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Buzzfeed article scraper for NLP
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from bs4 import BeautifulSoup | |
import requests | |
# for cleaning: | |
import re | |
import string | |
import nltk | |
from itertools import chain | |
def scrape_buzzfeed_article(url): | |
""" | |
inputs: a valid buzzfeed article url | |
returns: a list of strings, which are the paragraphs | |
containing the text of the article | |
""" | |
this_page = requests.get(url) | |
soup = BeautifulSoup(this_page.content, 'lxml') | |
article = [] | |
for p in soup.find_all(class_='subbuzz-text'): | |
for q in p.find_all("p"): | |
article.append(q.text) | |
return article | |
def buzzclean(line): | |
dirtychars="][" | |
dubquotechars="“”" | |
singquotechars="‘’" | |
line = unicodedata.normalize("NFKD", line) | |
for _ in line: | |
if _ in dirtychars: | |
line = line.replace(_,"") | |
if _ in dubquotechars: | |
line = line.replace(_,'"') | |
if _ in singquotechars: | |
line = line.replace(_,"'") | |
if '{\n "id": 0\n }' in line: | |
line = line.replace('{\n "id": 0\n }',' ') | |
return line | |
#to download and clean an article: | |
if __name_ == "__main__": | |
url = 'https://www.buzzfeed.com/dominicholden/a-gay-couple-just-asked-the-supreme-court-to-rule-against-a?utm_term=.bceyRpPgQ#.gi8NJyM1K' | |
article = scrape_buzzfeed_article(url) | |
article = [buzzclean(line) for line in article] | |
sentences = [] | |
sentences = [re.sub("\s+"," ", line) for line in article] | |
punkt = nltk.data.load('tokenizers/punkt/english.pickle') | |
sentences = [punkt.tokenize(sentence.lower()) for sentence in sentences] | |
sentences = list(chain.from_iterable(sentences)) | |
article = ' '.join(sentences) | |
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