webcrawler/spacetime-crawler4py-master/scraper.py

193 lines
7.9 KiB
Python

from distutils.filelist import findall
from operator import truediv
import re
import time
import urllib.request
from urllib import robotparser
from urllib.parse import urlparse
from urllib.parse import urljoin
from urllib.robotparser import RobotFileParser
from bs4 import BeautifulSoup
from nltk.tokenize import word_tokenize
from nltk.corpus import stopwords
from nltk.corpus import words
import html2text
import nltk
#moved all my code to a separted py file and imported it here
from datacollection import *
# nltk.download('stopwords')
# nltk.download('words')
# there is another nltk.download() requirement but I removed it so i forgot what it was
# it'll show in the console/terminal if you run the code i believe. it appeared in mine
def scraper(url, resp):
links = extract_next_links(url, resp)
links_valid = set()
#valid_links = open("valid_links.txt",'a')
#invalid_links = open("invalid_links.txt",'a')
for link in links:
tic = time.perf_counter()
if is_valid(link):
links_valid.add(link)
toc = time.perf_counter()
print(f"Took {toc - tic:0.4f} seconds to do validate url")
#valid_links.write(link + "\n")
else:
# invalid_links.write("From: " + url + "\n")
#invalid_links.write(link + "\n")
pass
return links_valid
# hopefuly fixes some loop traps and repeating (looping) directories
# the amount of repeated subdirectories allowed can be changed
# https://subscription.packtpub.com/book/big-data-and-business-intelligence/9781782164364/1/ch01lvl1sec11/crawling-your-first-website
# https://www.searchenginejournal.com/crawler-traps-causes-solutions-prevention/305781/
def is_a_loop_trap(url):
word_dict = {}
parsed = urlparse(url)
url_path = str(parsed.path)
word_list = url_path.split('/')
for word in word_list:
if word in word_dict:
word_dict[word] += 1
if word_dict[word] == 3:
return True
else:
word_dict[word] = 1
return False
# Tests to see if the url is ok to be crawled by checking against the robots.txt
# file. It does so by checking the URL or URL prefixes and will return true if page is allowed to be crawled
# https://docs.python.org/3/library/urllib.robotparser.html#urllib.robotparser.RobotFileParser
# http://pymotw.com/2/robotparser/
def robots_ok(baseurl):
eva = robotparser.RobotFileParser()
rooturl = str(urljoin(baseurl, '/')[:-1]) # get each path by itself
eva.set_url(rooturl + "/robots.txt") # set location of robots.txt
eva.read() # read and fead to parser
return eva.can_fetch('*', baseurl) # returns true if useragent is allowed to crawl
def extract_next_links(url, resp):
# Implementation required.
# url: the URL that was used to get the page
# resp.url: the actual url of the page
# resp.status: the status code returned by the server. 200 is OK, you got the page. Other numbers mean that there was some kind of problem.
# resp.error: when status is not 200, you can check the error here, if needed.
# resp.raw_response: this is where the page actually is. More specifically, the raw_response has two parts:
# resp.raw_response.url: the url, again
# resp.raw_response.content: the content of the page!
# Return a list with the hyperlinks (as strings) scrapped from resp.raw_response.content
pages = set()
if resp.status == 200:
#do stuff
soup = BeautifulSoup(resp.raw_response.content)
#tempFile = open("test6.txt", 'a')
#Getting all the links, href = true means at least theres a href value, dont know what it is yet
for link in soup.find_all('a', href=True):
#There is a lot of relative paths stuff here gotta add them
href_link = link.get('href')
#Relative path
##Suprisingly index fail safe
#some <a href> give //thenlink.com...
if href_link.startswith("//"):
href_link = href_link[2:]
#Relative path fixing
if(href_link.startswith("/")):
href_link = urljoin(url,href_link)
#skipping query with specific actions which mutate the websites and cause a trap
if "do=" in href_link:
continue
'''
# this is currently in the is_vaild but implimended in a different way, don't know which one would make more sense
# skip as not allowed
if not robots_ok(href_link):
continue
'''
#tempFile.write(href_link + "\n")
#Adding to the boi wonder pages
pages.add(href_link)
else:
print("Page error !")
return pages
#*.ics.uci.edu/*
#*.cs.uci.edu/*
#*.informatics.uci.edu/*
#*.stat.uci.edu/*
#today.uci.edu/department/information_computer_sciences/*
def is_valid(url):
# Decide whether to crawl this url or not.
# If you decide to crawl it, return True; otherwise return False.
# There are already some conditions that return False.
try:
#Gotta check if they are in the domain
parsed = urlparse(url)
if parsed.scheme not in set(["http", "https"]):
return False
elif re.match(
r".*\.(css|js|bmp|gif|jpe?g|ico"
+ r"|png|tiff?|mid|mp2|mp3|mp4"
+ r"|wav|avi|mov|mpeg|ram|m4v|mkv|ogg|ogv|pdf"
+ r"|ps|eps|tex|ppt|pptx|doc|docx|xls|xlsx|names"
+ r"|data|dat|exe|bz2|tar|msi|bin|7z|psd|dmg|iso"
+ r"|epub|dll|cnf|tgz|sha1"
+ r"|thmx|mso|arff|rtf|jar|csv"
+ r"|rm|smil|wmv|swf|wma|zip|rar|gz)$",parsed.path.lower()):
return False
elif not re.match(
r".*ics.uci.edu/.*"
+ r"|.*cs.uci.edu/.*"
+ r"|.*informatics.uci.edu/.*"
+ r"|.*stat.uci.edu/.*"
+ r"|today.uci.edu/department/information_computer_sciences/.*",url):
return False
elif parsed.fragment:
return False
elif is_a_loop_trap(url):
return False
# maybe this should go in the next link?
elif not robots_ok(url):
return False
# https://support.archive-it.org/hc/en-us/articles/208332963-Modify-crawl-scope-with-a-Regular-Expression
# length check for looping filters and queries (could add hash check for similarity or regex, but don't know if we want to as this works well enought)
# we can adjust it based on what the cralwer does as well
elif len(url) > 169:
return False
# this fixes any search box that keeps going page to page, currenty allow a depth of 2 filters
elif re.match(r".*(&filter%.*){3,}",parsed.path.lower()):
return False
# this is for urls which when opened, download a file (do we want to download these files and tokenize them)
# elif re.match(r"^.*\&format=(\D{3,4})\Z$",parsed.path.lower()):
# return False
# another looping directory check but more advanced than the one contained in is_a_trap
elif re.match(r"^.*?(/.+?/).*?\1.*$|^.*?/(.+?/)\2.*$",parsed.path.lower()):
return False
# extra directories check (we can add as we find)
elif re.match(r"^.*(/misc|/sites|/all|/themes|/modules|/profiles|/css|/field|/node|/theme){3}.*$", parsed.path.lower()):
return False
# calendar checks plus adding or downloading calendar (ical)
elif re.match(r"^.*calendar.*$",parsed.path.lower()):
return False
elif parsed.query.find('ical') != -1:
return False
else:
return True
except TypeError:
print ("TypeError for ", parsed)
raise