Hossam Magdy Balaha

Ph.D. Student and Graduate Teaching Assistant (GTA) at the Bioengineering Department, J.B. Speed School of Engineering, University of Louisville, USA.
Assistant Lecturer with the Computer Engineering and Control Systems Department, Faculty of Engineering, Mansoura University, Egypt.
Artificial Intelligence Engineer • Senior Full Stack Web and Cross-platform Mobile Developer/Instructor • Freelancer

Biography

Hossam Magdy Balaha was born in Egypt in 1993. He is currently a Ph.D. student and Graduate Teaching Assistant (GTA) at the Bioengineering Department, Speed School of Engineering, University of Louisville, USA. He is an Assistant Lecturer with the Computers Engineering and Systems Department, Faculty of Engineering, Mansoura University, a Senior Full Stack Laravel Web Developer, an AI Engineer, and a Freelancer. He received his B.Sc. and M.Sc. degrees from the Computers Engineering and Systems Department, Faculty of Engineering, Mansoura University, Egypt. He made different courses on YouTube including web development and the Internet of Things (IoT). He built different systems including web and mobile applications. He had part in different projects and competitions related to his interests. His major research interests are Web Development, the IoT, Artificial Intelligence (AI), Deep Learning (DL), Computer Vision (CV), Cloud Computing, Soft Computing, Embedded Systems, and Robotics. He published different research concerning his research interests. He has served as a Reviewer in different journals such as the IEEE Access, IEEE Transactions on Cybernetics, Journal of Ambient Intelligence and Humanized Computing (JAIHC), and Multimedia Tools and Applications (MTAP).

Personal Statement (Long Biography)

Hossam Magdy Balaha, born in Egypt in 1993, is a dedicated individual whose academic journey reflects a profound commitment to contributing meaningfully to the fields of Bioengineering, Computer Science, and Artificial Intelligence. Currently pursuing a Ph.D. and serving as a Graduate Teaching Assistant (GTA) at the Bioengineering Department, J.B. Speed School of Engineering, University of Louisville, USA, Hossam's academic endeavors extend to his role as an Assistant Lecturer at Mansoura University, Egypt.

As a GTA, Hossam actively engages in teaching and mentorship, focusing on pivotal topics such as Artificial Intelligence, Machine Learning, and Medical Image Processing. His role involves guiding and supervising students, overseeing numerous graduation projects, and nurturing the next generation of engineers and researchers. Additionally, as an Assistant Lecturer, he imparts knowledge in Computer Programming, Computer Graphics, Artificial Intelligence, Multimedia, and FPGA, broadening his impact on educational advancement.

Hossam's dedication to research is evident through his substantial contributions, boasting an H-Index of 16 and over 686 citations. With over 35 papers published across a spectrum of cutting-edge topics, including Web Development, IoT, Deep Learning, Computer Vision, Cloud Computing, Soft Computing, Embedded Systems, and Robotics, he actively seeks collaboration with researchers from diverse backgrounds, recognizing the transformative power of varied perspectives in advancing knowledge.

His commitment to excellence in research and learning has been recognized through prestigious awards such as the Exemplary Research Scholarship Award (2023 and 2024), the Outstanding International Student Award (2024), the Inclusive Excellence Award (Finalist) (2024), and the Best Graduate Student Peer-Reviewed Journal Paper Award (2024). Furthermore, he has received a Certificate of Recognition for attending PLAN Workshops (2024).

Holding a Master's degree in Computer Engineering and Control Systems from Mansoura University, with a remarkable GPA of 4.00/4.00, Hossam's research focused on proposing a Deep Learning Framework Model for Arabic Handwritten Text Recognition. Additionally, he holds a Bachelor's degree in Computers and Systems Engineering from the same institution, showcasing consistent academic excellence.

Beyond academia, Hossam is deeply committed to fostering inclusive excellence, actively engaging with diverse cultural perspectives and embedding diversity and inclusion into his pedagogy. His bilingualism affords him a unique understanding of cross-cultural communication, and his participation in the NSF's Innovation Corps (I-Corps™) program underscores his dedication to incorporating diverse perspectives into entrepreneurial endeavors.

