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Beaufitul Soup

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Retrieving Information from the Web with BeautifulSoup

So far, our programs have mostly worked with information that we write ourselves.

Now we're going to make our Python program read information from a website.

For this, we'll use two libraries:

requests - to download a webpage
BeautifulSoup - to understand and extract information from the HTML

Our goal is simple:

Give Python a URL → download the webpage → extract useful information from it.

1. Install the Libraries

We need two libraries:

bash

pip install requests beautifulsoup4

Then import them:

python

import requests
from bs4 import BeautifulSoup

Codepython

import requests
from bs4 import BeautifulSoup

2. Download a Webpage

Let's start by downloading a webpage.

python

import requests

url = "https://cookiesensei.com"

response = requests.get(url)

print(response)

You should see something similar to:

text

<Response [200]>

The number 200 is an HTTP status code.

It means:

The request was successful.

We can also look at the actual webpage that was downloaded:

python

print(response.text)

This will produce a lot of text.

You might see things such as:

html

<html>
<head>
    <title>CookieSensei</title>
</head>

<body>
    <h1>Learn by Building</h1>

    <p>Build software. Learn by doing.</p>
</body>
</html>

This is HTML.

Codepython

url = "https://cookiesensei.com" 
response = requests.get(url) 
print(response)

Output

<Response [200]>

3. What is HTML?

HTML is the language used to structure webpages.

For example:

html

<h1>Hello</h1>

means that Hello is a heading.

And:

html

<p>Hello world!</p>

means that Hello world! is a paragraph.

A webpage is essentially a tree of HTML elements.

For example:

text

html
├── head
│   └── title
│
└── body
    ├── h1
    ├── p
    └── p

When we download a webpage with requests, Python receives this HTML.

Now we need a way to work with it.

That's where BeautifulSoup comes in.

4. Create a BeautifulSoup Object

Let's give the HTML to BeautifulSoup:

python

import requests
from bs4 import BeautifulSoup

url = "https://cookiesensei.com"

response = requests.get(url)

soup = BeautifulSoup(response.text, "html.parser")

Now represents the webpage in a form that Python can search and explore.

Codepython

soup = BeautifulSoup(response.text, "html.parser")
print(soup)

Output

<!DOCTYPE html>
<!--fBfqk6dKkUFcZ5VB5RfQ1--><html lang="en"><head><meta charset="utf-8"/><meta content="width=device-width, initial-scale=1" name="viewport"/><link data-precedence="next" href="/_next/static/chunks/72f7b33ed835265f.css" rel="stylesheet"/><link as="script" fetchpriority="low" href="/_next/static/chunks/40b0f83750756eae.js" rel="preload"/><script async="" src="/_next/static/chunks/e34971f2b303ab4d.js"></script><script async="" src="/_next/static/chunks/aee6c7720838f8a2.js"></script><script async="" src="/_next/static/chunks/068649e8eb29b8d9.js"></script><script async="" src="/_next/static/chunks/82abf2d65f5428ae.js"></script><script async="" src="/_next/static/chunks/turbopack-52f2ad32843bb217.js"></script><script async="" src="/_next/static/chunks/52acae8f3cf85da0.js"></script><script async="" src="/_next/static/chunks/ff1a16fafef87110.js"></script><script async="" src="/_next/static/chunks/d2be314c3ece3fbe.js"></script><script async="" src="/_next/static/chunks/bac67eca0cd88ab2.js"></script><title>CookieSensei</title><meta content="Build AI Without Setup Headaches" name="description"/><link href="/favicon.ico?favicon.05e910d9.ico" rel="icon" sizes="1254x1254" type="image/x-icon"/><script nomodule="" src="/_next/static/chunks/a6dad97d9634a72d.js"></script></head><body class="bg-slate-950 text-white overflow-x-hidden"><div hidden=""><!--$--><!--/$--></div><header class="sticky top-0 z-40 flex w-full items-center justify-between bg-[#0b1220]/70 px-4 py-4 backdrop-blur md:px-10"><a href="/"><h1 class="cursor-pointer text-lg font-bold transition hover:text-blue-400 md:text-xl">CookieSensei</h1></a><nav class="hidden items-center gap-6 md:flex"><a class="transition hover:text-blue-400" href="/about">About</a><a class="transition hover:text-blue-400" href="/approach">Our Approach</a><a class="transition hover:text-blue-400" href="/curriculum">Curriculum</a><a class="transition hover:text-blue-400" 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isn't measured by weeks.<br/>It's measured by understanding.</h2><p class="mt-8 max-w-3xl text-xl text-slate-300 leading-relaxed">Every learner progresses through a structured series of learning phases. Each phase builds naturally on the previous one, helping you develop the skills and confidence to build real software.</p><div class="mt-16 rounded-3xl border border-slate-800 bg-slate-900/40 backdrop-blur-sm p-10 md:p-16"><div class="flex flex-col items-center"><div class="w-full max-w-2xl text-center"><p class="uppercase tracking-[0.2em] text-blue-400 text-sm">Phase 1</p><h3 class="mt-2 text-2xl md:text-3xl font-semibold text-white">Thinking Like a Programmer</h3><p class="mt-3 text-slate-400 leading-relaxed">Learn to solve problems by thinking like a programmer.</p><div class="py-8 text-2xl text-slate-600">↓</div></div><div class="w-full max-w-2xl text-center"><p class="uppercase tracking-[0.2em] text-blue-400 text-sm">Phase 2</p><h3 class="mt-2 text-2xl md:text-3xl font-semibold text-white">Building Software</h3><p class="mt-3 text-slate-400 leading-relaxed">Turn ideas into working software through practical projects.</p><div class="py-8 text-2xl text-slate-600">↓</div></div><div 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5. Find the Page Title

