Challenges in e-science: Research in a Digital World
|
|
|
- Mark Stevens
- 10 years ago
- Views:
Transcription
1 Challenges in e-science: Research in a Digital World Thom Dunning National Center for Supercomputing Applications National Center for Supercomputing Applications University of Illinois at Urbana-Champaign
2 li-brary, n. a collection of books, journals, reference materials, films, recorded music, etc., organized systematically and kept for research or borrowing. Oxford English Dictionary
3 Research Process Data Sources (instruments, sensors, computers, etc.) Progressive Literature (preprints, notes, databases, models, etc. published on web) Data Storage & Transformation Data Analysis & Interpretation Development of New Concepts Archival Literature e-science: All Digital
4 Data Sources Astronomical Observatories SDSS Map 1/4-th of sky 16 terabytes in archive (DR6) LSST Map 1/3-rd of sky per night terabytes per night 100 petabytes in archive (in 10 years)
5 Data Sources Large Synoptic Survey Telescope (LSST) New Telescope Located in Chile (El Peñon) with first light in m Mirror with 3 Gigapixel camera Image available sky every 3 days Science Missions Nature of dark energy and accelerating universe Comprehensive census of solar system objects, create galactic map Explore transients and variable objects Data Sets terabytes per night petabytes in 10 years
6 Data Sources Environmental Observatories Sensors and Sensor Networks Intensively instrumented sites shared by research community Cyberinfrastructure Sites, data, computers and researchers connected by high bandwidth networks
7 Data Sources Cyberenvironment for Earthquake Engineering Decision Support Fragility Models Damage Prediction Mid-America Earthquake Center Consequence-based risk management for seismic events Portal-based collaboration environment Distributed data/metadata sources Multi-disciplinary collaboration Hazard Definition Inventory Selection
8 Progressive Literature Molecular Biology Databases 2002 Nucleic Acids Research, 2002, Vol. 30, No. 1 Table 1. Molecular Biology Database Collection Major Public Sequence Repositories DNA Data Bank of Japan (DDBJ) All known nucleotide and protein sequences 335 Databases! Varied Biomedical Content VirOligo Virus-specific oligonucleotides for PCR and
9 Progressive Literature Molecular Biology Databases 2008 Nucleic Acids Research, 2002, Vol. 30, No. 1 Table 1. Molecular Biology Database Collection Major Public Sequence Repositories DNA Data Bank of Japan (DDBJ) All known nucleotide and protein sequences 1078 Databases! Varied Biomedical Content VirOligo Virus-specific oligonucleotides for PCR and
10 Progressive Literature Growth of GenBank Nucleotide Sequence Dataset Exponential growth with doubling time of 6-12 months 182 billion base pairs from 300,000 organisms 4192 organisms completely sequenced Raw data rapidly approaching 1 terabyte, processed data 10 s terabytes
11 Archival Literature A Missed Opportunity Manipulate and analyze molecular structures Extract data from figures + animation and more
12 Questions: What is the role of the library in the digital age where data and scholarly works are borne digital, archival literature is digital, and digital progressive literature becomes commonplace? How can science and engineering benefit from the knowledge of librarians in managing large collections of sometimes heterogeneous and distributed data? Can updates of progressive literature be managed better?
