import re


def remove_punctuation(corpus):
    """Remove punctuation from list of tokenized corpus"""
    new_corpus = []
    for token in corpus:
        new_token = re.sub(r'[^\w\s]', '', token)
        if new_token != '':
            new_corpus.append(new_token)
    return new_corpus