Let's retrieve the title of the webpage.

python

title = soup.title

print(title)

You might get:

html

<title>CookieSensei</title>

If we only want the text inside the title:

python

print(soup.title.text)

Now we get:

text

CookieSensei

Codepython

title = soup.title
print(title)

Output

<title>CookieSensei</title>

6. Find a Heading

We can search for HTML elements by their tag.

For example:

python

heading = soup.find("h1")

print(heading)

If the webpage contains:

html

<h1>Learn by Building</h1>

we'll get:

html

<h1>Learn by Building</h1>

To get only the text:

python

print(heading.text)

Output:

text

Learn by Building

Codepython

heading = soup.find("h1")
print(heading)

Output

<h1 class="cursor-pointer text-lg font-bold transition hover:text-blue-400 md:text-xl">CookieSensei</h1>

Codepython

print(heading.text)

Output

CookieSensei

7. Find a Paragraph

We can do the same thing with paragraphs:

python

paragraph = soup.find("p")

print(paragraph.text)

This gives us the text inside the first <p> element.

Codepython

paragraph = soup.find("p")
print(paragraph.text)

Output

Learn to Build with

8. Find All Elements

Sometimes we don't want just the first paragraph.

We want all paragraphs.

For this, use:

python

paragraphs = soup.find_all("p")

Now paragraphs contains all the paragraph elements.

We can loop through them:

python

for paragraph in paragraphs:
    print(paragraph.text)

This is a very common pattern when scraping webpages:

text

Find all elements
       ↓
Loop through them
       ↓
Extract information

Codepython

paragraphs = soup.find_all("p")

for paragraph in paragraphs:
    print(paragraph.text)

