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* ci(pre-commit): Add pep8-naming to `pre-commit` hooks (#7038) * refactor: Fix naming conventions (#7038) * Update arithmetic_analysis/lu_decomposition.py Co-authored-by: Christian Clauss <cclauss@me.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactor(lu_decomposition): Replace `NDArray` with `ArrayLike` (#7038) * chore: Fix naming conventions in doctests (#7038) * fix: Temporarily disable project euler problem 104 (#7069) * chore: Fix naming conventions in doctests (#7038) Co-authored-by: Christian Clauss <cclauss@me.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
232 lines
7.4 KiB
Python
232 lines
7.4 KiB
Python
"""
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Hill Cipher:
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The 'HillCipher' class below implements the Hill Cipher algorithm which uses
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modern linear algebra techniques to encode and decode text using an encryption
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key matrix.
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Algorithm:
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Let the order of the encryption key be N (as it is a square matrix).
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Your text is divided into batches of length N and converted to numerical vectors
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by a simple mapping starting with A=0 and so on.
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The key is then multiplied with the newly created batch vector to obtain the
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encoded vector. After each multiplication modular 36 calculations are performed
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on the vectors so as to bring the numbers between 0 and 36 and then mapped with
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their corresponding alphanumerics.
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While decrypting, the decrypting key is found which is the inverse of the
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encrypting key modular 36. The same process is repeated for decrypting to get
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the original message back.
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Constraints:
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The determinant of the encryption key matrix must be relatively prime w.r.t 36.
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Note:
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This implementation only considers alphanumerics in the text. If the length of
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the text to be encrypted is not a multiple of the break key(the length of one
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batch of letters), the last character of the text is added to the text until the
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length of the text reaches a multiple of the break_key. So the text after
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decrypting might be a little different than the original text.
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References:
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https://apprendre-en-ligne.net/crypto/hill/Hillciph.pdf
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https://www.youtube.com/watch?v=kfmNeskzs2o
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https://www.youtube.com/watch?v=4RhLNDqcjpA
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"""
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import string
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import numpy
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def greatest_common_divisor(a: int, b: int) -> int:
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"""
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>>> greatest_common_divisor(4, 8)
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4
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>>> greatest_common_divisor(8, 4)
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4
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>>> greatest_common_divisor(4, 7)
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1
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>>> greatest_common_divisor(0, 10)
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10
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"""
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return b if a == 0 else greatest_common_divisor(b % a, a)
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class HillCipher:
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key_string = string.ascii_uppercase + string.digits
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# This cipher takes alphanumerics into account
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# i.e. a total of 36 characters
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# take x and return x % len(key_string)
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modulus = numpy.vectorize(lambda x: x % 36)
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to_int = numpy.vectorize(round)
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def __init__(self, encrypt_key: numpy.ndarray) -> None:
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"""
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encrypt_key is an NxN numpy array
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"""
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self.encrypt_key = self.modulus(encrypt_key) # mod36 calc's on the encrypt key
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self.check_determinant() # validate the determinant of the encryption key
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self.break_key = encrypt_key.shape[0]
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def replace_letters(self, letter: str) -> int:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.replace_letters('T')
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19
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>>> hill_cipher.replace_letters('0')
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26
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"""
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return self.key_string.index(letter)
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def replace_digits(self, num: int) -> str:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.replace_digits(19)
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'T'
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>>> hill_cipher.replace_digits(26)
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'0'
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"""
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return self.key_string[round(num)]
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def check_determinant(self) -> None:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.check_determinant()
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"""
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det = round(numpy.linalg.det(self.encrypt_key))
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if det < 0:
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det = det % len(self.key_string)
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req_l = len(self.key_string)
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if greatest_common_divisor(det, len(self.key_string)) != 1:
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raise ValueError(
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f"determinant modular {req_l} of encryption key({det}) is not co prime "
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f"w.r.t {req_l}.\nTry another key."
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)
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def process_text(self, text: str) -> str:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.process_text('Testing Hill Cipher')
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'TESTINGHILLCIPHERR'
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>>> hill_cipher.process_text('hello')
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'HELLOO'
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"""
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chars = [char for char in text.upper() if char in self.key_string]
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last = chars[-1]
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while len(chars) % self.break_key != 0:
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chars.append(last)
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return "".join(chars)
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def encrypt(self, text: str) -> str:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.encrypt('testing hill cipher')
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'WHXYJOLM9C6XT085LL'
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>>> hill_cipher.encrypt('hello')
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'85FF00'
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"""
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text = self.process_text(text.upper())
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encrypted = ""
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for i in range(0, len(text) - self.break_key + 1, self.break_key):
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batch = text[i : i + self.break_key]
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vec = [self.replace_letters(char) for char in batch]
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batch_vec = numpy.array([vec]).T
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batch_encrypted = self.modulus(self.encrypt_key.dot(batch_vec)).T.tolist()[
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0
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]
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encrypted_batch = "".join(
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self.replace_digits(num) for num in batch_encrypted
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)
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encrypted += encrypted_batch
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return encrypted
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def make_decrypt_key(self) -> numpy.ndarray:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.make_decrypt_key()
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array([[ 6, 25],
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[ 5, 26]])
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"""
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det = round(numpy.linalg.det(self.encrypt_key))
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if det < 0:
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det = det % len(self.key_string)
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det_inv = None
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for i in range(len(self.key_string)):
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if (det * i) % len(self.key_string) == 1:
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det_inv = i
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break
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inv_key = (
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det_inv
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* numpy.linalg.det(self.encrypt_key)
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* numpy.linalg.inv(self.encrypt_key)
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)
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return self.to_int(self.modulus(inv_key))
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def decrypt(self, text: str) -> str:
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"""
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>>> hill_cipher = HillCipher(numpy.array([[2, 5], [1, 6]]))
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>>> hill_cipher.decrypt('WHXYJOLM9C6XT085LL')
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'TESTINGHILLCIPHERR'
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>>> hill_cipher.decrypt('85FF00')
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'HELLOO'
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"""
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decrypt_key = self.make_decrypt_key()
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text = self.process_text(text.upper())
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decrypted = ""
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for i in range(0, len(text) - self.break_key + 1, self.break_key):
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batch = text[i : i + self.break_key]
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vec = [self.replace_letters(char) for char in batch]
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batch_vec = numpy.array([vec]).T
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batch_decrypted = self.modulus(decrypt_key.dot(batch_vec)).T.tolist()[0]
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decrypted_batch = "".join(
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self.replace_digits(num) for num in batch_decrypted
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)
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decrypted += decrypted_batch
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return decrypted
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def main() -> None:
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n = int(input("Enter the order of the encryption key: "))
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hill_matrix = []
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print("Enter each row of the encryption key with space separated integers")
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for _ in range(n):
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row = [int(x) for x in input().split()]
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hill_matrix.append(row)
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hc = HillCipher(numpy.array(hill_matrix))
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print("Would you like to encrypt or decrypt some text? (1 or 2)")
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option = input("\n1. Encrypt\n2. Decrypt\n")
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if option == "1":
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text_e = input("What text would you like to encrypt?: ")
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print("Your encrypted text is:")
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print(hc.encrypt(text_e))
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elif option == "2":
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text_d = input("What text would you like to decrypt?: ")
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print("Your decrypted text is:")
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print(hc.decrypt(text_d))
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if __name__ == "__main__":
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import doctest
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doctest.testmod()
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main()
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