[0, 1, 0, 0]


a		:	str      					=			MLPClassifier(
    solver="lbfgs", alpha=1e-5, hidden_layer_sizes=(5, 2), random_state=1
)

clf.fit(X, y)


a		:	Union[str, Any]      					=			[[0.0, 0.0], [0.0, 1.0], [1.0, 1.0]]
a		:	Optional[int]      					=			clf.predict(test)






def     lowerCamelCase__				(   __lowerCamelCase      :					Dict		):
  return list(__lowerCamelCase		)


if __name__ == "__main__":
       import doctest

       doctest.testmod()