Output

Learn to Build with
A guided learning program that helps curious learners turn ideas into real software through live instruction, Artificial Intelligence, and practical projects.
✓ Beginner Friendly
✓ Browser-Based Cloud Labs
✓ Phase-Based Learning
✓ Live Instructor Guidance
What is CookieSensei?
CookieSensei is a Programming and AI learning program designed to help beginners build confidence through live instruction, browser-based Cloud Labs, and structured learning phases.
It's not about finishing quickly.
It's about learning well.
Programming and AI Program
Founding Cohort
Programming in Python
Git & GitHub
Data Science
Artificial Intelligence
Real-World Projects
From Idea to Software
The Programming and AI Program is designed to be completed over approximately 6-8 months, with flexibility to learn at your own pace.
We're inviting a small group of 15 learners to become the founding cohort of the CookieSensei Programming and AI Program.
With only 15 learners, you'll receive personal guidance, live interaction, and individual attention throughout your journey.
Learning Through Phases
Every learner progresses through a structured series of learning phases. Each phase builds naturally on the previous one, helping you develop the skills and confidence to build real software.
Phase 1
Learn to solve problems by thinking like a programmer.
Phase 2
Turn ideas into working software through practical projects.
Phase 3
Discover how machines learn patterns from data instead of following fixed rules.
Phase 4
Combine programming and AI to build useful intelligent applications.
Phase 5
Build software collaboratively using modern AI tools and professional engineering workflows.
Every phase builds on the one before it, helping learners develop confidence through consistent progress rather than rushing toward completion.
Our Approach
We believe confidence grows through curiosity, experimentation, and consistent practice, not by memorizing syntax or following tutorials.
Cloud Labs
Every learner starts with the same ready-to-use development environment, making it easy to focus on learning instead of setting up software.
Open your browser
Join the live session
Write code instantly
Build projects
Continue learning anywhere
Cloud Labs provides a consistent, browser-based development environment for every learner, eliminating installation problems and allowing everyone to learn together from day one.
No installations.
No compatibility issues.
Just learning.
Who It's For
CookieSensei is designed for curious learners who want to understand technology by building with it-not just watching tutorials.
Students
Build strong programming and Artificial Intelligence foundations before entering the industry.
Professionals
Develop modern software development and AI skills while continuing your career.
Creators
Turn ideas into real software, intelligent applications, and practical projects.
Everyone starts somewhere.
The only requirement is curiosity.
Workshop
Experience how CookieSensei teaches through a small instructor-led workshop where you'll build and deploy a real project directly from your browser.
CookieSensei Workshop
Idea
Build
Deploy
Share
One workshop.One complete project.One practical introduction to the CookieSensei learning experience.
Ready to Build?
Whether you're curious about the Programming and AI Program, want to attend a Workshop, or simply have questions, we're here to help.
Tell us a little about yourself, what you'd like to learn, and what you're hoping to build.
We'll personally reach out to answer your questions and see if CookieSensei is the right fit for you.

9. Extract All Links

Links are represented by the <a> HTML tag.

For example:

html

<a href="/about">About</a>

We can find all links:

python

links = soup.find_all("a")

Then:

python

for link in links:
    print(link.text)

This prints the text displayed for each link.

But often we want the actual URL.

The URL is stored inside the href attribute:

python

for link in links:
    print(link.get("href"))

For example:

text

/about
/curriculum
/contact

Codepython

links = soup.find_all("a")

for link in links:
    print(link.text)

Output

CookieSensei
About
Our Approach
Curriculum
Workshops
Internship
Contact
FAQ
Launch Lab
CookieSensei
About
Our Approach
Curriculum
Workshops
Internship
Contact
FAQ
Launch Lab
Explore Curriculum
Explore Curriculum
Explore Our Approach
Explore Workshops
Start the Conversation
Privacy Policy
Terms
Refund Policy
Contact

10. Getting Both Link Text and URL

We can retrieve both:

python

for link in links:

    text = link.text
    url = link.get("href")

    print(text, "→", url)

We might get:

text

About → /about
Curriculum → /curriculum
Contact → /contact

This is exactly the kind of information our web crawler will need.

Our crawler can:

Download a webpage.
Find all the links.
Follow those links.
Download those pages.
Extract their text.

Codepython

for link in links:
    text = link.text
    url = link.get("href")
    print(text, ">", url)

Output

CookieSensei > /
About > /about
Our Approach > /approach
Curriculum > /curriculum
Workshops > /workshops
Internship > /internship
Contact > /contact
FAQ > /faq
Launch Lab > https://code.cookiesensei.com
CookieSensei > /
About > /about
Our Approach > /approach
Curriculum > /curriculum
Workshops > /workshops
Internship > /internship
Contact > /contact
FAQ > /faq
Launch Lab > https://code.cookiesensei.com
Explore Curriculum > /curriculum
Explore Curriculum > /curriculum
Explore Our Approach > /approach
Explore Workshops > /workshops
Start the Conversation > /contact
Privacy Policy > /privacy-policy
Terms > /terms
Refund Policy > /refund-policy
Contact > /contact

11. Extract All the Text

Sometimes we don't care about individual HTML elements.

We simply want the readable text from the webpage.

BeautifulSoup gives us:

python

text = soup.get_text()

We can make the output cleaner:

python

text = soup.get_text(" ", strip=True)

print(text)

Now we get something closer to:

text

CookieSensei Learn by Building ...

rather than the HTML itself.

This is useful for our chatbot because the text of the webpage will become its memory.

