English 中文(简体)
Scraping Form based Websites
  • 时间:2024-12-22

Python Web Scraping - Form based Websites


Previous Page Next Page  

In the previous chapter, we have seen scraping dynamic websites. In this chapter, let us understand scraping of websites that work on user based inputs, that is form based websites.

Introduction

These days WWW (World Wide Web) is moving towards social media as well as usergenerated contents. So the question arises how we can access such kind of information that is beyond login screen? For this we need to deal with forms and logins.

In previous chapters, we worked with HTTP GET method to request information but in this chapter we will work with HTTP POST method that pushes information to a web server for storage and analysis.

Interacting with Login forms

While working on Internet, you must have interacted with login forms many times. They may be very simple pke including only a very few HTML fields, a submit button and an action page or they may be comppcated and have some additional fields pke email, leave a message along with captcha for security reasons.

In this section, we are going to deal with a simple submit form with the help of Python requests pbrary.

First, we need to import requests pbrary as follows −

import requests

Now, we need to provide the information for the fields of login form.

parameters = {‘Name’:’Enter your name’, ‘Email-id’:’Your Emaipd’,’Message’:’Type your message here’}

In next pne of code, we need to provide the URL on which action of the form would happen.

r = requests.post(“enter the URL”, data = parameters)
print(r.text)

After running the script, it will return the content of the page where action has happened.

Suppose if you want to submit any image with the form, then it is very easy with requests.post(). You can understand it with the help of following Python script −

import requests
file = {‘Uploadfile’: open(’C:Usresdesktop123.png’,‘rb’)}
r = requests.post(“enter the URL”, files = file)
print(r.text)

Loading Cookies from the Web Server

A cookie, sometimes called web cookie or internet cookie, is a small piece of data sent from a website and our computer stores it in a file located inside our web browser.

In the context of deapngs with login forms, cookies can be of two types. One, we dealt in the previous section, that allows us to submit information to a website and second which lets us to remain in a permanent “logged-in” state throughout our visit to the website. For the second kind of forms, websites use cookies to keep track of who is logged in and who is not.

What do cookies do?

These days most of the websites are using cookies for tracking. We can understand the working of cookies with the help of following steps −

Step 1 − First, the site will authenticate our login credentials and stores it in our browser’s cookie. This cookie generally contains a server-generated toke, time-out and tracking information.

Step 2 − Next, the website will use the cookie as a proof of authentication. This authentication is always shown whenever we visit the website.

Cookies are very problematic for web scrapers because if web scrapers do not keep track of the cookies, the submitted form is sent back and at the next page it seems that they never logged in. It is very easy to track the cookies with the help of Python requests pbrary, as shown below −

import requests
parameters = {‘Name’:’Enter your name’, ‘Email-id’:’Your Emaipd’,’Message’:’Type your message here’}
r = requests.post(“enter the URL”, data = parameters)

In the above pne of code, the URL would be the page which will act as the processor for the login form.

print(‘The cookie is:’)
print(r.cookies.get_dict())
print(r.text)

After running the above script, we will retrieve the cookies from the result of last request.

There is another issue with cookies that sometimes websites frequently modify cookies without warning. Such kind of situation can be dealt with requests.Session() as follows −

import requests
session = requests.Session()
parameters = {‘Name’:’Enter your name’, ‘Email-id’:’Your Emaipd’,’Message’:’Type your message here’}
r = session.post(“enter the URL”, data = parameters)

In the above pne of code, the URL would be the page which will act as the processor for the login form.

print(‘The cookie is:’)
print(r.cookies.get_dict())
print(r.text)

Observe that you can easily understand the difference between script with session and without session.

Automating forms with Python

In this section we are going to deal with a Python module named Mechanize that will reduce our work and automate the process of filpng up forms.

Mechanize module

Mechanize module provides us a high-level interface to interact with forms. Before starting using it we need to install it with the following command −

pip install mechanize

Note that it would work only in Python 2.x.

Example

In this example, we are going to automate the process of filpng a login form having two fields namely email and password −

import mechanize
brwsr = mechanize.Browser()
brwsr.open(Enter the URL of login)
brwsr.select_form(nr = 0)
brwsr[ email ] = ‘Enter email’
brwsr[ password ] = ‘Enter password’
response = brwsr.submit()
brwsr.submit()

The above code is very easy to understand. First, we imported mechanize module. Then a Mechanize browser object has been created. Then, we navigated to the login URL and selected the form. After that, names and values are passed directly to the browser object.

Advertisements