def clean_text(self, s):
s = UnicodeDammit(s).unicode_markup
punctuation = '\!"#$%&()*+,-./:;<=>?@[]^_`{|}~' + "\n\t\r"
translator = str.maketrans(punctuation, ' ' * len(punctuation))
s = s.translate(translator)
return self.remove_redundant_spaces(s)