Codepython

text = soup.get_text(" ", strip=True)
print(text)

Output

CookieSensei CookieSensei About Our Approach Curriculum Workshops Internship Contact FAQ Launch Lab ☰ CookieSensei About Our Approach Curriculum Workshops Internship Contact FAQ Launch Lab Learn to Build with Programming and AI A guided learning program that helps curious learners turn ideas into real software through live instruction, Artificial Intelligence, and practical projects. ✓ Beginner Friendly ✓ Browser-Based Cloud Labs ✓ Phase-Based Learning ✓ Live Instructor Guidance Explore the Program What is CookieSensei? Learning Programming and AI shouldn't begin with installation problems. CookieSensei is a Programming and AI learning program designed to help beginners build confidence through live instruction, browser-based Cloud Labs, and structured learning phases. It's not about finishing quickly. It's about learning well. Programming and AI Program A structured learning journey designed for curious learners. Founding Cohort ₹24,999 Programming in Python ↓ Git & GitHub ↓ Data Science ↓ Artificial Intelligence ↓ Real-World Projects ↓ From Idea to Software The Programming and AI Program is designed to be completed over approximately 6-8 months , with flexibility to learn at your own pace. We're inviting a small group of 15 learners to become the founding cohort of the CookieSensei Programming and AI Program. With only 15 learners, you'll receive personal guidance, live interaction, and individual attention throughout your journey. Explore Curriculum Learning Through Phases Learning isn't measured by weeks. It's measured by understanding. Every learner progresses through a structured series of learning phases. Each phase builds naturally on the previous one, helping you develop the skills and confidence to build real software. Phase 1 Thinking Like a Programmer Learn to solve problems by thinking like a programmer. ↓ Phase 2 Building Software Turn ideas into working software through practical projects. ↓ Phase 3 Teaching Computers to Learn Discover how machines learn patterns from data instead of following fixed rules. ↓ Phase 4 Building Intelligent Systems Combine programming and AI to build useful intelligent applications. ↓ Phase 5 Building for the Real World Build software collaboratively using modern AI tools and professional engineering workflows. Every phase builds on the one before it, helping learners develop confidence through consistent progress rather than rushing toward completion. Explore Curriculum Our Approach Learning happens by building, experimenting, and understanding. ✓ Live instructor-led sessions ✓ Browser-based Cloud Labs ✓ Learn concepts, not memorization ✓ Build real software throughout the program ✓ AI as a learning companion, not a shortcut We believe confidence grows through curiosity, experimentation, and consistent practice, not by memorizing syntax or following tutorials. Explore Our Approach Cloud Labs Learning should begin with curiosity, not installation. Every learner starts with the same ready-to-use development environment, making it easy to focus on learning instead of setting up software. Open your browser ↓ Join the live session ↓ Write code instantly ↓ Build projects ↓ Continue learning anywhere Cloud Labs provides a consistent, browser-based development environment for every learner, eliminating installation problems and allowing everyone to learn together from day one. No installations. No compatibility issues. Just learning. Who It's For Whether you're starting your journey, changing direction, or building new skills. CookieSensei is designed for curious learners who want to understand technology by building with it-not just watching tutorials. Students Build strong programming and Artificial Intelligence foundations before entering the industry. Professionals Develop modern software development and AI skills while continuing your career. Creators Turn ideas into real software, intelligent applications, and practical projects. Everyone starts somewhere. The only requirement is curiosity. Workshop Not ready to join the full program? Experience how CookieSensei teaches through a small instructor-led workshop where you'll build and deploy a real project directly from your browser. CookieSensei Workshop ₹499 Idea ↓ Build ↓ Deploy ↓ Share One workshop. One complete project. One practical introduction to the CookieSensei learning experience. Explore Workshops Ready to Build? We'd love to hear from you. Whether you're curious about the Programming and AI Program, want to attend a Workshop, or simply have questions, we're here to help. Interested in the Programming and AI Program? Tell us a little about yourself, what you'd like to learn, and what you're hoping to build. We'll personally reach out to answer your questions and see if CookieSensei is the right fit for you. Start the Conversation Privacy Policy Terms Refund Policy Contact © 2026 CookieSensei Labs. Build. Learn. Contribute.

12. Removing Unwanted Elements

A webpage contains much more than the information we want.

It may contain:

JavaScript
CSS
navigation
footers
menus
tracking code

Before extracting the text, we can remove some of these elements.

