code: 
  """simple docstring"""
  import numpy as np
  
  def 							_snake_case			(      __snake_case       :			List[Any]	,   __snake_case       :			List[Any]="utf-8"	,   __snake_case       :			Optional[Any]="surrogatepass"      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Dict      =		bin(int.from_bytes(text.encode(UpperCamelCase__	,   UpperCamelCase__      )	,   """big"""      )      )[2:]
     return bits.zfill(8 * ((len(UpperCamelCase__      ) + 7) // 8)      )
  
  def 							_snake_case			(      __snake_case       :			Tuple	,   __snake_case       :			List[Any]="utf-8"	,   __snake_case       :			Tuple="surrogatepass"      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				int      =		int(UpperCamelCase__	,   2      )
     return n.to_bytes((n.bit_length() + 7) // 8	,   """big"""      ).decode(UpperCamelCase__	,   UpperCamelCase__      ) or "\0"
  
  def 							_snake_case			(      __snake_case       :			Optional[Any]	,   __snake_case       :			Optional[int]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if size_par + len(UpperCamelCase__      ) <= 2**size_par - (len(UpperCamelCase__      ) - 1):
        raise ValueError("""size of parity don't match with size of data"""      )
  
     _lowerCamelCase  :				int      =		[]
     _lowerCamelCase  :				str      =		[]
     _lowerCamelCase  :				int      =		[bin(UpperCamelCase__      )[2:] for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      )]
  
     # sorted information data for the size of the output data
     _lowerCamelCase  :				Tuple      =		[]
     # data position template + parity
     _lowerCamelCase  :				Any      =		[]
     # parity bit counter
     _lowerCamelCase  :				Optional[Any]      =		0
     # counter position of data bits
     _lowerCamelCase  :				Dict      =		0
  
     for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      ):
        # Performs a template of bit positions - who should be given,
        # and who should be parity
        if qtd_bp < size_par:
           if (np.log(UpperCamelCase__      ) / np.log(2      )).is_integer():
              data_out_gab.append("""P"""      )
              _lowerCamelCase  :				int      =		qtd_bp + 1
           else:
              data_out_gab.append("""D"""      )
        else:
           data_out_gab.append("""D"""      )
  
        # Sorts the data to the new output size
        if data_out_gab[-1] == "D":
           data_ord.append(data[cont_data]      )
           cont_data += 1
        else:
           data_ord.append(UpperCamelCase__      )
  
      # Calculates parity
     _lowerCamelCase  :				str      =		0  # parity bit counter
     for bp in range(1	,   size_par + 1      ):
        # Bit counter one for a given parity
        _lowerCamelCase  :				Any      =		0
        # counter to control the loop reading
        _lowerCamelCase  :				Optional[Any]      =		0
        for x in data_ord:
           if x is not None:
              try:
                 _lowerCamelCase  :				Optional[int]      =		(bin_pos[cont_loop])[-1 * (bp)]
              except IndexError:
                 _lowerCamelCase  :				Optional[Any]      =		"0"
              if aux == "1" and x == "1":
                 cont_bo += 1
           cont_loop += 1
        parity.append(cont_bo % 2      )
  
        qtd_bp += 1
  
     # Mount the message
     _lowerCamelCase  :				Any      =		0  # parity bit counter
     for x in range(0	,   size_par + len(UpperCamelCase__      )      ):
        if data_ord[x] is None:
           data_out.append(str(parity[cont_bp]      )      )
           cont_bp += 1
        else:
           data_out.append(data_ord[x]      )
  
     return data_out
  
  
  
  
  
  def 							_snake_case			(      __snake_case       :			Any	,   __snake_case       :			str      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Optional[Any]      =		[]
     # Parity bit counter
     _lowerCamelCase  :				List[Any]      =		0
     # Counter p data bit reading
     _lowerCamelCase  :				int      =		0
     # list of parity received
     _lowerCamelCase  :				List[str]      =		[]
     _lowerCamelCase  :				Optional[Any]      =		[]
  
     for x in range(1	,   len(UpperCamelCase__      ) + 1      ):
        # Performs a template of bit positions - who should be given,
        #  and who should be parity
        if qtd_bp < size_par and (np.log(UpperCamelCase__      ) / np.log(2      )).is_integer():
           data_out_gab.append("""P"""      )
           _lowerCamelCase  :				Optional[Any]      =		qtd_bp + 1
        else:
           data_out_gab.append("""D"""      )
  
