Crawl and scrape URLs to map a website

mapper_tutorial.py

from bs4 import BeautifulSoup
import requests
import requests.exceptions
from urllib.parse import urlsplit
from urllib.parse import urlparse
from collections import deque
import re

url = "https://scrapethissite.com"
# a queue of urls to be crawled
new_urls = deque([url])

# a set of urls that we have already been processed 
processed_urls = set()
# a set of domains inside the target website
local_urls = set()
# a set of domains outside the target website
foreign_urls = set()
# a set of broken urls
broken_urls = set()

# process urls one by one until we exhaust the queue
while len(new_urls):
    # move next url from the queue to the set of processed urls
    url = new_urls.popleft()
    processed_urls.add(url)
    # get url's content
    print("Processing %s" % url)
    try:
        response = requests.get(url)
    except (requests.exceptions.MissingSchema, requests.exceptions.ConnectionError, requests.exceptions.InvalidURL, requests.exceptions.InvalidSchema):
        # add broken urls to it's own set, then continue
        broken_urls.add(url)
        continue
    
    # extract base url to resolve relative links
    parts = urlsplit(url)
    base = "{0.netloc}".format(parts)
    strip_base = base.replace("www.", "")
    base_url = "{0.scheme}://{0.netloc}".format(parts)
    path = url[:url.rfind('/')+1] if '/' in parts.path else url

    # create a beutiful soup for the html document
    soup = BeautifulSoup(response.text, "lxml")

    for link in soup.find_all('a'):
        # extract link url from the anchor
        anchor = link.attrs["href"] if "href" in link.attrs else ''

        if anchor.startswith('/'):
            local_link = base_url + anchor
            local_urls.add(local_link)
        elif strip_base in anchor:
            local_urls.add(anchor)
        elif not anchor.startswith('http'):
            local_link = path + anchor
            local_urls.add(local_link)
        else:
            foreign_urls.add(anchor)

        for i in local_urls:
            if not i in new_urls and not i in processed_urls:
                new_urls.append(i)

print(processed_urls)  

Please see lin 61, I think it should be outside of the for loop. Why iterate through every local URL for every anchor