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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Autonomous Cyber AI</title>
<meta name="viewport" content="width=device-width, initial-scale=1">
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<!-- google fonts -->
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</head>
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<body id="top">
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<div class="container">
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<button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse">
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<h1 class="navbar-brand">
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<nav class="collapse navbar-collapse navbar-right" role="navigation">
<ul id="nav" class="nav navbar-nav menu">
<li><a href="#top">Home</a></li>
<li><a href="#domains">Domains</a></li>
<li><a href="#milestones">Milestone</a></li>
<li><a href="#document">Document</a></li>
<li><a href="#presentaion">Presentation</a></li>
<li><a href="#team">Team</a></li>
<li><a href="#contact-form">Contact</a></li>
</ul>
</nav>
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</div>
</header>
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<section id="banner">
<div class="overlay gr-overlay"></div>
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<div class="row">
<div class="col-lg-12 m-auto text-center col-sm-12 col-md-12">
<div class="block">
<img src="./img/logo.png" alt="ACAI Logo">
<h1>We Provide Anomaly Detection Based NIDS for Everyone.</h1>
<div class="buttons">
<a id="scroll" href="#domains" class="btn btn-learn">EXPLORE</a>
</div>
</div>
</div>
</div>
</div>
<div class="scrolldown">
<a id="scroll2" href="#domains" class="scroll"></a>
</div>
</section>
<!-- Domain section -->
<section id="domains">
<div class="container">
<div class="row">
<div class="title wow zoomIn" data-wow-delay="0.3s">
<h2>Domains</h2>
<p>Discover about the Autonomous Cyber AI</p>
</div>
<div class="tabs-container">
<div class="tabs-block">
<div id="tabs-section" class="tabs">
<ul class="tab-head">
<li>
<a href="#tab-1" class="tab-link active l1"> <span class="tab-icons"><img src="./img/icons/literature.png" alt=""></span> <span class="tab-label">Literature</span></a>
</li>
<li>
<a href="#tab-2" class="tab-link"> <span class="tab-icons"><img src="./img/icons/magnifying-glass.png" alt=""></span> <span class="tab-label">Research Problem</span></a>
</li>
<li>
<a href="#tab-3" class="tab-link"> <span class="tab-icons"><img src="./img/icons/objective.png" alt=""></span> <span class="tab-label">Objectives</span></a>
</li>
<li>
<a href="#tab-4" class="tab-link"> <span class="tab-icons"><img src="./img/icons/idea1.png" alt=""></span> <span class="tab-label">Solution</span></a>
</li>
<li>
<a href="#tab-5" class="tab-link l4"> <span class="tab-icons"><img src="./img/icons/technology.png" alt=""></span> <span class="tab-label">Technologies</span></a>
</li>
</ul>
<section id="tab-1" class="tab-body entry-content active active-content">
<span class="tab-sec-icons"><img src="./img/icons/literature2.png" alt=""></span>
<h2>Literature</h2>
<p id="less-view" style="display:block;">With the advancement in technology which has made huge advances in packet capture and has designed both software and hardware solutions to capture packets across the network, this research mainly focuses on network data which are gathered from multiple sources. It also focuses on the security of the network where the data transmitted over the communication medium should be well secured
since there is a possibility of man in the middle attack where the hacker could obtain the data and re-insert a false message. It is needed to make sure that data is being collected from various sources are used for network monitoring. The authors have found that DAG technology is used as a hardware solution since it can capture 100G of packet size but due to its high cost compared to
software solution, it is considered inefficient.
</p>
<p id="more-view" style="display:none;">With the advancement in technology which has made huge advances in packet capture and has designed both software and hardware solutions to capture packets across the network, this research mainly focuses on network data which are gathered from multiple sources. It also focuses on the security of the network where the data transmitted over the communication medium should be well secured
since there is a possibility of man in the middle attack where the hacker could obtain the data and re-insert a false message. It is needed to make sure that data is being collected from various sources are used for network monitoring. The authors have found that DAG technology is used as a hardware solution since it can capture 100G of packet size but due to its high cost compared to
software solution, it is considered inefficient. Moreover, it has been mentioned that by focusing on capturing data the identification of well-known ports and DPI (deep packet inspection) are the mainstays of conventional approaches to network traffic classification. However, there are many new cyber threats that could easily bypass these kinds of traditional methods and since the
use of HTTPS governments are promoting laws to prevent organizations in inspecting data.
<br>One of research study proposed deep learning approach for building an IDS based on recurrent neural networks which has a strong modeling ability for intrusion detection with high accuracy was trained using commonly used dataset known as NSL-KDD which is a revised and refined version of KDD99 dataset. Another proposed method
study in reference used deep learning method with the help of autoencoders and random forest algorithm for intrusion detection and it was trained using both KDD99 and NSL-KDD.