        # Sorts the data to the new output size
        if data_out_gab[-1] == "D":
           data_output.append(data[cont_data]      )
        else:
           parity_received.append(data[cont_data]      )
        cont_data += 1
  
     # -----------calculates the parity with the data
     _lowerCamelCase  :				Union[str, Any]      =		[]
     _lowerCamelCase  :				List[Any]      =		[]
     _lowerCamelCase  :				Dict      =		[bin(UpperCamelCase__      )[2:] for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      )]
  
     #  sorted information data for the size of the output data
     _lowerCamelCase  :				Union[str, Any]      =		[]
     # Data position feedback + parity
     _lowerCamelCase  :				Union[str, Any]      =		[]
     # Parity bit counter
     _lowerCamelCase  :				Dict      =		0
     # Counter p data bit reading
     _lowerCamelCase  :				Union[str, Any]      =		0
  
     for x in range(1	,   size_par + len(UpperCamelCase__      ) + 1      ):
        # Performs a template position of bits - who should be given,
        # and who should be parity
        if qtd_bp < size_par and (np.log(UpperCamelCase__      ) / np.log(2      )).is_integer():
           data_out_gab.append("""P"""      )
           _lowerCamelCase  :				Union[str, Any]      =		qtd_bp + 1
        else:
           data_out_gab.append("""D"""      )
  
        # Sorts the data to the new output size
        if data_out_gab[-1] == "D":
           data_ord.append(data_output[cont_data]      )
           cont_data += 1
        else:
           data_ord.append(UpperCamelCase__      )
  
      # Calculates parity
     _lowerCamelCase  :				int      =		0  # parity bit counter
     for bp in range(1	,   size_par + 1      ):
        # Bit counter one for a certain parity
        _lowerCamelCase  :				Dict      =		0
        # Counter to control loop reading
        _lowerCamelCase  :				Dict      =		0
        for x in data_ord:
           if x is not None:
              try:
                 _lowerCamelCase  :				Optional[int]      =		(bin_pos[cont_loop])[-1 * (bp)]
              except IndexError:
                 _lowerCamelCase  :				Union[str, Any]      =		"0"
              if aux == "1" and x == "1":
                 cont_bo += 1
           cont_loop += 1
        parity.append(str(cont_bo % 2      )      )
  
        qtd_bp += 1
  
     # Mount the message
     _lowerCamelCase  :				List[str]      =		0  # Parity bit counter
     for x in range(0	,   size_par + len(UpperCamelCase__      )      ):
        if data_ord[x] is None:
           data_out.append(str(parity[cont_bp]      )      )
           cont_bp += 1
        else:
           data_out.append(data_ord[x]      )
  
     _lowerCamelCase  :				Tuple      =		parity_received == parity
     return data_output, ack
  
  
style_context: 
  
  
  """simple docstring"""
  def 							_snake_case			(      __snake_case       :			str	,   __snake_case       :			str	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   __snake_case       :			int	,   ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Optional[Any]      =		list(__snake_case      )
     _lowerCamelCase  :				Optional[int]      =		list(__snake_case      )
     _lowerCamelCase  :				Union[str, Any]      =		len(__snake_case      )
     _lowerCamelCase  :				Optional[int]      =		len(__snake_case      )
  