For example:

python

for element in soup(["script", "style"]):
    element.decompose()

Then:

python

text = soup.get_text(" ", strip=True)

Now we're much closer to the actual readable content of the page.

Codepython

for element in soup(["script", "style"]):
    element.decompose()

text = soup.get_text(" ", strip=True)

13. Putting It All Together

Here's our complete small example:

python

import requests
from bs4 import BeautifulSoup


url = "https://cookiesensei.com"

response = requests.get(url)

soup = BeautifulSoup(
    response.text,
    "html.parser"
)


# Remove things we don't need
for element in soup(["script", "style"]):
    element.decompose()


# Get the page title
print("TITLE:")
print(soup.title.text)


# Get all headings
print("\nHEADINGS:")

for heading in soup.find_all(["h1", "h2", "h3"]):
    print(heading.get_text(" ", strip=True))


# Get all links
print("\nLINKS:")

for link in soup.find_all("a"):
    text = link.get_text(" ", strip=True)
    url = link.get("href")

    print(text, "→", url)


# Get all readable text
print("\nPAGE TEXT:")

text = soup.get_text(" ", strip=True)

print(text)

Codepython

import requests 
from bs4 import BeautifulSoup 

url = "https://cookiesensei.com" 

response = requests.get(url) 

soup = BeautifulSoup( response.text, "html.parser" ) # Remove things we don't need 

for element in soup(["script", "style"]): 
    element.decompose() 
    
# Get the page title 
print("TITLE:") 
print(soup.title.text) 

# Get all headings 
print("\nHEADINGS:") 

for heading in soup.find_all(["h1", "h2", "h3"]): 
    print(heading.get_text(" ", strip=True)) 
    
    
# Get all links 
print("\nLINKS:") 

for link in soup.find_all("a"): 
    text = link.get_text(" ", strip=True) 
    url = link.get("href") 
    
    print(text, "→", url) 
    
# Get all readable text 

print("\nPAGE TEXT:") 

text = soup.get_text(" ", strip=True) 
print(text)

Output

TITLE:
CookieSensei

HEADINGS:
CookieSensei
Programming and AI
Learning Programming and AI shouldn't begin with installation problems.
A structured learning journey designed for curious learners.
₹24,999
Learning isn't measured by weeks. It's measured by understanding.
Thinking Like a Programmer
Building Software
Teaching Computers to Learn
Building Intelligent Systems
Building for the Real World
Learning happens by building, experimenting, and understanding.
Learning should begin with curiosity, not installation.
Whether you're starting your journey, changing direction, or building new skills.
Not ready to join the full program?
₹499
We'd love to hear from you.
Interested in the Programming and AI Program?

LINKS:
CookieSensei → /
About → /about
Our Approach → /approach
Curriculum → /curriculum
Workshops → /workshops
Internship → /internship
Contact → /contact
FAQ → /faq
Launch Lab → https://code.cookiesensei.com
CookieSensei → /
About → /about
Our Approach → /approach
Curriculum → /curriculum
Workshops → /workshops
Internship → /internship
Contact → /contact
FAQ → /faq
Launch Lab → https://code.cookiesensei.com
Explore Curriculum → /curriculum
Explore Curriculum → /curriculum
Explore Our Approach → /approach
Explore Workshops → /workshops
Start the Conversation → /contact
Privacy Policy → /privacy-policy
Terms → /terms
Refund Policy → /refund-policy
Contact → /contact

