

import string
from math import logaa






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__	, lowerCamelCase__			)  ->     int:
	__lowerCamelCase				:				Tuple					       = document.translate(
	    str.maketrans(''	, ''	, string.punctuation			)			).replace('\n'	, ''			)
	__lowerCamelCase				:				int					       = document_without_punctuation.split(' '			)  # word tokenization
	return len([word for word in tokenize_document if word.lower() == term.lower()]			)






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__	, lowerCamelCase__			)  ->     tuple[int, int]:
	__lowerCamelCase				:				List[Any]					       = corpus.lower().translate(
	    str.maketrans(''	, ''	, string.punctuation			)			)  # strip all punctuation and replace it with ''
	__lowerCamelCase				:				Union[str, Any]					       = corpus_without_punctuation.split('\n'			)
	__lowerCamelCase				:				Optional[int]					       = term.lower()
	return (len([doc for doc in docs if term in doc]			), len(lowerCamelCase__			))






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__	, lowerCamelCase__	, lowerCamelCase__=False			)  ->     float:
	if smoothing:
		if n == 0:
			raise ValueError('log10(0) is undefined.'			)
		return round(1 + logaa(n / (1 + df)			)	, 3			)

	if df == 0:
		raise ZeroDivisionError('df must be > 0'			)
	elif n == 0:
		raise ValueError('log10(0) is undefined.'			)
	return round(logaa(n / df			)	, 3			)






def    SCREAMING_SNAKE_CASE__       (  lowerCamelCase__	, lowerCamelCase__			)  ->     float:
	return round(tf * idf	, 3			)






'''simple docstring'''







def 				SCREAMING_SNAKE_CASE__	(   __A = 100	)       ->	int:
	_snake_case   						=		n * (n + 1) * (2 * n + 1) / 6
	_snake_case   						=		(n * (n + 1) / 2) ** 2
	return int(square_of_sum - sum_of_squares	)


if __name__ == "__main__":
					print(F'''{solution() = }''')

