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This project aims to enhance a website’s search engine ranking by analyzing and optimizing keywords using Word2Vec and web scraping techniques. The process involves extracting text content from the website through web scraping and applying Word2Vec to understand the relationships between different keywords. By identifying the most significant keywords and their connections, this approach helps to optimize the website’s content, making it more relevant and effective for search engines like Google.

Enhancing Contextual Keyword Analysis and Optimization with Word2Vec and Web Scraping

How does Word2Vec work in this project?

Word2Vec is a tool that enables computers to grasp the meanings of words by analyzing the context in which they appear. In this project, Word2Vec is trained on a website’s text content to generate a map of word relationships. For instance, it may determine that words like “SEO,” “marketing,” and “services” are closely linked because they often occur together in the site’s content. This insight helps identify key keywords and understand their connections, which is essential for optimizing the website’s content.

What is Word2Vec?

Word2Vec is a method in Natural Language Processing (NLP) that helps computers grasp the meanings of words and their relationships. It works by converting words into mathematical representations called “vectors,” which allow the computer to recognize how certain words are more closely related than others. It’s like teaching a computer how words are interconnected.

Why is Word2Vec Important?

Imagine you have a vast amount of text, like a book or even the whole internet, and you want the computer to recognize that words like “king” and “queen” are related, or that “Paris” is to “France” as “Rome” is to “Italy.” Word2Vec enables the computer to discover these relationships on its own, without needing explicit instructions.

How Does Word2Vec Work?

Word2Vec works by reading lots of text and learning from it. It creates a map where each word is represented by a point in space. Words that are similar or often appear together are placed closer to each other on this map.

Here’s a step-by-step breakdown:

Reading the Text: The computer reads through text and looks at each word in the context of the words around it. For example, in the sentence “The king sat on the throne,” it sees that “king” is often near “throne.”
Learning Relationships: Over time, the computer learns that certain words frequently appear together. It starts to understand that “king” and “queen” are related because they often appear in similar contexts (like “sat on the throne” or “ruled the kingdom”).
Creating Vectors: The computer then represents each word as a vector—a list of numbers that encode the word’s meaning based on its context. The more similar the context, the more similar the vectors.

Example of How Word2Vec Works

Let’s say you have a collection of sentences:

“The king rules the kingdom.”
“The queen rules the kingdom.”
“The king and queen are royalty.”
“The prince is part of the royal family.”

Word2Vec reads these sentences and notices that “king” and “queen” often appear in similar situations (ruling the kingdom, being royalty). It then places “king” and “queen” close to each other in its map because they share similar contexts.

Now, if you ask the computer to find words similar to “king,” it might suggest “queen,” “prince,” or “royalty” because these words appear in similar contexts.

Why is This Useful?

Word2Vec is powerful because it allows the computer to make predictions and understand relationships between words without needing to be explicitly told. For instance, if you give the computer the word “Paris” and ask it to find similar words, it might return “France,” “Rome,” or “London” because it has learned that Paris is often associated with countries and capitals.

Practical Example in Everyday Use

Let’s say you’re using an online store’s search engine. You type in “smartphone,” and the engine also shows results for “mobile phone” or “cell phone.” This is because Word2Vec (or a similar technique) has learned that these words are used in similar contexts and are therefore related.

Word2Vec vs. Traditional Methods

Before Word2Vec, computers might have treated words simply as individual, unrelated items. If you searched for “king,” it wouldn’t know to also show “queen” or “prince.” Word2Vec changed this by understanding that words have relationships and meanings based on how they are used together.

Mastering SEO with ThatWare: Harnessing Word2Vec for Unbeatable Keyword Optimization

ThatWare, a renowned SEO company, leverages advanced techniques like Word2Vec to optimize website content and boost search engine rankings. By analyzing vast amounts of text data, ThatWare’s team uses Word2Vec to map out the relationships between keywords, allowing them to understand how words like “SEO,” “marketing,” and “services” are interconnected. This deep understanding of keyword relationships enables ThatWare to strategically enhance website content, ensuring that it aligns with search engine algorithms and attracts more organic traffic. Their expertise in applying cutting-edge NLP methods like Word2Vec sets them apart in the competitive world of SEO, helping businesses achieve superior online visibility and performance.

requests: This tool allows us to ask a website to give us its content. Think of it like a browser that visits a website and brings back the web page.

BeautifulSoup: Once we have the content of the website, this tool helps us pick out the important parts (like text) and ignore the rest (like ads or menus).

re: This tool helps us clean up the text by removing extra spaces, making it easier to read.

NLTK (Natural Language Toolkit) library:

nltk: This is a popular Python library that helps us work with human language data, like text.

word_tokenize: This tool breaks down a sentence into individual words.

sent_tokenize: This tool breaks down a large piece of text into individual sentences.

Explanation:

Why it’s needed: To analyze text, it’s often helpful to break it down into smaller pieces (sentences and words) that the computer can work with more easily.

nltk.download(‘punkt’)

Explanation: Before we can use sent_tokenize and word_tokenize, we need to make sure the necessary data is available. The punkt tokenizer models are pre-trained data that help NLTK understand how to split text into sentences and words.
Why it’s needed: Think of it like downloading a map before you go on a trip. This map helps the tools understand how to navigate through the text and break it down correctly.

[ ]

import requests # Library to send HTTP requests to a website and get its content

from bs4 import BeautifulSoup # Library to parse and extract information from HTML content

from gensim.models import Word2Vec # Library to create and train the Word2Vec model

import re # Library to perform regular expression operations for text cleaning

import nltk # Natural Language Toolkit library for text processing

from nltk.tokenize import word_tokenize, sent_tokenize # Functions to split text into sentences and words

# Download necessary data for sentence and word tokenization

nltk.download(‘punkt’)

[nltk_data] Downloading package punkt to /root/nltk_data…

[nltk_data] Unzipping tokenizers/punkt.zip.

True

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1. Sending a Request to the Website

response = requests.get(url)

Explanation: This line requests the website to provide its content. Just like your browser asks a website to send its page so you can view it, the requests.get(url) line performs a similar function. We then store the website’s reply in a variable named response.

[ ]

# Send a GET request to the website to retrieve its content

url=’https://thatware.co/’

response = requests.get(url)

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2. Checking if the Request was Successful

if response.status_code != 200:

print(f”Failed to retrieve content from {url}”)

return “”

Explanation: After asking for the website’s content, we need to check if the request was successful. Websites can sometimes refuse to give us their content or may not be available. The status_code tells us if everything went okay:
200: This code means “Success!” and the website has given us its content.
Not 200: If we don’t get a 200, something went wrong, and the website didn’t give us what we asked for. In that case, we print a message saying we failed and return an empty result (“”).

[ ]

# Check if the request was successful (status code 200 means success)

if response.status_code != 200:

print(f”Failed to retrieve content from {url}”)

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3. Parsing the HTML Content

soup = BeautifulSoup(response.text, ‘html.parser’)

Explanation: If the request was successful, we now have the website’s content, but it’s in HTML format, which includes a lot of additional elements like images, buttons, and links. We use BeautifulSoup to convert this HTML into a more manageable format, concentrating on the text. This refined content is referred to as “soup.”