A passionate advocate for social justice and equity, Hossam supports initiatives addressing systemic issues such as police brutality, White supremacy, systemic racism, and anti-Blackness. Additionally, his commitment to community service is evident through his involvement in organizations such as "International OASIS - Organization Assisting and Serving International Students and Scholars" and his role as a Graduate Student Ambassador for the University of Louisville.

Through volunteering and service initiatives, including regular blood donation, Hossam embodies the values of empathy, compassion, and community engagement, enriching both his personal and professional development while making a positive impact on society.

Official Job Grades

Graduate Teaching Assistant (GTA)

University of Louisville
From: 2022-09-19 - To: Present

Graduate Teaching Assistant (GTA) at the Bioengineering Department, Speed School of Engineering, University of Louisville, USA.

Role description:
  • Helping the lecturers/instructors in teaching set of courses related to the Computer Science (CS) and Bioengineering fields such as: Artificial Intelligence, Machine Learning, and Medical Image Processing

Assistant Lecturer (Assist. Lect.)

Mansoura University
From: 2020-12-28 - To: Present

Assistant Lecturer with the Computers Engineering and Systems Department, Faculty of Engineering, Mansoura University, Egypt.

Role description:
  • Helping the lecturers/instructors in teaching set of courses related to the Computer Science (CS) and Control Systems fields such as: Computer Programming, Computer Graphics, Artificial Intelligence, Multimedia, and FPGA.
  • Supervised (as a secondary supervisor) more than 30 graduation projects related to my research and scientific interests.

Teaching Assistant (TA)

Mansoura University
From: 2017-08-13 - To: 2020-12-28

Teaching Assistant with the Computers Engineering and Systems Department, Faculty of Engineering, Mansoura University, Egypt.

Role description:
  • Helping the lecturers/instructors in teaching set of courses related to the Computer Science (CS) and Control Systems fields such as: Computer Programming, Computer Graphics, Artificial Intelligence, Multimedia, and FPGA.
  • Supervised (as a secondary supervisor) more than 30 graduation projects related to my research and scientific interests.

Sci. Interests (OrdereD)

  • Medical Image Analysis
  • Deep Learning (DL)
  • Machine Learning (ML)
  • Artificial Intelligence (AI)
  • Computer Vision (CV)
  • Digital Image Processing (DIP)
  • Web Development
  • Soft Computing
  • Meta-heuristic Optimization
  • Internet of Things (IoT)
  • Cloud Computing
  • System Development
  • Embedded Systems
  • Robotics

Education

Interdisciplinary Studies: Specialization in Translational Bioengineering (PhD)

University of Louisville
From: Fall 2022 - To: Present

Verified International Academic Qualifications

World Education Services
Verification Badge: Click to Open
Badge Evidence: Click to Open

This badge indicates that World Education Services (WES) has evaluated the associated credential on behalf of the holder. Verifies the authenticity of the claimed credential. Provides assurance that the awarding institution and/or program was accredited at the point that the credential was issued Indicates that the associated credential has been assessed for its U.S. equivalency. Please see the evidence link below which is verification of only the credential with which it is associated.

M.Sc. in Computer Engineering and Control Systems

Mansoura University
From: 2017-06 - To: 2020-11
  • Country: Egypt.
  • Duration: Two Years.
  • Year: 2020.
  • Major: Computer Engineering and Control Systems.
  • U.S. Equivalency: Master's Degree.
  • Research Title: Proposing a Deep Learning Framework Model for Arabic Handwritten Text Recognition.
  • Percentage Score (According to Mansoura University): 98.75/100%.
  • GPA Score (According to WES): 4.00/4.00 (Credit Hours: 28 Hours).
  • Completed Seminar Course Title: Web Scraping Techniques.
  • For my U.S. WES Evaluation, you can contact to retreive it.

B.Sc. in Computers and Systems Engineering

Mansoura University
From: 2011-06 - To: 2016-06
  • Country: Egypt.
  • Duration: Five Years.
  • Year: 2016.
  • Major: Computers and Systems Engineering.
  • U.S. Equivalency: Bachelor's Degree.
  • Percentage Score (According to Mansoura University): The First – 94.23/100% (Excellent with Honour).
  • GPA Score (According to WES): 3.99/4.00 (Credit Hours: 155.5 Hours).
  • Graduation Project Title: Automated Attendance and Sharing Information Systems using Face Recognition, Control Design, and IoT. Grade: Excellent.
  • For my U.S. WES Evaluation, you can contact to retreive it.