PAGE TEXT:
CookieSensei CookieSensei About Our Approach Curriculum Workshops Internship Contact FAQ Launch Lab ☰ CookieSensei About Our Approach Curriculum Workshops Internship Contact FAQ Launch Lab Learn to Build with Programming and AI A guided learning program that helps curious learners turn ideas into real software through live instruction, Artificial Intelligence, and practical projects. ✓ Beginner Friendly ✓ Browser-Based Cloud Labs ✓ Phase-Based Learning ✓ Live Instructor Guidance Explore the Program What is CookieSensei? Learning Programming and AI shouldn't begin with installation problems. CookieSensei is a Programming and AI learning program designed to help beginners build confidence through live instruction, browser-based Cloud Labs, and structured learning phases. It's not about finishing quickly. It's about learning well. Programming and AI Program A structured learning journey designed for curious learners. Founding Cohort ₹24,999 Programming in Python ↓ Git & GitHub ↓ Data Science ↓ Artificial Intelligence ↓ Real-World Projects ↓ From Idea to Software The Programming and AI Program is designed to be completed over approximately 6-8 months , with flexibility to learn at your own pace. We're inviting a small group of 15 learners to become the founding cohort of the CookieSensei Programming and AI Program. With only 15 learners, you'll receive personal guidance, live interaction, and individual attention throughout your journey. Explore Curriculum Learning Through Phases Learning isn't measured by weeks. It's measured by understanding. Every learner progresses through a structured series of learning phases. Each phase builds naturally on the previous one, helping you develop the skills and confidence to build real software. Phase 1 Thinking Like a Programmer Learn to solve problems by thinking like a programmer. ↓ Phase 2 Building Software Turn ideas into working software through practical projects. ↓ Phase 3 Teaching Computers to Learn Discover how machines learn patterns from data instead of following fixed rules. ↓ Phase 4 Building Intelligent Systems Combine programming and AI to build useful intelligent applications. ↓ Phase 5 Building for the Real World Build software collaboratively using modern AI tools and professional engineering workflows. Every phase builds on the one before it, helping learners develop confidence through consistent progress rather than rushing toward completion. Explore Curriculum Our Approach Learning happens by building, experimenting, and understanding. ✓ Live instructor-led sessions ✓ Browser-based Cloud Labs ✓ Learn concepts, not memorization ✓ Build real software throughout the program ✓ AI as a learning companion, not a shortcut We believe confidence grows through curiosity, experimentation, and consistent practice, not by memorizing syntax or following tutorials. Explore Our Approach Cloud Labs Learning should begin with curiosity, not installation. Every learner starts with the same ready-to-use development environment, making it easy to focus on learning instead of setting up software. Open your browser ↓ Join the live session ↓ Write code instantly ↓ Build projects ↓ Continue learning anywhere Cloud Labs provides a consistent, browser-based development environment for every learner, eliminating installation problems and allowing everyone to learn together from day one. No installations. No compatibility issues. Just learning. Who It's For Whether you're starting your journey, changing direction, or building new skills. CookieSensei is designed for curious learners who want to understand technology by building with it-not just watching tutorials. Students Build strong programming and Artificial Intelligence foundations before entering the industry. Professionals Develop modern software development and AI skills while continuing your career. Creators Turn ideas into real software, intelligent applications, and practical projects. Everyone starts somewhere. The only requirement is curiosity. Workshop Not ready to join the full program? Experience how CookieSensei teaches through a small instructor-led workshop where you'll build and deploy a real project directly from your browser. CookieSensei Workshop ₹499 Idea ↓ Build ↓ Deploy ↓ Share One workshop. One complete project. One practical introduction to the CookieSensei learning experience. Explore Workshops Ready to Build? We'd love to hear from you. Whether you're curious about the Programming and AI Program, want to attend a Workshop, or simply have questions, we're here to help. Interested in the Programming and AI Program? Tell us a little about yourself, what you'd like to learn, and what you're hoping to build. We'll personally reach out to answer your questions and see if CookieSensei is the right fit for you. Start the Conversation Privacy Policy Terms Refund Policy Contact © 2026 CookieSensei Labs. Build. Learn. Contribute.

14. The Mental Model

You don't need to memorize every BeautifulSoup method.

Remember the basic pipeline:

text

URL
 ↓
requests.get()
 ↓
HTML
 ↓
BeautifulSoup()
 ↓
Find HTML elements
 ↓
Extract information

For example:

python

response = requests.get(url)

soup = BeautifulSoup(
    response.text,
    "html.parser"
)

paragraphs = soup.find_all("p")

for paragraph in paragraphs:
    print(paragraph.text)

That's enough to get started.

15. Your Challenge

Try modifying the program to retrieve information from:

text

https://cookiesensei.com

Try to find:

The page title
All <h1> headings
All <h2> headings
All paragraph text
All links
The href of each link
All readable text on the page

Then answer this question:

If we can download the text from CookieSensei, what could we do with that text?

That's exactly where we're going next.

We'll take the text we retrieved from the website and turn it into the memory of our chatbot.

Lesson resources

Supporting code and files from this part of the curriculum.

Chatbot-1py Chatbot-2py Chatbot-3py

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