<br>One of the research authors believed that analyzing network packets as paragraph vectors using NLP algorithm would learn the attacks' features and detect malicious traffic. Since the Paragraph Vector is an unsupervised model, it learns the difference between anomalous traffic and benign traffic. Authors used TShark network protocol analyzer to decode network traffic. Then using Paragraph Vector (Doc2Vec algorithm)
converts packets paragraphs into vector labels while identifying relationship between sentences by semantics and syntactic analyzing and construct a vector space from the corpus. Also, it used the Distributed-Bag-of-Words (DBoW) algorithm to calculate the semantic distance between words and detect anomalous traffic. Finally, it classifies the network traffic as either malicious or benign.
<br>According to the available research papers and the researchers conducted it shows;
<br><br>How the data is captured and stored using an AI system.
<br>How the captured data is stored in a blockchain.
<br><br>Available research papers shows that they have developed AI enabled databases are built with the integration of both Relational database management systems and knowledge bases to offer a natural way to deal with information, making it easy to store, access and apply.
</p>
<div id="see-more" style="display:flex;" class="buttons">
<a>Read More</a>
</div>
<div id="see-less" style="display:none;" class="buttons">
<a id="scroll4" href="#domains" >Less</a>
</div>
</section>
<section id="tab-2" class="tab-body entry-content">
<span class="tab-sec-icons"><img src="./img/icons/magnifying-glass2.png" alt=""></span>
<h2>Research Problem</h2>
<p>When it comes to Network IDS, Most of the legacy systems are developed based on signature-based detection mechanisms. They are only rely on predefine network threats, and not able to detect zero day attacks.</p>
<p>Small and mid-sized organization struggles a lot when it comes to adopting AI technologies due to the ongoing higher cost of the available systems. Also they required high end machines to run the IDS.</p>
<p>The Available datasets which are contain network traffics related data are quite old.</p>
<p>Unavailability of proper mechanisms to store analyzed network traffic data orderly and in a secured manner.</p>
</section>
<section id="tab-3" class="tab-body entry-content">
<span class="tab-sec-icons"><img src="./img/icons/objective2.png" alt=""></span>
<h2>Main Objective</h2>
<p>Develop a self-learning cyber-AI for real-time anomaly detection without human involvement.</p>
<h3>Specific Objectives</h3>
<ul>
<li style="list-style-type: disc;">
<p>Deep investigation and data gathering on cyber-AI.</p>
</li>
<li style="list-style-type: disc;">
<p>Train the deep learning-based models to detect anomaly activities using existing datasets.</p>
</li>
<li style="list-style-type: disc;">
<p>Increase the accuracy of anomaly detections with real time threat detection.
</p>
</li>
<li style="list-style-type: disc;">
<p>Securely store and share data through block chain.
</p>
</li>
<li style="list-style-type: disc;">
<p>Integrate the system in cloud environment.
</p>
</li>
<li style="list-style-type: disc;">
<p>Enhance the system to detect novel attacks by using frequently updating dataset.
</p>
</li>
</ul>
</section>
<section id="tab-4" class="tab-body entry-content">
<span class="tab-sec-icons"><img src="./img/icons/idea2.png" alt=""></span>
<h2>Solution</h2>
<p>The Autonomous cyber-AI is meant to detect all kind of network threats including zero days
using an AI engine which is trained using deep learning techniques such as artificial neural network, natural language processing, to analyze any suspicious or abnormal behaviors in the system using the network logs.
By integrate the AI engine on a cloud environment, Autonomous Cyber AI became a lightwight detection system, that can be adopted on either low specification machines.
</p>
<span class="tab-sec-diagram"><img src="img/CyberAI.png" alt=""></span>
</section>
<section id="tab-5" class="tab-body entry-content">
<span class="tab-sec-icons"><img src="./img/icons/technology2.png" alt=""></span>
<h2>Technologies</h2>
<div class="col">
<div class="technology row">
<div class="tec-icons">
<img src="./img/technologies/image-removebg-preview.png" alt="">
</div>
<div class="tec-icons">
<img src="./img/technologies/ELK.png" alt="">
</div>
</div>
<div class="technology row">
<div class="tec-icons">
<img src="./img/technologies/VertexAI-512-color.png" alt="">
</div>
<div class="tec-icons">
<img src="./img/technologies/2091665.png" alt="">
</div>
</div>
</div>
</section>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Milestones section-->
<section id="milestones">
<div class="container">
<div class="title wow zoomIn" data-wow-delay="0.3s">
<h2>Milestones</h2>
<p>This Anomaly detection system began to grow in<br> 2021.
