from ..utils import DummyObject, requires_backends





class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       Optional[Any]					,	**UpperCamelCase__			:       Any		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Tuple					,	*UpperCamelCase__			:       Optional[int]					,	**UpperCamelCase__			:       Optional[Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       str					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       List[str]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Any					,	*UpperCamelCase__			:       Any					,	**UpperCamelCase__			:       Any		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[str]					,	*UpperCamelCase__			:       Optional[Any]					,	**UpperCamelCase__			:       int		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Tuple					,	*UpperCamelCase__			:       Tuple					,	**UpperCamelCase__			:       Optional[Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Dict					,	*UpperCamelCase__			:       List[Any]					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       str					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       Dict		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       str					,	*UpperCamelCase__			:       List[Any]					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Dict					,	*UpperCamelCase__			:       int					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[Any]					,	*UpperCamelCase__			:       List[Any]					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[Any]					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Any					,	*UpperCamelCase__			:       Optional[int]					,	**UpperCamelCase__			:       Optional[Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       Union[str, Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Dict					,	*UpperCamelCase__			:       Optional[Any]					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       Any					,	**UpperCamelCase__			:       Tuple		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[Any]					,	*UpperCamelCase__			:       Dict					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[Any]					,	*UpperCamelCase__			:       List[Any]					,	**UpperCamelCase__			:       List[str]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Tuple					,	*UpperCamelCase__			:       Any					,	**UpperCamelCase__			:       List[Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[str]					,	*UpperCamelCase__			:       Union[str, Any]					,	**UpperCamelCase__			:       Union[str, Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[Any]					,	*UpperCamelCase__			:       Optional[Any]					,	**UpperCamelCase__			:       Tuple		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[Any]					,	*UpperCamelCase__			:       str					,	**UpperCamelCase__			:       List[str]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Any					,	*UpperCamelCase__			:       Dict					,	**UpperCamelCase__			:       Optional[int]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Tuple					,	*UpperCamelCase__			:       Dict					,	**UpperCamelCase__			:       Dict		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[int]					,	*UpperCamelCase__			:       str					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[Any]					,	*UpperCamelCase__			:       Dict					,	**UpperCamelCase__			:       List[Any]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       int					,	*UpperCamelCase__			:       int					,	**UpperCamelCase__			:       List[str]		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       Optional[int]					,	*UpperCamelCase__			:       Optional[Any]					,	**UpperCamelCase__			:       str		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






class       lowercase__		(     metaclass=UpperCamelCase_):
						UpperCamelCase_  =	["""sentencepiece"""]


						def __init__( self			:       List[Any]					,	*UpperCamelCase__			:       List[str]					,	**UpperCamelCase__			:       Any		):





												'''simple docstring'''





												requires_backends(self					,	['''sentencepiece''']		)






from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE       ,						SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							analyze_text(_lowercase		)
						SCREAMING_SNAKE_CASE							:					Any           =							list(''' ''' + ascii_lowercase		)
						# what is our total sum of probabilities.
						SCREAMING_SNAKE_CASE							:					Tuple           =							sum(single_char_strings.values()		)

						# one length string
						SCREAMING_SNAKE_CASE							:					Tuple           =							0
						# for each alpha we go in our dict and if it is in it we calculate entropy
						for ch in my_alphas:
												if ch in single_char_strings:
																		SCREAMING_SNAKE_CASE							:					Tuple           =							single_char_strings[ch]
																		SCREAMING_SNAKE_CASE							:					List[str]           =							my_str / all_sum
																		my_fir_sum += prob * math.loga(_lowercase		)  # entropy formula.

    # print entropy
						print(f"""{round(-1 * my_fir_sum		):.1f}"""		)

						# two len string
						SCREAMING_SNAKE_CASE							:					Optional[Any]           =							sum(two_char_strings.values()		)
						SCREAMING_SNAKE_CASE							:					List[str]           =							0
						# for each alpha (two in size) calculate entropy.
						for cha in my_alphas:
												for cha in my_alphas:
																		SCREAMING_SNAKE_CASE							:					Union[str, Any]           =							cha + cha
																		if sequence in two_char_strings:
																								SCREAMING_SNAKE_CASE							:					Any           =							two_char_strings[sequence]
																								SCREAMING_SNAKE_CASE							:					Dict           =							int(_lowercase		) / all_sum
																								my_sec_sum += prob * math.loga(_lowercase		)

    # print second entropy
						print(f"""{round(-1 * my_sec_sum		):.1f}"""		)

						# print the difference between them
						print(f"""{round((-1 * my_sec_sum) - (-1 * my_fir_sum)		):.1f}"""		)
def    A			(					_lowercase		):
						SCREAMING_SNAKE_CASE							:					Tuple           =							Counter()  # type: ignore
						SCREAMING_SNAKE_CASE							:					Any           =							Counter()  # type: ignore
						single_char_strings[text[-1]] += 1

						# first case when we have space at start.
						two_char_strings[" " + text[0]] += 1
						for i in range(0	,						len(_lowercase		) - 1		):
												single_char_strings[text[i]] += 1
												two_char_strings[text[i : i + 2]] += 1
						return single_char_strings, two_char_strings
def    A			(					):
						import doctest

						doctest.testmod()
						# text = (
						#     "Had repulsive dashwoods suspicion sincerity but advantage now him. Remark "
						#     "easily garret nor nay. Civil those mrs enjoy shy fat merry. You greatest "
						#     "jointure saw horrible. He private he on be imagine suppose. Fertile "
						#     "beloved evident through no service elderly is. Blind there if every no so "
						#     "at. Own neglected you preferred way sincerity delivered his attempted. To "
						#     "of message cottage windows do besides against uncivil.  Delightful "
						#     "unreserved impossible few estimating men favourable see entreaties. She "
						#     "propriety immediate was improving. He or entrance humoured likewise "
						#     "moderate. Much nor game son say feel. Fat make met can must form into "
						#     "gate. Me we offending prevailed discovery. "
						# )

						# calculate_prob(text)


if __name__ == "__main__":
					main()





