How to scrape a website that requires login first with Python
First of all, I think it's worth saying that, I know there are a bunch of similar questions but NONE of them works for me...
I'm a newbie on Python, html and web scraper. I'm trying to scrape user information from a website which needs to login first. In my tests I use scraper my email settings from github as examples. The main page is 'https://github.com/login' and the target page is 'https://github.com/settings/emails'
Here are a list of methods I've tried
##################################### Method 1
import mechanize
import cookielib
from BeautifulSoup import BeautifulSoup
import html2text
br = mechanize.Browser()
cj = cookielib.LWPCookieJar()
br.set_cookiejar(cj)
# Browser options
br.set_handle_equiv(True)
br.set_handle_gzip(True)
br.set_handle_redirect(True)
br.set_handle_referer(True)
br.set_handle_robots(False)
br.set_handle_refresh(mechanize._http.HTTPRefreshProcessor(), max_time=1)
br.addheaders = [('User-agent', 'Chrome')]
# The site we will navigate into, handling it's session
br.open('https://github.com/login')
for f in br.forms():
print f
br.select_form(nr=0)
# User credentials
br.form['login'] = 'myusername'
br.form['password'] = 'mypwd'
# Login
br.submit()
br.open('github.com/settings/emails').read()
################ Method 2
import urllib, urllib2, cookielib
username = 'myusername'
password = 'mypwd'
cj = cookielib.CookieJar()
opener = urllib2.build_opener(urllib2.HTTPCookieProcessor(cj))
login_data = urllib.urlencode({'username' : username, 'j_password' : password})
opener.open('https://github.com/login', login_data)
resp = opener.open('https://github.com/settings/emails')
print resp.read()
############# Method 3
import urllib
opener = urllib.FancyURLopener()
print opener.open('http://myusername:[email protected]/settings/emails').read()
########## Method 4
import mechanize
import cookielib
br = mechanize.Browser()
cj = cookielib.LWPCookieJar()
br.set_cookiejar(cj)
br.set_handle_equiv(True)
br.set_handle_gzip(True)
br.set_handle_redirect(True)
br.set_handle_referer(True)
br.set_handle_robots(False)
br.set_handle_refresh(mechanize._http.HTTPRefreshProcessor(), max_time=1)
#br.set_debug_http(True)
#br.set_debug_redirects(True)
#br.set_debug_responses(True)
br.addheaders = [('User-agent', 'Chrome')]
br.add_password('https://github.com/settings/emails', 'myusername', 'mypwd')
br.open('https://github.com/settings/emails')
print br.response().read()
############ Methods 5
from requests import session
payload = {
'action': 'login',
'username': 'myusername',
'password': 'mypwd'
}
with session() as c:
c.post('https://github.com/login', data=payload)
request = c.get('https://github.com/settings/emails')
print request.headers
print request.text
########### Method 6
import requests
from requests.packages.urllib3 import add_stderr_logger
import sys
from bs4 import BeautifulSoup as bs
add_stderr_logger()
s = requests.Session()
s.headers['User-Agent'] = 'Chrome'
username = 'myusername'
password = 'mypwd'
url = 'https://github.com/login'
# after examining the HTML of the website you're trying to log into
# set name_form to the name of the form element that contains the name and
# set password_form to the name of the form element that will contain the password
login = {'login': username, 'password': password}
login_response = s.post(url, data=login)
for r in login_response.history:
if r.status_code == 401: # 401 means authentication failed
print 'error!'
sys.exit(1) # abort
pdf_response = s.get('https://github.com/settings/emails') # Your cookies and headers are automatically included
soup = bs(pdf_response.content)
Also I've read some discussions about differences between HTTP Authentication and cookies. Still none of them worked.
Please help and any help would be appreciated. Thank you very much.
Solution 1:
This works for me:
##################################### Method 1
import mechanize
import cookielib
from BeautifulSoup import BeautifulSoup
import html2text
# Browser
br = mechanize.Browser()
# Cookie Jar
cj = cookielib.LWPCookieJar()
br.set_cookiejar(cj)
# Browser options
br.set_handle_equiv(True)
br.set_handle_gzip(True)
br.set_handle_redirect(True)
br.set_handle_referer(True)
br.set_handle_robots(False)
br.set_handle_refresh(mechanize._http.HTTPRefreshProcessor(), max_time=1)
br.addheaders = [('User-agent', 'Chrome')]
# The site we will navigate into, handling it's session
br.open('https://github.com/login')
# View available forms
for f in br.forms():
print f
# Select the second (index one) form (the first form is a search query box)
br.select_form(nr=1)
# User credentials
br.form['login'] = 'mylogin'
br.form['password'] = 'mypass'
# Login
br.submit()
print(br.open('https://github.com/settings/emails').read())
You were not far off at all!
Solution 2:
would love to add my solution alongside . this answer mainly follows the hacky / lazy approach i always follow in everything i do. went on with mainly because , i was too lazy to handle the cookies, session data etc .
this solution is of most use if you want to scrape multiple pages of a website after logging in with single account credentials (eg all your pinterest boards) . not if u want to automate authentication using multiple accounts
so my solution is selenium along with firefox profiles.
