



"""simple docstring"""
from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase
def    A_  (			_lowercase	):







						'''simple docstring'''


						snake_case_,       snake_case_ :Any						=			analyze_text(_lowercase	)
						snake_case_ :str						=			list(""" """ + ascii_lowercase	)
						# what is our total sum of probabilities.
						snake_case_ :Any						=			sum(single_char_strings.values()	)

						# one length string
						snake_case_ :Optional[Any]						=			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:
																		snake_case_ :List[str]						=			single_char_strings[ch]
																		snake_case_ :Any						=			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
						snake_case_ :Dict						=			sum(two_char_strings.values()	)
						snake_case_ :Optional[Any]						=			0
						# for each alpha (two in size) calculate entropy.
						for cha in my_alphas:
												for cha in my_alphas:
																		snake_case_ :Dict						=			cha + cha
																		if sequence in two_char_strings:
																								snake_case_ :Union[str, Any]						=			two_char_strings[sequence]
																								snake_case_ :Union[str, Any]						=			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	):







						'''simple docstring'''


						snake_case_ :int						=			Counter()  # type: ignore
						snake_case_ :List[str]						=			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_  (			):







						'''simple docstring'''


						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()







'''simple docstring'''


import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate
def 							UpperCAmelCase_  (						__lowerCamelCase					:					List[Any] ):
   return x + 2


class       a_   (				unittest.TestCase							):





     def 							lowercase__      ( self		:					Optional[Any]						):





        """simple docstring"""




        lowercase_			:Optional[int]    			= "x = 3"
        lowercase_			:Any    			= {}
        lowercase_			:Any    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        assert result == 3
        self.assertDictEqual(lowercase	,      {"x": 3}						)

        lowercase_			:Dict    			= "x = y"
        lowercase_			:Dict    			= {"y": 5}
        lowercase_			:str    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        # evaluate returns the value of the last assignment.
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 5, "y": 5}						)





     def 							lowercase__      ( self		:					List[Any]						):





        """simple docstring"""




        lowercase_			:Dict    			= "y = add_two(x)"
        lowercase_			:Optional[Any]    			= {"x": 3}
        lowercase_			:int    			= evaluate(lowercase	,      {"add_two": add_two}	,      state=lowercase						)
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 3, "y": 5}						)

        # Won't work without the tool
        with CaptureStdout() as out:
           lowercase_			:List[Any]    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        assert result is None
        assert "tried to execute add_two" in out.out





     def 							lowercase__      ( self		:					int						):





        """simple docstring"""




        lowercase_			:Optional[int]    			= "x = 3"
        lowercase_			:Any    			= {}
        lowercase_			:Any    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        assert result == 3
        self.assertDictEqual(lowercase	,      {"x": 3}						)





     def 							lowercase__      ( self		:					Any						):





        """simple docstring"""




        lowercase_			:Optional[Any]    			= "test_dict = {'x': x, 'y': add_two(x)}"
        lowercase_			:List[str]    			= {"x": 3}
        lowercase_			:Any    			= evaluate(lowercase	,      {"add_two": add_two}	,      state=lowercase						)
        self.assertDictEqual(lowercase	,      {"x": 3, "y": 5}						)
        self.assertDictEqual(lowercase	,      {"x": 3, "test_dict": {"x": 3, "y": 5}}						)





     def 							lowercase__      ( self		:					Optional[Any]						):





        """simple docstring"""




        lowercase_			:Optional[int]    			= "x = 3\ny = 5"
        lowercase_			:Union[str, Any]    			= {}
        lowercase_			:Optional[int]    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        # evaluate returns the value of the last assignment.
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 3, "y": 5}						)





     def 							lowercase__      ( self		:					List[Any]						):





        """simple docstring"""




        lowercase_			:List[str]    			= "text = f'This is x: {x}.'"
        lowercase_			:int    			= {"x": 3}
        lowercase_			:int    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        # evaluate returns the value of the last assignment.
        assert result == "This is x: 3."
        self.assertDictEqual(lowercase	,      {"x": 3, "text": "This is x: 3."}						)





     def 							lowercase__      ( self		:					Optional[int]						):





        """simple docstring"""




        lowercase_			:List[Any]    			= "if x <= 3:\n    y = 2\nelse:\n    y = 5"
        lowercase_			:List[str]    			= {"x": 3}
        lowercase_			:Union[str, Any]    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        # evaluate returns the value of the last assignment.
        assert result == 2
        self.assertDictEqual(lowercase	,      {"x": 3, "y": 2}						)

        lowercase_			:List[str]    			= {"x": 8}
        lowercase_			:Tuple    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        # evaluate returns the value of the last assignment.
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 8, "y": 5}						)





     def 							lowercase__      ( self		:					Dict						):





        """simple docstring"""




        lowercase_			:Any    			= "test_list = [x, add_two(x)]"
        lowercase_			:Optional[int]    			= {"x": 3}
        lowercase_			:List[str]    			= evaluate(lowercase	,      {"add_two": add_two}	,      state=lowercase						)
        self.assertListEqual(lowercase	,      [3, 5]						)
        self.assertDictEqual(lowercase	,      {"x": 3, "test_list": [3, 5]}						)





     def 							lowercase__      ( self		:					List[Any]						):





        """simple docstring"""




        lowercase_			:str    			= "y = x"
        lowercase_			:Any    			= {"x": 3}
        lowercase_			:Tuple    			= evaluate(lowercase	,      {}	,      state=lowercase						)
        assert result == 3
        self.assertDictEqual(lowercase	,      {"x": 3, "y": 3}						)





     def 							lowercase__      ( self		:					Any						):





        """simple docstring"""




        lowercase_			:List[Any]    			= "test_list = [x, add_two(x)]\ntest_list[1]"
        lowercase_			:Dict    			= {"x": 3}
        lowercase_			:Any    			= evaluate(lowercase	,      {"add_two": add_two}	,      state=lowercase						)
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 3, "test_list": [3, 5]}						)

        lowercase_			:Union[str, Any]    			= "test_dict = {'x': x, 'y': add_two(x)}\ntest_dict['y']"
        lowercase_			:List[Any]    			= {"x": 3}
        lowercase_			:List[Any]    			= evaluate(lowercase	,      {"add_two": add_two}	,      state=lowercase						)
        assert result == 5
        self.assertDictEqual(lowercase	,      {"x": 3, "test_dict": {"x": 3, "y": 5}}						)







     def 							lowercase__      ( self		:					Any						):





        """simple docstring"""




        lowercase_			:Dict    			= "x = 0\nfor i in range(3):\n    x = i"
        lowercase_			:Any    			= {}
        lowercase_			:Tuple    			= evaluate(lowercase	,      {"range": range}	,      state=lowercase						)
        assert result == 2
        self.assertDictEqual(lowercase	,      {"x": 2, "i": 2}						)