[ ]

# Parse the HTML content of the website using BeautifulSoup

soup = BeautifulSoup(response.text, ‘html.parser’)

soup

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<li class=”menu-item menu-item-type- menu-item-object- menu-item-has-children menu-parent-item menu-item-15025 normal-menu” id=”menu-item-15025″><a><span>OUR COMPANY</span></a><i class=”fa sub-mark fa-angle-down” tabindex=”0″></i>

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<li class=”menu-item menu-item-type-post_type menu-item-object-page menu-item-19332″ id=”menu-item-19332″><a href=”https://thatware.co/ai-based-seo-blueprint/“><span>AI SEO BLUEPRINT</span></a></li>

<li class=”menu-item menu-item-type-custom menu-item-object-custom menu-item-22251″ id=”menu-item-22251″><a href=”https://www.youtube.com/watch?v=yE6bx2W3GU8“><span>AI-SEO Video</span></a></li>

<li class=”menu-item menu-item-type-custom menu-item-object-custom menu-item-22130″ id=”menu-item-22130″><a href=”https://thatware.co/reseller-partnership/“><span>Become Our Reseller</span></a></li>

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<li class=”menu-item menu-item-type-custom menu-item-object-custom menu-item-21815″ id=”menu-item-21815″><a href=”https://thatware.co/360-seo-package/“><span>360 Degree SEO Package</span></a></li>

<li class=”menu-item menu-item-type-post_type menu-item-object-post menu-item-23859″ id=”menu-item-23859″><a href=”https://thatware.co/enterprise-seo-pricing/“><span>Enterprise SEO Pricing</span></a></li>

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<li class=”menu-item menu-item-type-post_type menu-item-object-post menu-item-23860″ id=”menu-item-23860″><a href=”https://thatware.co/offpage-seo-pricing/“><span>Off-Page SEO Pricing Option</span></a></li>

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<!– #access –>

</header>

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<ul>

<li><h6>173,897,521</h6><p>$ Revenue<br/>Generated via SEO</p></li>

<li><h6>8,898,140</h6><p>Qualified Leads<br/>Generated</p></li>

</ul>

</div>

<!–<h5>AWARDED TOP RATED<br> PROFESSIONAL SEO<br> AGENCY BY<br>

<span class=”item-1″>CLUTCH</span> <span class=”item-2″>MANIFEST</span> <span class=”item-3″>SEM FIRMS</span></h5>–>

<!–<h5>AWARDED TOP RATED PROFESSIONAL SEO AGENCY BY <span>CLUTCH</span>, <span>MANIFEST</span>, <span>SEM FIRMS</span></h5>–>

<!–<h5>Future-Proof SEO: Amplify Visibility through <span>NLP</span>, <span>Semantics</span>, <span>Large Language Models (LLM)</span></h5>–>

<h5>Step into the Future of SEO: Amplify Visibility via <span>NLP</span>, <span>Semantics</span>, <span>Large Language Models (LLM)</span></h5>

</div>

<!–<p class=’seo-ts’>SEO</p>

<p class=’ds-ts’>DATA <br>SCIENCE</p>

<p class=’ml-ts’>MACHINE <br>LANGUAGE</p>–>

</div>

<h5>Pioneer the Fusion of SEO with Artificial Intelligence and Data Science – a World-First Innovation!</h5>

</div>

<h6>Revolutionary SEO: Infusing AI for Unmatched Results – Your Professional SEO Partner!</h6>

</div>

</div>

<h6>Recognized and Awarded Worldwide by 200+ Elite Media Houses, Including:

<li class=”heart”>Forbes Select 200</li>

<li class=”heart”>Clutch</li>

<li class=”heart”>BrightonSEO</li>

<li class=”heart”>GoodFirms</li>

<li class=”heart”>Entrepreneur</li>

<li class=”heart”>Manifest</li>

<li class=”heart”>STEVIE’S</li>

<li class=”heart”>Inventiva</li>

<!–<li class=”heart”>ECONOMIC TIMES</li>–>

</ul>

</h6></div>

</div>

<h2>GET A CUSTOMIZED SEO AUDIT & DIGITAL MARKETING STRATEGY FOR YOUR BUSINESS. START BY SHARING YOUR DETAILS BELOW!</h2>

</div>

</p>

</div><div aria-hidden=”true” class=”wpcf7-response-output”></div>

</form>

</div>

<h5>IF YOU WOULD LIKE TO DISCUSS YOUR SEO CHALLENGES, CONTACT US TODAY BY CLICKING THE LINK BELOW</h5>

<div class=”banner-btn”><a class=”shutter-btn” href=”https://thatware.co/contact-us“>CONTACT US</a></div>

</div>

<h2>AI SEO UNLOCKS THE GOOGLE MAZE</h2>

<p>8 years ago, we embarked on a journey to unravel the intricacies of the Google algorithm—a cryptic enigma begging to be deciphered. Consider it akin to unlocking a closely guarded secret, comparable only to the recipe of Coca Cola or the security measures surrounding the Crown Jewels of London.</p>

<p>To traverse the Google maze, we decided to rewrite the rules and carve our own path. Our strategy? Develop proprietary AI algorithms to adeptly monitor and navigate the evolving landscape of the Google algorithm. To date, we’ve pioneered an impressive portfolio of 753+ unique AI SEO algorithms, elevating the effectiveness and efficiency of our work.</p>

<p>While SEO teams globally have traditionally relied on three key strategies—on-site SEO optimization, backlink building, and content creation and optimization—we at Thatware AI SEO have rewritten the playbook.</p>

<p>Picture this scenario: Your company aspires to secure a coveted spot on page 1 for a strategic keyword. Like clockwork, you scrutinize competitors already occupying that space, pondering the age-old question: “How do I surpass my competitors?”</p>

<p>While conventional SEO companies diligently apply the core elements of on-site optimization, backlink building, and content creation, they often miss a crucial ingredient—Intelligent Guidance.</p>

<p>Here’s our differentiator: Our AI SEO algorithms generate unparalleled “intelligent guidance” unavailable to any other SEO agency globally, revolutionizing the game.</p>

<p>Here’s how it unfolds:</p>

<p>1. Our AI algorithms meticulously analyze your competitors’ sites.</p>

<p>2. They scrutinize your website.</p>

<p>3. They delve into the depths of the Google algorithm itself (yes, we use our AI to monitor Google’s AI).</p>

<p>4. Our AI algorithms provide precise, surgical instructions for implementing the essential aspects of SEO (on-site, backlinks, and content).</p>

<p>5. In essence, our AI SEO algorithms dictate EXACTLY WHAT TO DO to establish your site as the most authoritative for a given keyword, ensuring swift ascent to page 1.</p>

<p>A staggering 95% retention rate across 7400+ clients serves as irrefutable evidence of our success.</p>

</div>

<ul>

<li>

<h6>FASTER RESULTS</h6>

<p>Utilizing 753 proprietary AI algorithms, our SEO strategy implementation delivers improved SERP results more swiftly than any other SEO agency globally.</p>

</li>

<li>

<h6>NAVIGATING GOOGLE’S ALGORITHM CHANGES</h6>

<p>Google undergoes over 5000 changes to its algorithm each year. We leverage AI to empower our clients to seamlessly adapt to Google’s algorithmic shifts. Yes, our AI monitors Google’s AI.</p>

</li>

<li>

<h6>ENHANCED CUSTOMER JOURNEY</h6>

<p>Our AI SEO systems also contribute to optimizing customer journeys, enhancing user experiences, and maximizing ROI from marketing efforts.</p>

</li>

<li>

<h6>HUMAN-BASED THINKING</h6>

<p>Implementing advanced technical SEO operations such as chatbots and trend line identification greatly assists online businesses in providing human-based customer support. This, in turn, boosts revenue streams for online enterprises.</p>

</li>

<li>

<h6>PRECISE ROI TRACKING</h6>

<p>AI-based SEO ensures precise ROI tracking, involving real-time data tracking with high-level insights. Business owners can effectively measure SEO success with this approach.</p>

</li>

<li>

<h6>ENHANCED USER EXPERIENCE</h6>

<p>Leveraging artificial intelligence in search engine optimization allows website owners to elevate user experiences on their sites. Advanced data analytics discern user behavior and study patterns to enhance the intent of search queries, resulting in higher search engine rankings.</p>

</li>

<li>

<h6>PROACTIVE REPORTING</h6>

<p>Artificial intelligence aids in creating real-time reporting tables, correlating essential data and statistics for a powerful SEO campaign. Real-time reporting is crucial for running an effective SEO strategy.</p>