</p>
</div>
<div class="main-timeline">
<!-- start milestone section-->
<div class="timeline wow fadeInLeft" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">10/02</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content wow fadeInLeft" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<h5 class="title">Project Proposal</h5>
<h6><b> Marks Allocated : 15% </b></h6>
<p class="description">
Project Proposal Document Submitted Before The Project Proposal Presentation.
</p>
</div>
</div>
<!-- end milestone section-->
<!-- start milestone section-->
<div class="timeline wow fadeInRight" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">04/15</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content">
<h5 class="title">Progress Presentation - 1</h5>
<h6> <b> Marks Allocated : 10% </b></h6>
<p class="description">
Progress Presentation Was conducted Online. Panel Reviewed The 50% Current Development Status.
Panel Gave Some Comments on Improvement.
</p>
</div>
</div>
<!-- end milestone section-->
<!-- start milestone section-->
<div class="timeline wow fadeInLeft" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">15/10</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content">
<h5 class="title">Progress Presentation - 2</h5>
<h6> <b> Marks Allocated : 18% </b></h6>
<p class="description">
Progress Presentation Was conducted Online. 90% Completion Of The Overall Application Evaluated.
Research Poster Was Also Evaluated With Product Demonstration.
</p>
</div>
</div>
<!-- end milestone section-->
<!-- start milestone section-->
<div class="timeline wow fadeInRight" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">15/10</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content">
<h5 class="title">Demo</h5>
<h6></h6>
<p class="description">
Live Demonstration Of The Developed Product.<br> <br>
</p>
<div class="poster">
<a href="./img/poster.png">
<img lt="" src="./img/poster.png">
</a>
</div>
</div>
</div>
<!-- end milestone section-->
<!-- start milestone section-->
<div class="timeline wow fadeInLeft" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">24/11</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content">
<h5 class="title">Final Presentation</h5>
<h6> <b> Marks Allocated : 10% </b></h6>
<p class="description">
Final Product Demonstration With All The Functionalities.
</p>
</div>
</div>
<!-- end milestone section-->
<!-- start milestone section-->
<div class="timeline wow fadeInRight" data-wow-delay="0.3s" style="visibility: hidden; -webkit-animation-name: none; -moz-animation-name: none; animation-name: none;-webkit-animation-delay: 0.3s; -moz-animation-delay: 0.3s; animation-delay: 0.3s;">
<div class="icon"></div>
<div class="date-content">
<div class="date-outer">
<span class="date">
<span class="month">24/11</span>
<span class="year">2021</span>
</span>
</div>
</div>
<div class="timeline-content">
<h5 class="title">Viva</h5>
<h6> <b> Marks Allocated : 15% </b></h6>
<p class="description">
Final Viva After the Product Demostration With Q & A Sessions.
</p>
</div>
</div>
<!-- end milestone section-->
</div>
</div>
</section>
<!-- Documments section -->
<section id="document">
<div class="container">
<div class="row">
<div class="title wow zoomIn" data-wow-delay="0.3s">
<h2>Documents</h2>
<p>A desire to help and empower others between community
contributors in technology <br> began to grow in 2021.
