# Neither spaCy nor NLTK have any methods for filtering punctuations 
def remove_punctuations(normalized_tokens):
    punctuations=['?',':','!',',','.',';','|','(',')','--']
    for word in normalized_tokens:
        if word in punctuations:
            normalized_tokens.remove(word)
    return normalized_tokens