</li>

<li>

<h6>INTENT SATISFACTION</h6>

<p>Semantic engineering and information retrieval contribute to achieving proper intent satisfaction. This fundamental algorithm not only aligns with Google’s core principles but also ensures high-ranking positions for challenging keywords.</p>

</li>

<li>

<h6>PERFORMANCE GUARANTEE</h6>

<p>Advanced SEO strategies guarantee that a campaign achieves performance benchmarks, encompassing aspects such as keyword ranking, SERP visibility, organic traffic, brand value, and more.</p>

</li>

</ul>

</div>

<h2>SERVICES BY THATWARE</h2>

<p>There are numerous technical SEO companies worldwide, but Thatware stands out as the global leader with its AI-powered advanced SEO systems. From advanced off-page services to professional AI SEO solutions, no other agency possesses <strong>Thatware’s</strong> capabilities.</p>

<p>What distinguishes us is the 753 AI algorithms we’ve developed over the past 8 years. These AI tools provide cutting-edge technology, leveraging sophisticated data science, machine learning, semantic engineering, advanced search, and more.</p>

<p>In addition to AI SEO, the team at <strong>THATWARE</strong> offers a diverse range of services. Explore the options below and reach out to us to elevate your online marketing to a whole new level.</p>

</div>

<h2>ADVANCED SEO</h2>

<p>Experience the best practices of top-notch SEO standards with the perfect blend of search engineering. Our service model incorporates all our AI techniques, seamlessly integrating them with SEO to achieve greater success.</p>

</div>

<h2>Advanced Digital Marketing</h2>

<p>Utilizing the best data science practices for ROI-based marketing, we provide advanced data-driven strategies and cutting-edge techniques that can transform a small startup into a branded organization.</p>

</div>

<h2>Advanced Link Building</h2>

<p>Includes the implementation and execution of sophisticated link-building principles and strategies. Our advanced, cutting-edge link-building methods and techniques can contribute to achieving success.</p>

</div>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-braille”></i></div>–>

<!– <h2>AI Based search engine optimization</h2>–>

<!– <p>This is our unique service proposition. We make use of semantic engineering and NLP for getting standardized SEO’s implemented. In this model we offer many of our own invented artificial intelligence strategies.</p>–>

<!– <a href=”https://thatware.co/ai-based-seo-services/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-bold”></i></div>–>

<!– <h2>Branding, Paid Marketing</h2>–>

<!– <p>If you want to take your business into a whole new level with the help of paid marketing strategies like PPC, PR, Media, and etc. reach out to us. We will help you to reach your goal with our marketing strategies.</p>–>

<!– <a href=”https://thatware.co/branding-press-release-services/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-cc-mastercard”></i></div>–>

<!– <h2>Business Intelligence</h2>–>

<!– <p>Service which will help to uncover all the competitive best practices and strategies using data driven strategies and technicalities. We have an expert team of Business Intelligence to serve.</p>–>

<!– <a href=”https://thatware.co/business-intelligence-services/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-cubes”></i></div>–>

<!– <h2>Managed search engine optimization</h2>–>

<!– <p>This service model is designed and crafted for big companies and agencies. Example – Fortune companies, MNC’s and multi-national agencies. Here all the operations are custom and dedicatedly performed.</p>–>

<!– <a href=”https://thatware.co/managed-seo/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-area-chart”></i></div>–>

<!– <h2>One Time search engine optimization</h2>–>

<!– <p>This service model is designed and crafted for small businesses and start-ups. One-time SEO will help with getting all low hanging fruits resolved at best pricing which gives a positive effect on Digital Marketing.</p>–>

<!– <a href=”https://thatware.co/starter-seo-services/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<!–<div class=”thatware-services”>–>

<!– <div class=”serv-icon”><i class=”fa fa-handshake-o”></i></div>–>

<!– <h2>Reseller search engine optimization</h2>–>

<!– <p>This service model is designed and crafted for agencies who are looking to outsource their existing projects at affordable re-seller pricing. Our expert team of outsourcing can help to get the best deal out of the project.</p>–>

<!– <a href=”https://thatware.co/reseller-seo-services/” class=”shutter-btn”>Read More</a>–>

<!–</div>–>

<a class=”serv-btn shutter-btn” href=”https://thatware.co/services/“>VIEW ALL SERVICES</a>

</div>

<h2>Let Our Recognition Speak</h2>

</div>

<p>Brighton</p>

</div>

</div>

<p>Forbes</p>

</div>

<h2>CASE STUDIES</h2>

</div>

<h2>SUNRAY OPTICAL INC. (HEAVYGLARE EYEWEAR)</h2>

<p>Services Provided : Advanced SEO</p>

<p>The business marketing SEO model implemented for the above campaign is an advanced model. In other words, we executed top-notch search strategies with the right blend of Artificial Intelligence semantics, data science, advanced link building, and NLP. As a result, the following statistics were obtained:</p>

<ul>

<li><strong>1.5<sup>$MILLION</sup></strong><br/>In Sales</li>

<li><strong>600,000<sup>+</sup></strong><br/>Organic Sessions</li>

<li><strong>Over 50,00</strong><br/>Checkouts</li>

</ul>

</div>

<div class=”case-btn text-center”><a class=”shutter-btn” href=”https://thatware.co/case-studies/“>Read Complete Case</a></div>

</div>

<h2>VIDEO TESTIMONIALS</h2>

</div>

</div>

</div>

</div>

</div>

<h2>OUR CLIENTS</h2>

<p>We are acknowledged as one of the leading SEO firms globally. With that said, we provide the best SEO services tailored for both small businesses and large Fortune companies. Our clientele spans from local vendors to international billion-dollar corporations. Our SEO strategies for online businesses are advanced, and we offer tailor-made customized solutions to all our clients.</p>

<p>If you are seeking to hire a technical SEO expert or a search engine optimization consultant, THEN THATWARE is the right place for you. Our unique USP is one of a kind, making us the only advanced search company in the world that operates on AI and data science.</p>

<p>Allow us to serve you and elevate your online business to a whole new level. Become a part of our amazing portfolio. Join our family, where we work day and night to ensure the best-in-class service for your online needs.</p>

</div>

<ul>

</ul>

</div>

<li><a class=”shutter-btn” href=”https://thatware.co/faq/“>Generic FAQ’s</a></li>

</ul>

<!–<h2 class=”text-center”>FREQUENTLY ASKED QUESTIONS</h2>–>

</div>

<h3>SEND US YOUR THOUGHTS</h3>

</input></div>

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</p>

<p><label> <span class=”wpcf7-form-control-wrap” data-name=”menu-219″><select aria-invalid=”false” aria-required=”true” class=”wpcf7-form-control wpcf7-select wpcf7-validates-as-required” name=”menu-219″><option value=””>Choose service</option><option value=”Advanced SEO”>Advanced SEO</option><option value=”AI Based SEO”>AI Based SEO</option><option value=”Advanced Digital Marketing”>Advanced Digital Marketing</option><option value=”Fully Managed SEO”>Fully Managed SEO</option><option value=”Web Design and Dev”>Web Design and Dev</option><option value=”Graphic Designing”>Graphic Designing</option><option value=”Advanced Link Building”>Advanced Link Building</option><option value=”Software Development”>Software Development</option><option value=”Conversion Rate Optimization”>Conversion Rate Optimization</option><option value=”Social Media Marketing”>Social Media Marketing</option><option value=”Google Penalty Recovery”>Google Penalty Recovery</option><option value=”Local SEO”>Local SEO</option><option value=”Content Marketing”>Content Marketing</option><option value=”Content Writing”>Content Writing</option></select></span> </label>

