"""simple docstring"""






import string
from math import logaa


def     UpperCAmelCase__ (       lowerCAmelCase__  :str      ,	lowerCAmelCase__  :str	)				->					Dict:
      '''simple docstring'''


      lowercase														=			document.translate(
          str.maketrans(""""""      ,	""""""      ,	string.punctuation	)	).replace("""\n"""      ,	""""""	)
      lowercase														=			document_without_punctuation.split(""" """	)  # word tokenization
      return len([word for word in tokenize_document if word.lower() == term.lower()]	)


def     UpperCAmelCase__ (       lowerCAmelCase__  :str      ,	lowerCAmelCase__  :str	)				->					Union[str, Any]:
      '''simple docstring'''


      lowercase														=			corpus.lower().translate(
          str.maketrans(""""""      ,	""""""      ,	string.punctuation	)	)  # strip all punctuation and replace it with ''
      lowercase														=			corpus_without_punctuation.split("""\n"""	)
      lowercase														=			term.lower()
      return (len([doc for doc in docs if term in doc]	), len(lowerCAmelCase__	))


def     UpperCAmelCase__ (       lowerCAmelCase__  :int      ,	lowerCAmelCase__  :int      ,	lowerCAmelCase__  :Union[str, Any]=False	)				->					Optional[int]:
      '''simple docstring'''


      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     UpperCAmelCase__ (       lowerCAmelCase__  :int      ,	lowerCAmelCase__  :int	)				->					Optional[int]:
      '''simple docstring'''


      return round(tf * idf      ,	3	)




"""simple docstring"""






def     UpperCAmelCase__ (       lowerCAmelCase__  :str      ,	lowerCAmelCase__  :int	)				->					list:
      '''simple docstring'''


      lowercase														=			word.split()

      def justify(lowerCAmelCase__  :list      ,	lowerCAmelCase__  :int      ,	lowerCAmelCase__  :int	) -> str:
            lowercase														=			max_width - width
            lowercase														=			len(lowerCAmelCase__	)
            if len(lowerCAmelCase__	) == 1:
                  # if there is only word in line
                  # just insert overall_spaces_count for the remainder of line
                  return line[0] + " " * overall_spaces_count
            else:
                  lowercase														=			words_count - 1
                  # num_spaces_between_words_list[i] : tells you to insert
                  # num_spaces_between_words_list[i] spaces
                  # after word on line[i]
                  lowercase														=			spaces_to_insert_between_words * [
                      overall_spaces_count // spaces_to_insert_between_words
                  ]
                  lowercase														=			(
                      overall_spaces_count % spaces_to_insert_between_words
                  )
                  # distribute spaces via round robin to the left words
                  for i in range(lowerCAmelCase__	):
                        num_spaces_between_words_list[i] += 1
                  lowercase														=			[]
                  for i in range(lowerCAmelCase__	):
                        # add the word
                        aligned_words_list.append(line[i]	)
                        # add the spaces to insert
                        aligned_words_list.append(num_spaces_between_words_list[i] * """ """	)
                  # just add the last word to the sentence
                  aligned_words_list.append(line[-1]	)
                  # join the aligned words list to form a justified line
                  return "".join(lowerCAmelCase__	)

      lowercase														=			[]
      lowercase														=			[]
      lowercase														=			0
      for word in words:
            if width + len(lowerCAmelCase__	) + len(lowerCAmelCase__	) <= max_width:
                  # keep adding words until we can fill out max_width
                  # width = sum of length of all words (without overall_spaces_count)
                  # len(word) = length of current word
                  # len(line) = number of overall_spaces_count to insert between words
                  line.append(lowerCAmelCase__	)
                  width += len(lowerCAmelCase__	)
            else:
                  # justify the line and add it to result
                  answer.append(justify(lowerCAmelCase__      ,	lowerCAmelCase__      ,	lowerCAmelCase__	)	)
                  # reset new line and new width
                  lowercase							,							lowercase														=			[word], len(lowerCAmelCase__	)
      lowercase														=			max_width - width - len(lowerCAmelCase__	)
      answer.append(""" """.join(lowerCAmelCase__	) + (remaining_spaces + 1) * """ """	)
      return answer


if __name__ == "__main__":
       from doctest import testmod

       testmod()