Languages

  • Arabic (Native)
  • English (Professional)

Official Scientific Awards

Exemplary Research Scholarship Award (2023 and 2024)

University of Louisville
From: J.B. Speed School of Engineering Honors and Awards, University of Louisville
The award recognizes doctoral students who have a superior record of scholarship as evidenced by peer-reviewed manuscripts and intellectual property generation that demonstrate innovation and impact in the field of Bioengineering. This award can be awarded to any doctoral student at the University of Louisville mentored by a Bioengineering faculty member. Recipients will receive a commemorative plaque.

Best Graduate Student Peer-Reviewed Journal Paper Award (2024)

University of Louisville
From: J.B. Speed School of Engineering Honors and Awards, University of Louisville
This award will be given to a masters student in Bioengineering or doctoral student in the Interdisciplinary Studies with Specialization in Translation Bioengineering program having a first-authored peer-reviewed original research journal paper. The study or technology described in the paper will be innovative, relevant, and have an impact on the field of bioengineering. The paper will demonstrate methodological rigor and convey an insightful interpretation and discussion of findings. Papers that have been accepted, in press, or published within the previous year are eligible. Recipients receive a monetary award and a commemorative plaque.

Outstanding International Student Award (2024)

University of Louisville
From: University of Louisville
Each year the University of Louisville recognizes the achievements made by our students, student organizations, and advisers. These awards are an opportunity for our community to come together to celebrate the accomplishments of our talented students, not just the award winners but all the nominees.

Inclusive Excellence Award (Finalist) (2024)

University of Louisville
From: The Graduate Dean's Reception at University of Louisville
The Graduate Dean's Reception Students honors graduate students who demonstrate dedication to their academic and/or professional development and success as graduate students and beyond, by actively engaging in their academic programs and/or participating in cross-disciplinary workshops, meetings, and events. These students represent the possibilities of interdisciplinary and commitment to continuous learning. Recognized students will be invited in the spring, and the event is traditionally held on Reading Day in the spring.

Certificate of Recognition for attending PLAN Workshops (2024)

University of Louisville
From: The Graduate Dean's Reception at University of Louisville
The Graduate Dean's Reception Students honors graduate students who demonstrate dedication to their academic and/or professional development and success as graduate students and beyond, by actively engaging in their academic programs and/or participating in cross-disciplinary workshops, meetings, and events. These students represent the possibilities of interdisciplinary and commitment to continuous learning. Recognized students will be invited in the spring, and the event is traditionally held on Reading Day in the spring.

Conferences and Talks

2nd Annual CAIRS Symposium (2023)

Omni Louisville Hotel, Commenwealth Ballroom
Talk: Harnessing Artificial Intelligence for Data Analysis: An Introductory Guide using Google Bard and ChatGPT.
Date: September 23, 2023

Published Papers (30+)
(Open or Download BibTeX)

An aseptic approach towards skin lesion localization and grading using deep learning and harris hawks optimization

Multimedia Tools and Applications (Springer)
Published: February, 2024

A concentrated machine learning-based classification system for age-related macular degeneration (AMD) diagnosis using fundus images

Scientific Reports (Nature)
Published: January, 2024

Mathematical Modeling and Analysis of Credit Scoring Using the LIME Explainer: A Comprehensive Approach

Mathematics (MDPI)
Published: October, 2023

A generic optimization and learning framework for Parkinson disease via speech and handwritten records

Journal of Ambient Intelligence and Humanized Computing (Springer)
Published: August, 2023

A comprehensive framework towards segmenting and classifying breast cancer patients using deep learning and Aquila optimizer

Journal of Ambient Intelligence and Humanized Computing (Springer)
Published: 07 April, 2023

A0198 - Tailored treatment of childhood renal tumors using artificial intelligence to predict tumor response to preoperative chemotherapy

European Urology (Science Direct)
Published: February 2023

An Analysis of Burnout among Female Nurse Educators in Saudi Arabia Using K-Means Clustering

European Journal of Investigation in Health, Psychology and Education (MDPI)
Published: 30 December, 2022

Role of Imaging and AI in the Evaluation of COVID-19 Infection: A Comprehensive Survey

Frontiers in Bioscience-Landmark (Landmark Edition)
Published: 30 September, 2022

Construction and Writing Flaws of the Multiple-Choice Questions in the Published Test Banks of Obstetrics and Gynecology: Adoption, Caution, or Mitigation?