</p>

<p><label> <span class=”wpcf7-form-control-wrap” data-name=”menu-220″><select aria-invalid=”false” aria-required=”true” class=”wpcf7-form-control wpcf7-select wpcf7-validates-as-required” name=”menu-220″><option value=””>Select budget</option><option value=”$0 – $500″>$0 – $500</option><option value=”$500 -$1000″>$500 -$1000</option><option value=”$1000 – $1500″>$1000 – $1500</option><option value=”$1500 – $2500″>$1500 – $2500</option><option value=”$2501 – $3500″>$2501 – $3500</option><option value=”$3501 -$5000″>$3501 -$5000</option><option value=”$5001 -$10000″>$5001 -$10000</option><option value=”$10000 +”>$10000 +</option></select></span> </label>

</p>

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<h2>GET IN TOUCH</h2>

<p>Fill out the contact form to reach our internet marketing experts in our company. If you want to inquire about affordable SEO packages or any other customized needs, please get in touch. We value and respond to each and every request that comes our way.</p>

</div>

</article>

</div><!– #mid –>

<footer class=”to-move narrow classic footer-separator” id=”footer”><div class=”foot-widgets five-col dark-sidebar”><div class=”foot-content clearfix”><div class=”widget widget_text” id=”text-26″><h3 class=”title”><span>Important Resources</span></h3> <div class=”textwidget”><p><a href=”https://thatware.co/privacy-policy/“>Privacy Policy</a><br>

<a href=”https://thatware.co/html-sitemap/“>HTML Sitemap</a><br>

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<a href=”https://thatware.co/whitepaper/“>WHITEPAPER</a><br>

<a href=”https://thatware.co/wp-content/uploads/2022/04/ThatWare-Corporate-Profile.pdf“>Company Deck</a><br>

<a href=”https://thatware.co/case-studies/“>Case Studies</a><br/>

<a href=”https://thatware.co/ai-implementations-seo/“>AI Implementations SEO</a><br/>

<a href=”https://thatware.co/ai-based-seo-blueprint/“>AI SEO Blueprint</a><br/>

<a href=”https://thatware.co/wp-content/uploads/2020/10/Mybettingdeals.com-Latest-Algorithm-update-presentation.pptx“>Algorithm Audit Sample</a><br/>

<a href=”https://www.youtube.com/watch?v=yE6bx2W3GU8“>AI-SEO Video</a></br></br></br></br></br></p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>SEO KNOWLEDGE BASE</p>

<ul>

<li><a href=”https://thatware.co/google-indexifembedded-tag/“>New Robot’s Tag</a><a href=”https://thatware.co/advanced-seo/“> </a></li>

<li><a href=”https://thatware.co/linked-domains/“>Linked Domains</a><a href=”https://thatware.co/advanced-seo/“> </a><br/>

<a href=”https://thatware.co/social-media-poll/“>Social Media Polling </a><br/>

<a href=”https://thatware.co/image-geotagging/“>Image Geo-tagging </a></li>

<li><a href=”https://thatware.co/topic-cluster/“>Topic Clustering</a></li>

<li><a href=”https://thatware.co/google-page-title-update/“>Google Title Re-write</a><br/>

<a href=”https://thatware.co/google-story/“>Google Story </a></li>

<li><a href=”https://thatware.co/author-schema/“>Author Schema</a></li>

<li><a href=”https://thatware.co/faq-schema/“>FAQ Schema</a></li>

<li><a href=”https://thatware.co/xml-audit/“>XML Audit</a></li>

<li><a href=”https://thatware.co/google-discover/“>Google Discover</a></li>

<li><a href=”https://thatware.co/favicon-optimization/“>Favicon Optimization</a></li>

<li><a href=”https://thatware.co/content-syndication/“>Content Syndication</a></li>

<li><a href=”https://thatware.co/google-analytics-goals/“>Goals in GA</a></li>

<li><a href=”https://thatware.co/domain-age/“>Domain Age</a></li>

<li><a href=”https://thatware.co/multilingual-seo/“>Multilingual SEO</a></li>

<li><a href=”https://thatware.co/share-of-voice/“>Share of Voice</a></li>

<li><a href=”https://thatware.co/url-inspection-api/“>URL INSPECTION API</a></li>

<li><a href=”https://thatware.co/sitewide-links/“>Sitewide Links</a></li>

<li><a href=”https://thatware.co/pogo-sticking/“>Pogo Sticking</a></li>

<li><a href=”https://thatware.co/crawler-directives/“>Crawler Directives</a></li>

<li><a href=”https://thatware.co/geographic-modifiers/“>Geographic Modifiers</a></li>

<li><a href=”https://thatware.co/5xx-status-codes/“>5xx Status Codes</a></li>

</ul>

<p style=”font-size: 13px; font-weight: 800; color: white;”>CORA SEO Sample</p>

<p><a href=”https://thatware.co/wp-content/uploads/2020/11/cora.pptx“>Download CORA report</a></p>

</div>

</div><div class=”widget widget_text” id=”text-27″><h3 class=”title”><span>Our Exclusive Services</span></h3> <div class=”textwidget”><p><a href=”https://thatware.co/digital-marketing-services/“>Digital Marketing</a><br/>

<a href=”https://thatware.co/link-building-services/“>Advanced Link Building</a><br/>

<a href=”https://thatware.co/advanced-seo-services/“>Advanced SEO</a><br/>

<a href=”https://thatware.co/ai-based-seo-services/“>AI Based SEO</a><br/>

<a href=”https://thatware.co/branding-press-release-services/“>Paid Marketing</a><br/>

<a href=”https://thatware.co/business-intelligence-services/“>Business Intelligence</a><br/>

<a href=”https://thatware.co/managed-seo/“>Fully Managed SEO</a><br/>

<a href=”https://thatware.co/conversion-rate-optimization/“>Conversion Funnel</a><br/>

<a href=”https://thatware.co/social-media-marketing/“>Social Media (SMM)</a><br/>

<a href=”https://thatware.co/google-penalty-recovery/“>Penalty Recovery</a><br/>

<a href=”https://thatware.co/local-business-seo-services/“>Local SEO (GMB)</a><br/>

<a href=”https://thatware.co/reseller-seo-services/“>Reseller SEO</a><br/>

<a href=”https://thatware.co/content-writing-services/“>Content Writing</a><br/>

<a href=”https://thatware.co/content-proofreading-services/“>Content Proofreading</a><br/>

<a href=”https://thatware.co/seo-consulting-services/“>SEO Consultation</a><br/>

<a href=”https://thatware.co/web-development-services/“>Web Development</a><br/>

<a href=”https://thatware.co/website-design-services/“>Web Designing</a><br/>

<a href=”https://thatware.co/chatbot-services/“>Chatbot Development</a><br/>

<a href=”https://thatware.co/ui-services/“>UI Development</a><br/>

<a href=”https://thatware.co/ux-services/“>UX Development</a><br/>

<a href=”https://thatware.co/app-development-services/“>App Development</a><br/>

<a href=”https://thatware.co/software-development-services/“>Software Development</a><br/>

<a href=”https://thatware.co/bug-testing-services/“>Bug Testing</a><br/>

<a href=”https://thatware.co/website-maintenance-services/“>Website Maintenance</a><br/>

<a href=”https://thatware.co/aws-managed-services/“>AWS Management</a><br/>

<a href=”https://thatware.co/technology-consulting-services/“>Tech Consultation</a><br/>

<a href=”https://thatware.co/graphic-design-services/“>Graphic Designing</a><br/>

<a href=”https://thatware.co/competitor-keyword-analysis/“>Competitor Research</a><br/>

<a href=”https://thatware.co/market-research-services/“>Market Research</a><br/>

<p><a href=”https://thatware.co/wp-content/uploads/2021/06/Extensive-SEO-Strategy.pptx“>Extensive SEO</a><br/>

