I found the following web scraping code in Web Scraping with Python by Ryan Mitchel: from urllib.request import urlopen from bs4 import BeautifulSoup import re pages = set() def getLinks(pageUrl): global pages html = urlopen("http://en.wikipedia.org"+pageUrl) bsObj = BeautifulSoup(html) for link in bsObj.findAll("a", href=re.compile("^(/wiki/)")): if 'href' in link.attrs: if link.attrs['href'] not in pages: #find new page newPage = link.attrs['href'] print(newPage) pages.add(newPage) getLinks(newPage) getLinks("") I believe that in the findAll() for loop, all tag objects with href attributes that meet the criteria have already been retrieved. Why do we still need to check if the object has the href attribute afterward? In my opinion, I think that this line code should be deleted: if 'href' in link.attrs: Do I think correctly? Continue reading...