Avicenna Journal of Medicine
Published: 31 August, 2022

A generic optimization and learning framework for Parkinson disease via speech and handwritten records

Journal of Ambient Intelligence and Humanized Computing
Published: 26 August, 2022

An Aseptic Approach Towards Skin Lesion Localization and Grading using Deep Learning and Harris Hawks Optimization (Preprint)

Preprint @ Research Square
Published: 09 August, 2022

Classification of breast cancer using a manta-ray foraging optimized transfer learning framework

PeerJ Computer Science (PeerJ)
Published: 08 August, 2022

A3C-TL-GTO: Alzheimer Automatic Accurate Classification Using Transfer Learning and Artificial Gorilla Troops Optimizer

Sensors (MDPI)
Published: 02 June, 2022

An automated diagnosis and classification of COVID-19 from chest CT images using a transfer learning-based convolutional neural network

Computers in Biology and Medicine (Elsevier)
Published: 12 March, 2022

Hybrid deep learning and genetic algorithms approach (HMB-DLGAHA) for the early ultrasound diagnoses of breast cancer

Neural Computing and Applications (Springer)
Published: 31 January, 2022

A complete framework for accurate recognition and prognosis of COVID-19 patients based on deep transfer learning and feature classification approach

Artificial Intelligence Review (Springer)
Published: 29 January, 2022

CovH2SD: A COVID-19 detection approach based on Harris Hawks Optimization and stacked deep learning

Expert Systems with Applications (Elsevier)
Published: 09 September, 2021

Hybrid COVID-19 segmentation and recognition framework (HMB-HCF) using deep learning and genetic algorithms

Artificial Intelligence in Medicine (Elsevier)
Published: 07 September, 2021

An optimized transfer learning-based approach for automatic diagnosis of COVID-19 from chest x-ray images

PeerJ Computer Science
Published: 27 May, 2021

Codes & Datasets

  • BE544 AI Techniques in Pathology (Final Course Project Fall 2022) (Link)
  • BE 544: Weakly Supervised Nuclei Segmentation Project (Link)
  • CNN Hyperparameters Optimization using Metaheuristic Optimizers (Link)
  • HMBD Dataset v1 (Link)
  • Hybrid COVID-19 Segmentation and Recognition Framework (HMB-HCF) using Deep Learning and Genetic Algorithms (Research Paper Script) (Link)
  • Towards Human Action Recognition based on Transfer Learning Approach (Research Paper Script) (Link)
  • An Optimized Transfer Learning-based Approach for Automatic Detection of COVID-19 from Chest X-ray Images (Research Paper Script) (Link)
  • Deep Learning Classification System using PHP and Keras (Link)
  • IoT Management System using Pi and PHP (Link)
  • Biomix Web Application (Link)

Recent Certifications

Statement of Accomplishment of the NSF I-Corps™ Southwest Winter 2024

National Science Foundation (NSF)
NSF I-Corps™ Southwest Winter 2024
Certification: Open or Download

Human Research & Human Subjects and HIPAA Research

CITI Program Course
May 24, 2023
Certification: Open or Download

Conflicts of Interest (Basic Course)

CITI Program
August 19, 2022
Certification: Open or Download

Human Research (Basic Course)