<a href=”https://thatware.co/wp-content/uploads/2021/06/ThatWare-WorkFlow-Process.pptx“>Standard SEO</a><br/>

<a href=”https://thatware.co/wp-content/uploads/2021/06/ThatWare-AI-SEO-WorkFlow.pptx“>AI-Driven SEO</a><br/>

<a href=”https://thatware.co/wp-content/uploads/2021/06/Backlink-Extensive-Plan.pptx“>Backlink Technique’s</a><br/>

<a href=”https://thatware.co/wp-content/uploads/2021/06/ASO-Marketing-Strategy.pptx“>ASO WorkFlow</a></p>

</div>

</div><div class=”widget widget_text” id=”text-28″><h3 class=”title”><span>SEO Services by Industry</span></h3> <div class=”textwidget”><p><a href=”https://thatware.co/igaming-casino-seo-services/“>iGaming & Casino SEO</a><br/>

<a href=”https://thatware.co/accounting-firms-seo-services/“>SEO for Financial Industry</a><br/>

<a href=”https://thatware.co/law-firm-seo-services/“>SEO for legal services</a><br/>

<a href=”https://thatware.co/weight-loss-diet-seo-services/“>SEO for weight loss</a><br/>

<a href=”https://thatware.co/travel-seo-services/“>SEO for Travel</a><br/>

<a href=”https://thatware.co/real-estate-seo-services/“>SEO for real estate</a><br/>

<a href=”https://thatware.co/ecommerce-seo-services/“>SEO for ecommerce</a><br/>

<a href=”https://thatware.co/forex-seo-services/“>SEO for Forex</a><br/>

<a href=”https://thatware.co/cryptocurrency-seo-services/“>SEO for Crypto</a><br/>

<a href=”https://thatware.co/pharmaceutical-seo-services/“>SEO for Pharma</a><br/>

<a href=”https://thatware.co/seo-for-healthcare-industry/“>SEO for Health care</a><br/>

<a href=”https://thatware.co/dating-swinger-social-seo-services/“>SEO for Dating</a><br/>

<a href=”https://thatware.co/seo-services-website-security/“>SEO for Cyber Security</a></p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Media Links</p>

<p><a href=”http://blog.stevieawards.com/blog/artificial-intelligence-advances-digital-marketing“>Stevie Awards</a><br/>

<a href=”https://www.hindustantimes.com/brand-post/thatware-pioneers-advanced-seo-with-ai-powered-digital-arketing/story-2Y5Yc80BBjUIJl3tOhiyOL.html“>Hindustan Times</a><br/>

<a href=”https://economictimes.indiatimes.com/tech/software/meet-tuhin-banik-guy-whos-changing-the-digital-marketing-landscape-using-artificial-intelligence/articleshow/68609758.cms“>Economic Times</a><br/>

<a href=”https://timesofindia.indiatimes.com/business/india-business/this-is-how-digital-marketing-is-getting-changed-with-the-help-of-artificial-intelligence/articleshow/69229197.cms“>Times Of India</a><br/>

<a href=”https://www.forbesindia.com/article/brand-connect/thatware-is-redefining-digital-marketing-with-artificial-intelligence/55681/1“>Forbes</a><br/>

<a href=”https://www.dailypioneer.com/2020/state-editions/tuhin-banik-bags-bronze-medal-at-int—l-business-awards-in-austria.html“>Pioneer</a><br/>

<a href=”https://www.businesswireindia.com/thatware-llp-plans-major-global-expansion-as-ai-based-digital-marketing-witnesses-unprecedented-growth-65587.html“>Business Wire</a></p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Verifications</p>

</div>

</div><div class=”widget widget_text” id=”text-30″><h3 class=”title”><span>Indian State Based SEO Services</span></h3> <div class=”textwidget”><p><a href=”https://thatware.co/seo-company-india/“>SEO Services India</a><br/>

<a href=”https://thatware.co/seo-company-chennai/“>SEO Services Chennai</a><br/>

<a href=”https://thatware.co/seo-company-delhi/“>SEO Services Delhi</a><br/>

<a href=”https://thatware.co/seo-company-gurgaon/“>SEO Services Gurgaon</a><br/>

<a href=”https://thatware.co/seo-company-hyderabad/“>SEO Services Hyderabad</a><br/>

<a href=”https://thatware.co/seo-services-kolkata/“>SEO Services Kolkata</a><br/>

<a href=”https://thatware.co/seo-company-lucknow/“>SEO Services Lucknow</a><br/>

<a href=”https://thatware.co/seo-company-mumbai/“>SEO Services Mumbai</a><br/>

<a href=”https://thatware.co/seo-company-noida/“>SEO Services Noida</a><br/>

<a href=”https://thatware.co/seo-company-pune/“>SEO Services Pune</a><br/>

<a href=”https://thatware.co/seo-services-bangalore/“>SEO Services Bangalore</a><br/>

<a href=”https://thatware.co/seo-services-gujarat/“>SEO Services Gujarat</a><br/>

<a href=”https://thatware.co/seo-services-ahmedabad/“>SEO Ahmedabad</a><br/>

<a href=”https://thatware.co/seo-services-surat/“>SEO Services Surat</a><br/>

<a href=”https://thatware.co/seo-company-tamil-nadu/“>SEO Services Tamil Nadu</a></p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Country Based SEO Services</p>

<p><a href=”https://thatware.co/seo-services-australia/“>SEO Services Australia</a><br/>

<a href=”https://thatware.co/seo-services-canada/“>SEO Services Canada</a><br/>

<a href=”https://thatware.co/seo-services-europe/“>SEO Services Europe</a><br/>

<a href=”https://thatware.co/seo-services-israel/“>SEO Services Israel </a><br/>

<a href=”https://thatware.co/seo-services-new-zealand/“>SEO Services NZ</a><br/>

<a href=”https://thatware.co/seo-services-south-africa/“>SEO Services Africa</a><br/>

<a href=”https://thatware.co/seo-services-uae/“>SEO Services UAE</a><br/>

<a href=”https://thatware.co/seo-services-uk/“>SEO Services UK</a><br/>

<a href=”https://thatware.co/seo-services-usa/“>SEO Services USA</a></p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>DIY SEO Practices</p>

<a href=”https://thatware.co/google-my-business/“>DIY GMB Guide</a><br/>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Our Strategy Partner</p>

<p><a href=”https://thatware.io/“>THATWARE IO</a></p>

<p><a href=”https://www.webtool.co/“>WebTool</a></p>

</div>

</div><div class=”widget widget_text” id=”text-21″><h3 class=”title”><span>ADDress</span></h3> <div class=”textwidget”><p style=”font-size: 13px; font-weight: 800; color: white;”>India Office 1:</p>

<div class=”contact-address”>ThatWare LLP, Arunava Sarani, Sukriti Apartment – G Floor, North Ghosh Para, Bally, Howrah – 711227 Nearest Landmark:- Bally Halt Utsav Lodge</div>

<p style=”font-size: 13px; font-weight: 800; color: white;”>India Office 2:</p>

<div class=”contact-address”>ThatWare LLP, DC Neogi Road, Srijoni Apartment – G Floor, North Ghosh Para, Bally, Howrah – 711227</div>

<div class=”contact-email”><i class=”fa fa-envelope”></i><a href=”info@thatware.co”>info@thatware.co</a></div>

<div>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Dubai ADDRESS :</p>

<p>Al Asayel St – Al Furjan – Dubai – United Arab Emirates</p>

<p>GMZ-F01-104, Danube Gemz</p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>UK ADDRESS :</p>

<p>71-75 Shelton Street Covent Garden London WC2H 9JQ ENGLAND</p>

</div>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Our AI-SEO technology is Patent protected with Patent Filing Number: 202131021713</p>

<p style=”font-size: 13px; font-weight: 800; color: white;”>Thatware LLP is also protected under Intellectual property: CBR IP 6979</p>

</div>

</div></div>

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keyboard_arrow_down

4. Removing Unnecessary Parts

for script_or_style in soup([‘script’, ‘style’]):

script_or_style.decompose()

Explanation: Websites often have things like scripts (which make the site interactive) and styles (which make it look nice). These aren’t useful for us when we just want the text, so we remove them. The decompose() method completely removes these parts from the content. Imagine you’re looking at a book, and you just want to read the words without the pictures or decorations—this step helps us do that.

