



from __future__ import annotations

import math
from collections import Counter
from string import ascii_lowercase





def      __snake_case	(			_UpperCAmelCase				):
    __a						       =				analyze_text(__lowerCAmelCase				)
    __a						       =				list(''' ''' + ascii_lowercase				)
    # what is our total sum of probabilities.
    __a						       =				sum(single_char_strings.values()				)

    # one length string
    __a						       =				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:
            __a						       =				single_char_strings[ch]
            __a						       =				my_str / all_sum
            my_fir_sum += prob * math.loga(__lowerCAmelCase				)  # entropy formula.

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

    # two len string
    __a						       =				sum(two_char_strings.values()				)
    __a						       =				0
    # for each alpha (two in size) calculate entropy.
    for cha in my_alphas:
        for cha in my_alphas:
            __a						       =				cha + cha
            if sequence in two_char_strings:
                __a						       =				two_char_strings[sequence]
                __a						       =				int(__lowerCAmelCase				) / all_sum
                my_sec_sum += prob * math.loga(__lowerCAmelCase				)

    # 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      __snake_case	(			_UpperCAmelCase				):
    __a						       =				Counter()  # type: ignore
    __a						       =				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(__lowerCAmelCase				) - 1				):
        single_char_strings[text[i]] += 1
        two_char_strings[text[i : i + 2]] += 1
    return single_char_strings, two_char_strings





def      __snake_case	(			):
    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'''


from __future__ import annotations

import json

import requests
from bsa import BeautifulSoup
from fake_useragent import UserAgent

lowerCamelCase__					=   {'UserAgent': UserAgent().random}






def        __lowerCAmelCase       (__lowerCAmelCase      ):
		_UpperCAmelCase						:				List[str]	    =					script.contents[0]
		_UpperCAmelCase						:				Any	    =					json.loads(data[data.find("{\"config\""      ) : -1]      )
		return info["entry_data"]["ProfilePage"][0]["graphql"]["user"]






class 		lowerCAmelCase__	:




			def __init__(						self     :   str		,     lowerCamelCase__     :   List[Any]       )      ->List[str]:



					'''simple docstring'''







					_UpperCAmelCase						:				List[Any]	    =					F"""https://www.instagram.com/{username}/"""
					_UpperCAmelCase						:				Dict	    =					self.get_json()




			def 							lowerCAmelCase__			(						self     :   Any       )      ->dict:



					'''simple docstring'''







					_UpperCAmelCase						:				Optional[int]	    =					requests.get(self.url		,     headers=lowerCamelCase__       ).text
					_UpperCAmelCase						:				Any	    =					BeautifulSoup(lowerCamelCase__		,     "html.parser"       ).find_all("script"       )
					try:
							return extract_user_profile(scripts[4]       )
					except (json.decoder.JSONDecodeError, KeyError):
							return extract_user_profile(scripts[3]       )




			def __repr__(						self     :   Optional[Any]       )      ->str:



					'''simple docstring'''







					return F"""{self.__class__.__name__}('{self.username}')"""




			def __str__(						self     :   List[Any]       )      ->str:



					'''simple docstring'''







					return F"""{self.fullname} ({self.username}) is {self.biography}"""




			@property
			def 							lowerCAmelCase__			(						self     :   Optional[int]       )      ->str:



					'''simple docstring'''







					return self.user_data["username"]




			@property
			def 							lowerCAmelCase__			(						self     :   Optional[int]       )      ->str:



					'''simple docstring'''







					return self.user_data["full_name"]




			@property
			def 							lowerCAmelCase__			(						self     :   Optional[int]       )      ->str:



					'''simple docstring'''







					return self.user_data["biography"]




			@property
			def 							lowerCAmelCase__			(						self     :   int       )      ->str:



					'''simple docstring'''







					return self.user_data["business_email"]




			@property
			def 							lowerCAmelCase__			(						self     :   str       )      ->str:



					'''simple docstring'''







					return self.user_data["external_url"]




			@property
			def 							lowerCAmelCase__			(						self     :   Tuple       )      ->int:



					'''simple docstring'''







					return self.user_data["edge_followed_by"]["count"]




			@property
			def 							lowerCAmelCase__			(						self     :   str       )      ->int:



					'''simple docstring'''







					return self.user_data["edge_follow"]["count"]




			@property
			def 							lowerCAmelCase__			(						self     :   Any       )      ->int:



					'''simple docstring'''







					return self.user_data["edge_owner_to_timeline_media"]["count"]




			@property
			def 							lowerCAmelCase__			(						self     :   List[Any]       )      ->str:



					'''simple docstring'''







					return self.user_data["profile_pic_url_hd"]




			@property
			def 							lowerCAmelCase__			(						self     :   Optional[Any]       )      ->bool:



					'''simple docstring'''







					return self.user_data["is_verified"]






			@property
			def 							lowerCAmelCase__			(						self     :   int       )      ->bool:



					'''simple docstring'''







					return self.user_data["is_private"]






def        __lowerCAmelCase       (__lowerCAmelCase = "github"      ):
		import os

		if os.environ.get("CI"      ):
				return  # test failing on GitHub Actions
		_UpperCAmelCase						:				Dict	    =					InstagramUser(__lowerCAmelCase      )
		assert instagram_user.user_data
		assert isinstance(instagram_user.user_data					,       __lowerCAmelCase      )
		assert instagram_user.username == username
		if username != "github":
				return
		assert instagram_user.fullname == "GitHub"
		assert instagram_user.biography == "Built for developers."
		assert instagram_user.number_of_posts > 150
		assert instagram_user.number_of_followers > 120_000
		assert instagram_user.number_of_followings > 15
		assert instagram_user.email == "support@github.com"
		assert instagram_user.website == "https://github.com/readme"
		assert instagram_user.profile_picture_url.startswith("https://instagram."      )
		assert instagram_user.is_verified is True
		assert instagram_user.is_private is False


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						lowerCamelCase__					=   InstagramUser('github')
						print(instagram_user)
						print(F'''{instagram_user.number_of_posts = }''')
						print(F'''{instagram_user.number_of_followers = }''')
						print(F'''{instagram_user.number_of_followings = }''')
						print(F'''{instagram_user.email = }''')
						print(F'''{instagram_user.website = }''')
						print(F'''{instagram_user.profile_picture_url = }''')
						print(F'''{instagram_user.is_verified = }''')
						print(F'''{instagram_user.is_private = }''')