- Create a new firefox profile you create a new firefox profile, note the location where its stored, open firefox in corresponding profile. and login to the website manually . details about firefox profiles
- now use selenium with this profile selenium session will use the cookies and session data from firefox profile so your authentication stays.
i devised this mechanism when i came across need to scrape few pinterest pages, i have added few lines of code from the sample showing how to use the profile. suit the code according to your needs.
from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver.common.keys import Keys
from selenium.webdriver.support.ui import Select
from selenium.webdriver.support.ui import WebDriverWait
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.support import expected_conditions as EC
from selenium.common.exceptions import NoSuchElementException
from selenium.common.exceptions import NoAlertPresentException
#replace with your firefox profile
fp=webdriver.FirefoxProfile('C:/Users/SJ/AppData/Roaming/Mozilla/Firefox/Profiles/hlsfrs2o.scrape')
#enter your url here
url=""
driver = webdriver.Firefox(fp)
driver.get(url)
html_source = driver.page_source
Solution 3:
The classic way to approach this problem is:
- launch a browser, go to site and search for the login page
- inspect the source code of the page to find out: I. which one is the login form (a page can have many forms, but usually one of them is the login form) II. which are the field names used for username and password (these could vary a lot) III. if there are other fields that must be submitted (like an authentication token)
- write the Scrapy spider to replicate the form submission using FormRequest
Being fans of automation, we figured we could write some code to automate point 2 (which is actually the most time-consuming) and the result is login form, a library to automatically fill login forms given the login page, username and password. Here is the code of a simple spider that would use loginform to login to sites automatically.
githubloginspider.py
from scrapy.spider import BaseSpider
from scrapy.http import FormRequest
from scrapy.http.request import Request
from loginform import fill_login_form
from scrapy import log
from scraping.articles import ArticleItem
class GitHubLogin(BaseSpider):
name = 'GitHubLogin'
allowed_domains = ['github.com']
start_urls = ['http://github.com/login']
login_user = 'ranvijay5686'
login_pass = ''
def parse(self, response):
(args, url, method) = fill_login_form(response.url,
response.body, self.login_user, self.login_pass)
return FormRequest(url, method=method, formdata=args,
callback=self.after_login)
def after_login(self, response):
# for link in response.xpath("//*[@id='site-container']/div[2]/div[4]/p/a/@href").extract():
item = ArticleItem()
item['title'] = 'ranvijay'
log.msg('*************** : '
+ str(response.xpath("//form[@class='subnav-search left']/input/@value"
).extract()))
item['url'] = \
response.xpath("//*[@id='site-container']/div[1]/div/div/span/span/text()"
).extract()
yield item
items.py
from scrapy.item import Item, Field
class ArticleItem(Item):
title = Field()
url = Field()
loginform.py
import sys
from argparse import ArgumentParser
from collections import defaultdict
from lxml import html
__version__ = '1.0' # also update setup.py
def _form_score(form):
score = 0
# In case of user/pass or user/pass/remember-me
if len(form.inputs.keys()) in (2, 3):
score += 10
typecount = defaultdict(int)
for x in form.inputs:
type_ = (x.type if isinstance(x, html.InputElement) else 'other'
)
typecount[type_] += 1
if typecount['text'] > 1:
score += 10
if not typecount['text']:
score -= 10
if typecount['password'] == 1:
score += 10
if not typecount['password']:
score -= 10
if typecount['checkbox'] > 1:
score -= 10
if typecount['radio']:
score -= 10
return score
def _pick_form(forms):
"""Return the form most likely to be a login form"""
return sorted(forms, key=_form_score, reverse=True)[0]
def _pick_fields(form):
"""Return the most likely field names for username and password"""
userfield = passfield = emailfield = None
for x in form.inputs:
if not isinstance(x, html.InputElement):
continue
type_ = x.type
if type_ == 'password' and passfield is None:
passfield = x.name
elif type_ == 'text' and userfield is None:
userfield = x.name
elif type_ == 'email' and emailfield is None:
emailfield = x.name
return (userfield or emailfield, passfield)
def submit_value(form):
"""Returns the value for the submit input, if any"""
for x in form.inputs:
if x.type == 'submit' and x.name:
return [(x.name, x.value)]
else:
return []
def fill_login_form(
url,
body,
username,
password,
):
doc = html.document_fromstring(body, base_url=url)
form = _pick_form(doc.xpath('//form'))
(userfield, passfield) = _pick_fields(form)
form.fields[userfield] = username
form.fields[passfield] = password
form_values = form.form_values() + submit_value(form)
return (form_values, form.action or form.base_url, form.method)
def main():
ap = ArgumentParser()
ap.add_argument('-u', '--username', default='username')
ap.add_argument('-p', '--password', default='secret')
ap.add_argument('url')
args = ap.parse_args()
try:
import requests
except ImportError:
print 'requests library is required to use loginform as a tool'
r = requests.get(args.url)
(values, action, method) = fill_login_form(args.url, r.text,
args.username, args.password)
print '''url: {0}
method: {1}
payload:'''.format(action, method)
for (k, v) in values:
print '- {0}: {1}'.format(k, v)
if __name__ == '__main__':
sys.exit(main())