[ ]

# Remove <script> and <style> tags to clean up the text content

for script_or_style in soup([‘script’, ‘style’]):

script_or_style.decompose()

keyboard_arrow_down

5. Extracting the Text

text = soup.get_text()

Explanation: Now that we’ve cleaned up the website content, we use get_text() to pull out just the text. This is like copying all the words from a webpage into a blank document, ignoring everything else like images, buttons, and links.

[ ]

# Extract the text content from the cleaned HTML

text = soup.get_text()

text

keyboard_arrow_down

8. Cleaning Up the Text

text = re.sub(r’\s+’, ‘ ‘, text).strip()

Explanation: After getting the text, there might be a lot of extra spaces or new lines (like when you press Enter in a document). This line cleans all that up:
- re.sub(r’\s+’, ‘ ‘, text): This part replaces all the extra spaces and new lines with a single space, making the text look neat.
- .strip(): This removes any extra spaces from the beginning or end of the text, ensuring the text starts and ends cleanly.

Step-by-Step Explanation

1. Understanding \s+

Explanation: The \s is a special pattern in regular expressions (regex) that matches any whitespace character. This includes:
- Space
- Tabs (like when you press the “Tab” key)
- Newline characters (like when you press “Enter”)
The + sign means “one or more” of these characters. So \s+ will match any sequence of one or more whitespace characters.

Example:

Input: “This is a sentence.”
Matched by \s+: It will match the double space between “This” and “is”, as well as the triple space between “is” and “a”.

2. Using re.sub() to Replace

Explanation:

Input: “This is a sentence.”
Output: “This is a sentence.”
What Happened: The multiple spaces between words were replaced by a single space.

3. Using .strip() to Remove Leading and Trailing Spaces

Example Before strip():
Input: ” This is a sentence. “
Output After strip(): “This is a sentence.”
What Happened: The extra spaces at the start and end of the string were removed.

Putting It All Together

Original Text

text = ” This is a sample text. “

What the text looks like: There are multiple spaces between words and extra spaces at the beginning and end.

Applying the re.sub() Part

text = re.sub(r’\s+’, ‘ ‘, text)
After re.sub: The text becomes ” This is a sample text. “
What happened: All the multiple spaces between words were replaced by a single space.

[ ]

# Clean the text by removing extra spaces, tabs, and newlines

text = re.sub(r’\s+’, ‘ ‘, text).strip()

text

keyboard_arrow_down

1. Breaking the Text into Sentences

sentences = sent_tokenize(text)

Explanation: The first step in the function is to break the text into sentences using sent_tokenize. This means that if you give the function a paragraph, it will split it into separate sentences.

Example:

Input Text: “Hello world. This is an example sentence.”
Output After sent_tokenize: [“Hello world.”, “This is an example sentence.”]
What Happened: The paragraph was split into two sentences.

2. Breaking Sentences into Words and Converting to Lowercase

tokenized_sentences = [word_tokenize(sentence.lower()) for sentence in sentences]

Explanation: This line does two important things:

sentence.lower(): Converts each sentence to lowercase. This makes sure that words like “Hello” and “hello” are treated as the same word, ignoring case differences.
word_tokenize(sentence.lower()): Breaks each sentence into individual words. This means that each sentence is split into the words that make it up.

Example:

Input Sentences: [“Hello world.”, “This is an example sentence.”]
Output After word_tokenize: [[“hello”, “world”, “.”], [“this”, “is”, “an”, “example”, “sentence”, “.”]]
What Happened: Each sentence was split into words, and everything was converted to lowercase.

[ ]

# Get the list of stopwords from NLTK

stop_words = set(stopwords.words(‘english’))

# Split the text into sentences

sentences = sent_tokenize(text)

# Split each sentence into words, convert them to lowercase, and remove stopwords

tokenized_sentences = [

[word for word in word_tokenize(sentence.lower()) if word not in stop_words]

for sentence in sentences

]