CITI Program
August 19, 2022
Certification: Open or Download

Introduction to Python Programming

Coursera
May 09, 2022
Certification: Open or Download

Excel Skills for Business: Essentials

Coursera
April 18, 2022
Certification: Open or Download

Reinforcement Learning Qwik Start

Coursera
March 29, 2022
Certification: Open or Download

Object Localization with TensorFlow

Coursera
Febreuary 19, 2022
Certification: Open or Download

Transfer Learning for NLP with TensorFlow Hub

Coursera
Febreuary 14, 2022
Certification: Open or Download

Tweet Emotion Recognition with TensorFlow

Coursera
Febreuary 14, 2022
Certification: Open or Download

Applied Text Mining in Python

Coursera
December 06, 2021
Certification: Open or Download

Introduction to Data Science in Python

Coursera
November 09, 2021
Certification: Open or Download

Getting started with TensorFlow 2

Coursera
November 03, 2021
Certification: Open or Download

Introduction to Basic Game Development using Scratch

Coursera
October 15, 2021
Certification: Open or Download

Introduction to Genomic Technologies

Coursera
October 13, 2021
Certification: Open or Download

Building a Business Presence With Facebook Marketing

Coursera
October 08, 2021
Certification: Open or Download

Fine Tune BERT for Text Classification with TensorFlow

Coursera
August 27, 2021
Certification: Open or Download

Career Certifications & Examinations

Test of English as a Foreign Language (TOEFL) Internet-based Test (iBT)

ETS (TOEFL)
2021-09-11 (Score: 89)

The Graduate Record Examination (GRE)

ETS (GRE)
2021-06-17 (Score: 304)

Scientific Publishing (النشر العلمي)

University Development Center (UDC) - Mansoura University
10 hours (17/06/2020 – 18/06/2020)

Quality Standards in the Teaching Process (معايير الجودة فى العملية التدريسية)

University Development Center (UDC) - Mansoura University
10 hours (13/06/2020 – 14/06/2020)

Research Ethics (اخلاقيات البحث العلمى)

University Development Center (UDC) - Mansoura University
10 hours (13/05/2020 – 14/05/2020)

Test of English as a Foreign Language (TOEFL) Institutional Testing Program (ITP)

ETS
2019-02-06 (Score: 533)

The International Computer Driving Licence (ICDL)

The Scientific Computing Center (SCC) - Mansoura University
2018-08-29 to 2018-09-20

References Management and Indexed Electronically Skills (ادارة المراجع و فهرستها الكترونيا)

University Development Center (UDC) - Mansoura University
10 hours (29/07/2018 – 30/07/2018)

Presentation Skills (العرض الفعال)

University Development Center (UDC) - Mansoura University
10 hours (10/07/2018 – 11/07/2018)

Scientific Peer Reviews (As a Reviewer) (#23 Journals)

Machine Graphics and Vision

Informatics in Medicine Unlocked (Elsevier)

Cognitive Computation (Springer)

Peerj Computer Science (PeerJ)

Imaging Science Journal

Applied Artificial Intelligence (Taylor & Francis)

Connection Science (Taylor & Francis)

Environment, Systems and Decisions (Springer)

Frontiers In Neuroinformatics (Frontiers)

Frontiers In Public Health (Frontiers)

Multimedia Tools and Applications (Springer)

Journal of Ambient Intelligence and Humanized Computing (Springer)

IEEE Transactions on Cybernetics (IEEE)

Soft Computing (Springer)

Arabian Journal for Science and Engineering (Springer)

International Journal of Intelligent Systems (Wiley)

Artificial Intelligence Review (Springer)

Computational Intelligence and Neuroscience (Hindawi)

Computers in Biology and Medicine (Elsevier)

ISA Transactions (Elsevier)

YouTube Courses

IoT Management System using Pi and PHP

Arabic (62 Videos)

Full Stack Web Development

Arabic (69 Videos)

Raspberry Pi with Python

Arabic (19 Videos)

Introduction to Algorithms

Arabic (17 Videos)

Work Experience

Full Stack Web and IoT Instructor

Technical and Laboratory Services Center (TLSC)
July 2019 to May 2020

Full Stack Web and IoT Instructor at Technical and Laboratory Services Center (TLSC), Faculty of Engineering, Mansoura University, Mansoura, Egypt, from July 2019 to May 2020. Graduated groups: 2.