     _lowerCamelCase  :				List[str]      =		[
         [0 for _ in range(len_destination_seq + 1      )] for _ in range(len_source_seq + 1      )
     ]
     _lowerCamelCase  :				List[Any]      =		[
         ["""0""" for _ in range(len_destination_seq + 1      )] for _ in range(len_source_seq + 1      )
     ]
  
     for i in range(1	,   len_source_seq + 1      ):
        _lowerCamelCase  :				Optional[Any]      =		i * delete_cost
        _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'
  
     for i in range(1	,   len_destination_seq + 1      ):
        _lowerCamelCase  :				Dict      =		i * insert_cost
        _lowerCamelCase  :				List[str]      =		F'I{destination_seq[i - 1]:c}'
  
     for i in range(1	,   len_source_seq + 1      ):
        for j in range(1	,   len_destination_seq + 1      ):
           if source_seq[i - 1] == destination_seq[j - 1]:
              _lowerCamelCase  :				Union[str, Any]      =		costs[i - 1][j - 1] + copy_cost
              _lowerCamelCase  :				Tuple      =		F'C{source_seq[i - 1]:c}'
           else:
              _lowerCamelCase  :				Tuple      =		costs[i - 1][j - 1] + replace_cost
              _lowerCamelCase  :				List[str]      =		F'R{source_seq[i - 1]:c}' + str(destination_seq[j - 1]      )
  
           if costs[i - 1][j] + delete_cost < costs[i][j]:
              _lowerCamelCase  :				Any      =		costs[i - 1][j] + delete_cost
              _lowerCamelCase  :				Any      =		F'D{source_seq[i - 1]:c}'
  
           if costs[i][j - 1] + insert_cost < costs[i][j]:
              _lowerCamelCase  :				Dict      =		costs[i][j - 1] + insert_cost
              _lowerCamelCase  :				Union[str, Any]      =		F'I{destination_seq[j - 1]:c}'
  
     return costs, ops
  
  def 							_snake_case			(      __snake_case       :			list[list[str]]	,   __snake_case       :			int	,   __snake_case       :			int      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if i == 0 and j == 0:
        return []
     else:
        if ops[i][j][0] == "C" or ops[i][j][0] == "R":
           _lowerCamelCase  :				List[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   j - 1      )
           seq.append(ops[i][j]      )
           return seq
        elif ops[i][j][0] == "D":
           _lowerCamelCase  :				Optional[Any]      =		assemble_transformation(__snake_case	,   i - 1	,   __snake_case      )
           seq.append(ops[i][j]      )
           return seq
        else:
           _lowerCamelCase  :				str      =		assemble_transformation(__snake_case	,   __snake_case	,   j - 1      )
           seq.append(ops[i][j]      )
           return seq
  
  
  if __name__ == "__main__":
   UpperCAmelCase ,     UpperCAmelCase   =	compute_transform_tables("""Python""", """Algorithms""", -1, 1, 2, 2)
  
   UpperCAmelCase   =	len(operations)
   UpperCAmelCase   =	len(operations[0])
   UpperCAmelCase   =	assemble_transformation(operations, m - 1, n - 1)
  
   UpperCAmelCase   =	list("""Python""")
   UpperCAmelCase   =	0
   UpperCAmelCase   =	0
  
   with open("""min_cost.txt""", """w""") as file:
    for op in sequence:
     print("""""".join(string))
  
     if op[0] == "C":
      file.write("""%-16s""" % """Copy %c""" % op[1])
      file.write("""\t\t\t""" + """""".join(string))
      file.write("""\r\n""")
  
      cost -= 1
     elif op[0] == "R":
      UpperCAmelCase   =	op[2]
  
      file.write("""%-16s""" % ("""Replace %c""" % op[1] + """ with """ + str(op[2])))
      file.write("""\t\t""" + """""".join(string))
      file.write("""\r\n""")
  
      cost += 1
     elif op[0] == "D":
      string.pop(i)
  
      file.write("""%-16s""" % """Delete %c""" % op[1])
      file.write("""\t\t\t""" + """""".join(string))
      file.write("""\r\n""")
  
      cost += 2
     else:
      string.insert(i, op[1])
  
      file.write("""%-16s""" % """Insert %c""" % op[1])
      file.write("""\t\t\t""" + """""".join(string))
      file.write("""\r\n""")
  
      cost += 2
  
     i += 1
  
    print("""""".join(string))
    print("""Cost: """, cost)
  
    file.write("""\r\nMinimum cost: """ + str(cost))
  
  