tokenized_sentences

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‘-‘,

‘ai’,

‘powered’,

‘seo’,

‘&’,

‘best’,

‘advanced’,

‘seo’,

‘agency’,

‘services’,

‘advanced’,

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‘advanced’,

‘digital’,

‘marketing’,

‘advanced’,

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‘seo’,

‘business’,

‘intelligence’,

‘paid’,

‘marketing’,

‘google’,

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‘optimization’,

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‘(‘,

‘saas’,

‘)’,

‘mobile’,

‘web’,

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‘services’,

‘ux’,

‘design’,

‘services’,

‘ui’,

‘services’,

‘chatbot’,

‘services’,

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‘design’,

‘services’,

‘ai’,

‘?’],

[‘company’,

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‘ai’,

‘case’,

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‘blueprint’,

‘ai-seo’,

‘video’,

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‘reseller’,

‘corporate’,

‘deck’,

‘seo’,

‘faq’,

‘’’,

‘clients’,

‘faq’,

‘blogs’,

‘contact’,

‘pricing’,

‘360’,

‘degree’,

‘seo’,

‘package’,

‘enterprise’,

‘seo’,

‘pricing’,

‘outsource’,

‘seo’,

‘difference’,

‘enterprise’,

‘360’,

‘degree’,

‘seo’,

‘packages’,

‘off-page’,

‘seo’,

‘pricing’,

‘option’,

‘infomain’,

‘menu’,

‘home’,

‘173,897,521’,

‘$’,

‘revenuegenerated’,

‘via’,

‘seo’,

‘8,898,140qualified’,

‘leadsgenerated’,

‘step’,

‘future’,

‘seo’,

‘:’,

‘amplify’,

‘visibility’,

‘via’,

‘nlp’,

‘,’,

‘semantics’,

‘,’,

‘large’,

‘language’,

‘models’,

‘(‘,

‘llm’,

‘)’,

‘pioneer’,

‘fusion’,

‘seo’,

‘artificial’,

‘intelligence’,

‘data’,

‘science’,

‘-‘,

‘world-first’,

‘innovation’,

‘!’],

[‘revolutionary’,

‘seo’,

‘:’,

‘infusing’,

‘ai’,

‘unmatched’,

‘results’,

‘-‘,

‘professional’,

‘seo’,

‘partner’,

‘!’],

[‘recognized’,

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‘worldwide’,

‘200+’,

‘elite’,

‘media’,

‘houses’,

‘,’,

‘including’,

‘:’,

‘forbes’,

‘select’,

‘200’,

‘clutch’,

‘tedx’,

‘brightonseo’,

‘goodfirms’,

‘entrepreneur’,

‘manifest’,

‘stevie’,

“‘s”,

‘inventiva’,

‘get’,

‘customized’,

‘seo’,

‘audit’,

‘&’,

‘digital’,

‘marketing’,

‘strategy’,

‘business’,

‘.’],

[‘start’, ‘sharing’, ‘details’, ‘!’],

[‘would’,

‘like’,

‘discuss’,

‘seo’,

‘challenges’,

‘,’,

‘contact’,

‘us’,

‘today’,

‘clicking’,

‘link’,

‘contact’,

‘us’,

‘ai’,

‘seo’,

‘unlocks’,

‘google’,

‘maze’,

‘8’,

‘years’,

‘ago’,

‘,’,

’embarked’,

‘journey’,

‘unravel’,

‘intricacies’,

‘google’,

‘algorithm—a’,

‘cryptic’,

‘enigma’,

‘begging’,

‘deciphered’,

‘.’],

[‘consider’,

‘akin’,

‘unlocking’,

‘closely’,

‘guarded’,

‘secret’,

‘,’,

‘comparable’,

‘recipe’,

‘coca’,

‘cola’,

‘security’,

‘measures’,

‘surrounding’,

‘crown’,

‘jewels’,

‘london’,

‘.’],

[‘traverse’,

‘google’,

‘maze’,

‘,’,

‘decided’,

‘rewrite’,

‘rules’,

‘carve’,

‘path’,

‘.’],

[‘strategy’, ‘?’],

[‘develop’,

‘proprietary’,

‘ai’,

‘algorithms’,

‘adeptly’,

‘monitor’,

‘navigate’,

‘evolving’,

‘landscape’,

‘google’,

‘algorithm’,

‘.’],

[‘date’,

‘,’,

“‘ve”,

‘pioneered’,

‘impressive’,

‘portfolio’,

‘753+’,

‘unique’,

‘ai’,

‘seo’,

‘algorithms’,

‘,’,

‘elevating’,

‘effectiveness’,

‘efficiency’,

‘work’,

‘.’],

[‘seo’,

‘teams’,

‘globally’,

‘traditionally’,

‘relied’,

‘three’,

‘key’,

‘strategies—on-site’,

‘seo’,

‘optimization’,

‘,’,

‘backlink’,

‘building’,

‘,’,

‘content’,

‘creation’,

‘optimization—we’,

‘thatware’,

‘ai’,

‘seo’,

‘rewritten’,

‘playbook’,

‘.’],

[‘picture’,

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‘:’,

‘company’,

‘aspires’,

‘secure’,

‘coveted’,

‘spot’,

‘page’,

‘1’,

‘strategic’,

‘keyword’,

‘.’],

[‘like’,

‘clockwork’,

‘,’,

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‘competitors’,

‘already’,

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‘space’,

‘,’,

‘pondering’,

‘age-old’,

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‘“’,

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‘?’,

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[‘conventional’,

‘seo’,

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‘apply’,

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‘,’,

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‘building’,

‘,’,

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‘,’,

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‘guidance’,

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‘:’,

‘ai’,

‘seo’,

‘algorithms’,

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‘unparalleled’,

‘“’,

‘intelligent’,

‘guidance’,

“””,

‘unavailable’,

‘seo’,

‘agency’,

‘globally’,

‘,’,

‘revolutionizing’,

‘game’,

‘.’],

[“‘s”, ‘unfolds’, ‘:’, ‘1’, ‘.’],

[‘ai’,

‘algorithms’,

‘meticulously’,

‘analyze’,

‘competitors’,

“‘”,

‘sites’,

‘.’],

[‘2’, ‘.’],

[‘scrutinize’, ‘website’, ‘.’],

[‘3’, ‘.’],

[‘delve’,

‘depths’,

‘google’,

‘algorithm’,

‘(‘,

‘yes’,

‘,’,

‘use’,

‘ai’,

‘monitor’,

‘google’,

“‘s”,

‘ai’,

‘)’,

‘.’],

[‘4’, ‘.’],

[‘ai’,

‘algorithms’,

‘provide’,

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‘,’,

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‘aspects’,

‘seo’,

‘(‘,

‘on-site’,

‘,’,

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‘,’,

‘content’,

‘)’,

‘.’],

[‘5’, ‘.’],

[‘essence’,

‘,’,

‘ai’,

‘seo’,

‘algorithms’,

‘dictate’,

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‘,’,

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‘page’,

‘1’,

‘.’],

[‘staggering’,

’95’,

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‘success’,

‘.’],

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‘results’,

‘utilizing’,

‘753’,

‘proprietary’,

‘ai’,

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‘.’],

[‘navigating’,

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‘.’],

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keyboard_arrow_down

1. Importing the Word2Vec Library

from gensim.models import Word2Vec

Explanation: The first thing we do is import the Word2Vec tool from the gensim library. This tool helps us create a model that understands the relationships between words based on how they are used in sentences. Think of it as teaching the computer how to recognize that words like “dog” and “puppy” are related because they often appear in similar situations.

2. Training the Word2Vec Model

model = Word2Vec(sentences=tokenized_sentences, vector_size=100, window=5, min_count=1, workers=4)

Explanation: This line is where the actual training takes place. We build a Word2Vec model by feeding it our tokenized sentences and setting specific parameters. Here’s what each part means:

sentences=tokenized_sentences: This directs the model to learn from the provided sentences, where each sentence is a list of words, allowing the model to analyze how these words appear together.
vector_size=100: Words are converted into vectors—lists of numbers that represent a word’s meaning. Setting vector_size=100 means each word is represented by 100 numbers. A higher number captures more detail but requires more computational power.
window=5: This specifies the “window” size, or the number of words before and after the target word that the model considers. With a window size of 5, the model examines the 5 words preceding and following the target word to understand its context. A larger window means the model takes into account a wider context.
min_count=1: This parameter instructs the model to include all words that appear at least once in the text. If this number were set higher, the model would ignore less frequent words, focusing only on more common ones.
workers=4: This tells the computer to use 4 CPU cores for training the model, speeding up the process.

Example:

Suppose we have the following tokenized sentences:

tokenized_sentences = [
[“the”, “cat”, “sat”, “on”, “the”, “mat”],
[“the”, “dog”, “barked”, “at”, “the”, “cat”],
[“the”, “cat”, “chased”, “the”, “mouse”] ]
The Word2Vec model will learn that “cat” is often near words like “sat”, “mat”, “dog”, and “mouse”. It will create a vector (a list of numbers) for “cat” that captures these relationships.

Explanation: This trained model can now be used to find out how similar different words are, or to understand the context in which words are used.

Example:

Once the model is trained, you can ask it questions like “What words are similar to ‘cat’?” and it might answer with “dog”, “mouse”, or “pet” based on the context it learned from the sentences.

[nltk_data] Downloading package punkt to /root/nltk_data…

[nltk_data] Package punkt is already up-to-date!

[nltk_data] Downloading package stopwords to /root/nltk_data…

[nltk_data] Package stopwords is already up-to-date!

Vector for the word ‘seo’:

[-1.78686879e-03 1.27924746e-03 5.19233290e-03 8.99612997e-03

-9.19000432e-03 -9.17629991e-03 7.51689123e-03 1.22698583e-02

-6.20630383e-03 -4.67381906e-03 6.54071756e-03 -3.36894067e-03

-4.76285303e-03 6.43503433e-03 -4.65196418e-03 -2.46845745e-03

3.44370888e-03 1.74699439e-04 -8.33628792e-03 -1.24707511e-02

8.03449936e-03 6.08580979e-03 6.84398133e-03 6.18427177e-04

6.05642330e-03 -2.94890860e-03 -2.57145637e-03 5.27323503e-03

-8.33064225e-03 -3.82944569e-03 -5.56121068e-03 -6.07134483e-04

1.06084896e-02 -7.75583880e-03 -3.37055838e-03 -7.22634024e-04

8.58526677e-03 -7.04919035e-03 -1.46026840e-03 -7.42772175e-03

-1.01934317e-02 4.55531711e-03 -8.79405811e-03 -4.74975724e-03

1.11040357e-03 -9.04066372e-04 -8.42820480e-03 1.01898331e-02

6.58653909e-03 1.01182284e-02 -7.88378250e-03 3.40578193e-03

-4.30685747e-03 2.48141092e-04 7.60090491e-03 -3.61191621e-03

5.62928896e-03 -6.97219465e-03 -5.15582692e-03 9.66196880e-03

-1.07263634e-03 7.10928114e-04 -4.59775468e-03 -8.41843244e-03

-2.80521787e-03 3.30615533e-03 -7.91264523e-04 6.96196640e-03

-4.61417902e-03 3.21226986e-03 4.99007525e-03 8.45403969e-03

4.32282177e-05 -9.86163039e-03 5.04119042e-03 1.22084678e-03

7.46060768e-03 -9.46616754e-04 -4.10200749e-03 -8.39910563e-03

-1.74226053e-03 2.57051759e-03 4.76380577e-03 9.37410351e-03

-5.74897509e-03 2.15628371e-03 6.40814705e-03 -3.02312151e-03

-1.83040125e-03 7.43375625e-03 3.41273705e-03 2.67608761e-04

3.83992121e-03 3.01946307e-06 1.23259295e-02 6.66429009e-03

-8.48834775e-03 -8.54169484e-03 1.66474027e-03 6.17225375e-03]

