





"""simple docstring"""





import string
from math import logaa


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  )						->int:





  """simple docstring"""


  __UpperCAmelCase    :						Union[str, Any]       =						document.translate(
      str.maketrans(''''''  ,			''''''  ,			string.punctuation  )  ).replace('''\n'''  ,			''''''  )
  __UpperCAmelCase    :						Optional[int]       =						document_without_punctuation.split(''' '''  )  # word tokenization
  return len([word for word in tokenize_document if word.lower() == term.lower()]  )


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  )						->tuple[int, int]:





  """simple docstring"""


  __UpperCAmelCase    :						Tuple       =						corpus.lower().translate(
      str.maketrans(''''''  ,			''''''  ,			string.punctuation  )  )  # strip all punctuation and replace it with ''
  __UpperCAmelCase    :						Union[str, Any]       =						corpus_without_punctuation.split('''\n'''  )
  __UpperCAmelCase    :						Dict       =						term.lower()
  return (len([doc for doc in docs if term in doc]  ), len(UpperCAmelCase_  ))


def       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  ,			UpperCAmelCase_=False  )						->float:





  """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       lowerCamelCase_       (   UpperCAmelCase_  ,			UpperCAmelCase_  )						->float:





  """simple docstring"""


  return round(tf * idf  ,			3  )






"""simple docstring"""





# flake8: noqa
# Lint as: python3
lowercase__				:Tuple				   =       [
    'VerificationMode',
    'Version',
    'disable_progress_bar',
    'enable_progress_bar',
    'is_progress_bar_enabled',
    'experimental',
]

from .info_utils import VerificationMode
from .logging import disable_progress_bar, enable_progress_bar, is_progress_bar_enabled
from .version import Version
from .experimental import experimental