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel
  • Python
  • Raspberry Pi
  • Arduino

Full Stack Web Instructor

Egycet Training Center
January 2020 to February 2020

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel

Full Stack Web Instructor

UTC Training Center
December 2019 to January 2020

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel

Full Stack Web and Cross-platform Mobile Instructor

Blue Ocean Company
August 2019 to December 2019

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel
  • SASS
  • ECMAScript/ES6
  • React
  • React Native

Full Stack Web and Cross-platform Mobile Instructor

Select Training and Development Company
February 2018 to November 2019

Graduated groups: 9.

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel

Full Stack Web Instructor

ITI (Mansoura Branch)
2 days

Technologies:

  • ES6

Full Stack Web Instructor

ITI (Kafr El-Sheikh Branch)
5 days

Technologies:

  • PHP

Remote Part-time Full Stack Web Developer / SEO Specialist

Panorama Al-Qasim Company
January 2019 to April 2019

Remote Part-time Full Stack Web Developer / SEO Specialist at Panorama Al-Qasim company.

Technologies:

  • HTML/HTML5
  • CSS/CSS3
  • Bootstrap
  • JavaScript
  • jQuery
  • PHP
  • MySQL
  • Laravel
  • SEO

Skills & Tools

Web Frontend

HTML/5
CSS/3
JavaScript
Bootstrap
jQuery
SASS
Vue.js
Angular
React
EcmaScript
ES6

Web Backend

SQL
PHP
MySQL
PostgreSQL
Laravel
WordPress

Mobile

React Native (Cross-platform)
Ionic (Cross-platform)
Android

Known Languages

Python
PHP
SQL
JavaScript
HTML
CSS
C#
MATLAB
Java
C
C++
Visual Basic
R
Arduino
MicroC
Processing
VHDL
Verilog

Techs

Git
Version Control
AJAX
OAuth
Wireframing
Balsamiq
Code Review
DevOps
Unit Testing
ORM
API

Desktop, Web, and Mobile Applications

Arabuino

منصة تعليمية عربية متخصصة في تقديم خدمات متنوعة في مجال برمجة الأردوينو خاصة وبقية البرمجيات مفتوحة المصدر.

Invigilators Distribution for Faculty of Engineering

Mansoura University - Faculty of Engineering

Capsule System - A modern vision for generating reports

Mansoura University - Faculty of Engineering

Timetable Generator for the CSE Department

Mansoura University - Faculty of Engineering

المؤسسة الاهلية لمطوفي حجاج تركيا و مسلمي أوروبا و أمريكا و أستراليا

Complete Multiple AIO Systems

نظام المساهمين

Mobile Application using React Native

Asnaf for Building

System UI and backend improvements (Completed)

Panorama Al-Qasim

Updated the UI, content, and solved the backend bugs. Applied SEO on the website. (Completed)

E-Commerce Recommendation System (Lambda)

You can request the credentials for the control panel testing. (Completed)

Diwan (Archiving Management System)

Designing the database schema and building the backend of the website using the provided UI theme/template. (Completed)

Al-Mohtrfeen

Updated the UI, content, and solved the backend bugs. Applied SEO on the website. (Completed)

Al-Rowad Awazel

Applied SEO on the website. (Completed)

Eureka Masr

Updated the UI as required, and solved the required backend bugs. (Completed)

Smart Hand Sign Detection (Android) Mobile Application

(Completed)

Multiplayer Chess Game based on a C/S Architecture

Built using Java Desktop Application (Completed)

Online Games Store Website

(Completed)

Emails and Chatting Management C/S System

Built using Java Desktop Application (Completed)

Air2o (Android) Mobile Application

(Abandoned)

Rwad for Shipping

Dashboard and Database (Abandoned)

Team Spirit

Dashboard, API, and Database (Abandoned)

Freelance

2021

Completed more than 51 tasks (and/or projects).
A total success rate of 99.27%.

2020

Completed more than 135 tasks (and/or projects).
A total success rate of 99.64%.

<= 2019

Completed more than 325 tasks (and/or projects).
A total success rate of 97.43%.

Judgement

Lion Follower Competition Judge

Date: 2018-04-16
Location: Mansoura University

Competitions

ECO Smart Future House

Date: 2014-02-15

Mine Sweeper Contest

Date: 2013

Line Follower Contest

Date: 2012

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