Words most similar to ‘seo’:

often: 0.3763

also: 0.3342

market: 0.2967

social: 0.2703

local: 0.2695

on-page: 0.2660

business: 0.2543

conversion: 0.2522

thatware: 0.2425

base: 0.2348

Vector for the word ‘services’:

[-0.00056035 0.00362433 -0.00680295 -0.0014445 0.00787274 0.00643158

-0.00308106 0.00441284 -0.0090551 0.00578729 -0.00515709 -0.00413377

0.00933513 0.00074531 0.00761924 -0.00650649 0.00538976 0.00942486

-0.00848091 -0.00670258 -0.00674635 -0.0043466 -0.00374887 -0.00861437

0.0077065 -0.00469685 0.00764117 0.00498142 -0.00703331 0.00392296

0.00652097 -0.0072051 -0.006839 -0.002598 -0.00923697 -0.00081271

-0.00028048 0.00266096 0.00064379 -0.0022107 -0.00591199 0.00149167

-0.00089331 0.00677651 0.00465797 0.00417531 0.00101961 -0.00244566

-0.00352523 -0.00061253 0.00166235 -0.00321234 -0.00712278 -0.00807955

-0.00958485 -0.00545231 -0.00124834 -0.00443539 -0.00742445 -0.00357129

0.00445157 -0.00338901 0.0081042 0.00105417 -0.00806782 0.00988397

0.00757161 0.00629136 -0.00790827 0.00630296 0.00374771 0.00520978

0.00498915 0.00155122 -0.00277489 0.00864631 0.00971357 0.00378732

-0.00359701 0.0001548 0.00072469 -0.00856661 -0.00869309 0.00101233

0.00124125 -0.00564059 -0.00443056 -0.00635287 0.00914891 0.00049455

-0.00368502 0.00571742 0.00935639 -0.0042464 0.00938938 0.0061244

0.00614718 -0.00040795 0.00861781 -0.0071202 ]

Words most similar to ‘services’:

customer: 0.3942

home: 0.2732

revenuegenerated: 0.2641

ahmedabad: 0.2587

recognized: 0.2511

night: 0.2375

artificial: 0.2330

marketing: 0.2259

thatware.co: 0.2247

semantics: 0.2188

Vector for the word ‘marketing’:

[-9.97756515e-03 9.31469724e-03 4.12908895e-03 9.13058128e-03

6.68092258e-03 2.30257516e-03 1.01937726e-02 -3.36365798e-03

-7.07490835e-03 4.01463406e-03 3.49398004e-03 -6.22347649e-03

9.69821122e-03 -3.66277597e-03 9.56618786e-03 6.32026116e-04

-6.12005638e-03 -2.27244920e-03 -7.33750826e-03 -3.81961861e-03

1.24366314e-03 9.71032213e-03 9.42245405e-03 -6.70684269e-03

3.30509525e-03 2.44213128e-03 -2.97714584e-03 -9.49768443e-03

7.29618827e-04 -8.14382080e-03 6.93196617e-03 -5.75404661e-03

5.89818694e-03 9.62945726e-03 -4.80049435e-04 4.84704087e-03

-1.75496622e-03 6.99594244e-03 3.48618254e-03 -9.85577330e-03

-2.59953202e-03 3.51878325e-03 -1.26671424e-04 -1.33147277e-03

-7.00747943e-04 -1.85562146e-03 3.37256875e-04 4.28818306e-03

-3.78259178e-03 -3.60341347e-03 4.91510727e-05 -2.78415246e-05

-2.31190032e-04 -4.98569477e-03 3.97536019e-03 -1.95419206e-03

2.44009262e-03 5.52004087e-04 5.44089964e-03 -6.79000979e-03

-6.72625005e-03 -4.40931879e-03 9.36667807e-03 -1.82227488e-03

-9.89403669e-03 -2.49661796e-04 -4.43540933e-03 6.34834357e-03

-1.02293156e-02 3.09531530e-03 -9.45207942e-03 1.24614011e-03

6.47946633e-03 7.16905668e-03 -7.45706074e-03 -5.87953487e-03

-6.83775125e-03 -7.89018814e-03 -9.86448955e-03 -2.07886053e-03

-1.19805580e-03 -7.37879705e-03 6.60014385e-03 1.84783421e-03

5.80370752e-03 1.57470454e-03 8.56919098e-04 -6.88455394e-03

-1.82984653e-03 4.39052423e-03 -4.52278834e-03 1.05786114e-03

2.97021936e-03 -1.62867585e-03 1.07323155e-02 8.74525961e-03

2.56589591e-03 6.61892351e-03 6.05261186e-03 -5.65656554e-03]

Words most similar to ‘marketing’:

mint: 0.3349

hire: 0.3321

intelligence: 0.3042

offer: 0.2845

instructions: 0.2798

ago: 0.2665

approach: 0.2534

research: 0.2529

corporate: 0.2361

7400+: 0.2348

Vector for the word ‘development’:

[-0.00782531 0.0045762 0.00209694 0.00749355 -0.004737 -0.00516026

-0.00589434 0.00448771 -0.00487395 0.00839925 -0.00472153 -0.00993158

-0.00484618 0.0062221 -0.00638965 -0.00565298 -0.00723502 0.00553573

0.00336923 0.00202161 -0.00299716 0.00636161 -0.00620179 -0.00196442

-0.00611652 -0.00095167 -0.00243304 0.0083074 -0.00028259 -0.00871325

-0.00453636 -0.00671864 0.00306708 0.00947335 -0.00617487 0.00870119

0.00861424 -0.00774878 -0.00919557 0.00861413 0.00807305 -0.00495039

-0.00679105 0.00789837 0.00408964 0.00789068 -0.00776339 -0.00952135

0.00217418 -0.00975589 -0.00461657 -0.00390625 0.00960847 0.00842345

-0.00306142 0.00623936 0.00884176 -0.00235378 0.00888154 0.00729537

0.00200087 -0.0035534 -0.00536945 -0.00367649 0.00746111 -0.00591245

-0.00299183 0.00976917 0.00290936 0.00637559 -0.00828852 -0.00060425

0.00619571 -0.00495129 0.00780166 0.00959568 -0.00024792 -0.0023

-0.00127755 -0.00571334 -0.00876822 -0.00155698 -0.00284833 0.00532741

-0.00697984 0.00548807 -0.00680024 -0.00719261 0.0090271 0.00908047

-0.00322801 0.00375067 -0.00559796 -0.00890549 -0.00461164 0.00739889

0.00664951 0.00875989 0.00741003 0.00674852]

Words most similar to ‘development’:

halt: 0.3156

revenue: 0.2858

spot: 0.2760

blog: 0.2351

integrating: 0.2288

funnel: 0.2274

software: 0.2262

sarani: 0.2242

needs: 0.2239

navigate: 0.2179

[nltk_data] Downloading package punkt to /root/nltk_data…

[nltk_data] Unzipping tokenizers/punkt.zip.

[nltk_data] Downloading package stopwords to /root/nltk_data…

[nltk_data] Unzipping corpora/stopwords.zip.

Analyzing content from: https://thatware.co/