</p>
</div>
<div class="col-lg-3 col-md-3 col-sm-6">
<div class="block text-center wow fadeInUp" data-wow-delay="0.4s">
<ul>
<li>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EmUKB6bcxPdKn-aXya3A1fQByW5YsrCGoU1gDOlMRoY_iA?e=8IMaxl" target="_blank">
<img alt="project-proposal" class="card-img" src="./img/document/propsal_doc.jpg">
</a>
</li>
<li>
<h4>Project Proposal</h4>
</li>
<li><p>Details of Intial stage of the research</p></li>
<li>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EmUKB6bcxPdKn-aXya3A1fQByW5YsrCGoU1gDOlMRoY_iA?e=8IMaxl" target="_blank" class="btn btn-view">View</a>
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<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EoMERZT-iRJAsloh8IY87rwBLlnavt1u7ZAxvHWQDtWODg?e=pzrwG3" target="_blank">
<img alt="status-documents" class="card-img" src="./img/document/status_doc.jpg">
</a>
</li>
<li>
<h4>Status Documents</h4>
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<li><p>Details of all the stages of the research</p></li>
<li>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EoMERZT-iRJAsloh8IY87rwBLlnavt1u7ZAxvHWQDtWODg?e=pzrwG3" target="_blank" class="btn btn-view">View</a>
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<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EoMERZT-iRJAsloh8IY87rwBLlnavt1u7ZAxvHWQDtWODg?e=pzrwG3" target="_blank" class="btn btn-download">Download</a>
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<img alt="project-thesis" class="card-img" src="./img/document/thesis_doc.jpg">
</a>
</li>
<li>
<h4>Project Thesis</h4>
</li>
<li><p>All the Final thesis of the research</p></li>
<li>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EsLJ5ZlBGUJEnSh2qYN3_M8BAuK24R_AhFeXG5CcYuWHeA?e=bAz2zx" target="_blank" class="btn btn-view">View</a>
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<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EsLJ5ZlBGUJEnSh2qYN3_M8BAuK24R_AhFeXG5CcYuWHeA?e=bAz2zx" target="_blank" class="btn btn-download">Download</a>
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<img alt="project-charter" class="card-img" src="./img/document/charter_doc.jpg">
</a>
</li>
<li>
<h4>Project Charter</h4>
</li>
<li><p>Intial steps of drafting the research</p></li>
<li>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/El2Yqf5mI9RCgbF52JJESg0BK8qvSmI1zDUIhJEm5_TmLA?e=ePkyJW" target="_blank" class="btn btn-view">View</a>
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<a href="https://mysliit-my.sharepoint.com/:b:/g/personal/it18175530_my_sliit_lk/EXBwrdmDkyhBrcoy-24vS0sBbbv5FsIJUdbrYDsn619K5w?e=MLTeIv" target="_blank" class="btn btn-download">Download</a>
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<p>A desire to help and empower others between community
contributors in technology <br> began to grow in 2021.
</p>
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<div id="blog-post1" class="Presentaion">
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<h4><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/EUcHtMw3ZN9JuRm6kf0O-FAByz6QOODPaGJlU5obmhlmaQ?e=JA01n3" target="_blank">Proposal Presentation</a></h4>
<p>
Initial proposal for development of the research project
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<p><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/EUcHtMw3ZN9JuRm6kf0O-FAByz6QOODPaGJlU5obmhlmaQ?e=JA01n3" target="_blank" class="btn btn-view">View</a></p>
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<h4><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/EVyQ_mMljJJAm1vL826wYTwBJnvToOd_ETSo-q5sZ0YptQ?e=QVhCv1" target="_blank">Progress Presentation 1</a></h4>
<p>
Evaluation of 50% Development of the Overall Project
</p>
<p><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/EVyQ_mMljJJAm1vL826wYTwBJnvToOd_ETSo-q5sZ0YptQ?e=QVhCv1" target="_blank" class="btn btn-view">View</a></p>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/Eo4EGNAvfx1NsnKSbKDB1vMBHuTIPHE_Cx6Pm7OVLNO8IQ?e=fWTzeo" target="_blank" class="btn btn-download">Download</a>
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<h4><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/ERWHqQpT7EBFtC00V9pjXcwBjUd1T3QTNLj2yGkFBHYfkw?e=D1lORR" target="_blank">Progress Presentation 2</a></h4>
<p>
Evaluation of 90% Completion Of The Overall Project
</p>
<p><a href="https://mysliit-my.sharepoint.com/:p:/g/personal/it18175530_my_sliit_lk/ERWHqQpT7EBFtC00V9pjXcwBjUd1T3QTNLj2yGkFBHYfkw?e=D1lORR" target="_blank" class="btn btn-view">View</a></p>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EsmpIYsmQr9Fp8sLbYUUQI4BXryXg-9Qs8kANTH5Z6TqXQ?e=qehfcq" target="_blank" class="btn btn-download">Download</a>
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<h4><a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EnIZE8fRccJKpgGjgpMcC44BZFrbG3_c64eTYCH6PjTpgw?e=l8Itpa" target="_blank">Final Presentation</a></h4>
<p>
Evaluation of 100% Completion of the Overall Project
</p>
<p><a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EnIZE8fRccJKpgGjgpMcC44BZFrbG3_c64eTYCH6PjTpgw?e=l8Itpa" target="_blank" class="btn btn-view">View</a></p>
<a href="https://mysliit-my.sharepoint.com/:f:/g/personal/it18175530_my_sliit_lk/EnIZE8fRccJKpgGjgpMcC44BZFrbG3_c64eTYCH6PjTpgw?e=l8Itpa" target="_blank" class="btn btn-download">Download</a>
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Chethana Liyanapathirana
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Dr.Lakmal Rupasinghe
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Hussain M.H.
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IT18166934
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Madhuvantha K.A.N.
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IT18175530
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Liyanage U.I.D.
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IT18036626
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IT18361728
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