13 Blue Waters: Brave new world to explore University of Illinois at Urbana- Champaign and its National Center for Supercomputing Applications, IBM, and Great Lakes Consortium National Center for Supercomputing Applications University of Illinois at Urbana-Champaign
14 NSF Solicitation and Award NSF Solicitation Request for computing system capable of sustained performance approaching a petaflops (10 15 floating point operations per second) on real applications that consume large amounts of memory and/or that work with very large data sets (NSF ) NSF Award Award to UIUC/NCSA announced August 8, 2007 Cooperative Agreement signed on September 28, 2007 Project documentation PEP, SOWs, Configuration Management Plan, Risk Mitigation Plan, etc. (> 1000 pages) Submitted April 4, 2008
15 Petascale Molecular Science Weather & Climate Forecasting Astronomy Earth Science Health
16 Blue Waters Computing System Blue System Attribute Abe Waters Vendor Dell IBM Processor Intel Xeon 5300 IBM Power7 Peak Performance (PF) 0.09 Sustained Performance (PF) Number of Cores/Chip 4 Number of Processor Cores 9,600 >200,000 Amount of Memory (PB) >0.8 Amount of Disk Storage (PB) 0.1 >10 Amount of Archival Storage (PB) 5 >500 External Bandwidth (Gbps)
17 Great Lakes Consortium for Petascale Computation Goal: Facilitate the widespread and effective use of petascale computing to address frontier research questions in science, technology and engineering at research, educational and industrial organizations across the Great Lakes region and nation. Charter Members Argonne National Laboratory Fermi National Accelerator Laboratory Illinois Math and Science Academy Illinois Wesleyan University Indiana University* Iowa State University Illinois Mathematics and Science Academy Krell Institute, Inc. Louisiana State University Michigan State University* Northwestern University* Parkland Community College Pennsylvania State University* Purdue University* The Ohio State University* Shiloh Community Unit School District #1 Shodor Education Foundation, Inc. Southeastern Universities Research Association University of Chicago* University of Illinois at Chicago* University of Illinois at Urbana-Champaign* University of Iowa* University of Michigan* University of Minnesota* University of North Carolina Chapel Hill University of Wisconsin Madison* Wayne City High School * CIC Universities
18 Virtual School of Comp Science & Engineering Members of Virtual School University of Minnesota, University of Wisconsin, University of Iowa, Iowa State University, University of Illinois, Northwestern University, University of Chicago, Indiana University, Pennsylvania State University, Purdue University, University of Michigan, Michigan State University, The Ohio State University, Louisiana State University (CCT) Activities of Virtual School Enhance existing graduate courses, new courses for petascale computing Summer schools, workshops and seminars to introduce graduate students to opportunities and challenges in petascale computing 1st Summer School Accelerators in Science & Engineering Applications: GPUs and Multicores (August 18-22) Best practices for graduate programs in computational science and engineering Virtual School Leadership Sharon Glotzer, University of Michigan Thom Dunning, University of Illinois at Urbana-Champaign
19 Petascale Computing Facility Partners EYP MCF/ Gensler IBM Yahoo! Modern Data Center 90,000+ ft 2 total 20,000 ft 2 machine room Efficiency LEED certified (goal: silver) Efficient cooling system
20 Blue Waters Team PI & Co-PIs Dunning Director Pennington Deputy Director Hwu Hardware Snir Software Seidel Applications Task Leads Broeren Consortium Butler Storage Cox Visualization Glotzer Virtual School Iyer Reliability Kale Apps Simulations Melchi Facilities Giles Industry Olson Proj. Mgmt. Panoff Education Shoop Networking Towns Ops Transition
21 Question: What is the role of the library in the era of petascale computing? How can libraries benefit from petascale computing and its derivatives? How can petascale computing benefit from librarians knowledge of managing large quantities of complex data the output of many petascale simulations?
22 Questions?
Graduate School Rankings By U.S. News & World Report: ACCOUNTING PROGRAMS
2 University of Illinois, Urbana-Champaign 2 University of Michigan, Ann Arbor 4 Indiana University, Bloomington 6 University of California, Berkeley 7 Michigan State University 8 Ohio State University
How To Teach Data Science
The Past, Present, and Future of Data Science Education Kirk Borne @KirkDBorne http://kirkborne.net George Mason University School of Physics, Astronomy, & Computational Sciences Outline Research and Application
Graduate School Rankings By U.S. News & World Report: MARKETING PROGRAMS
3 University of California, Los Angeles 4 University of Texas, Austin 5 University of North Carolina, Chapel Hill 6 University of Virginia 7 Indiana University, Bloomington 8 University of Florida 9 University
Learning from Big Data in
Learning from Big Data in Astronomy an overview Kirk Borne George Mason University School of Physics, Astronomy, & Computational Sciences http://spacs.gmu.edu/ From traditional astronomy 2 to Big Data
Graduate School Rankings By U.S. News & World Report: ENVIRONMENTAL ENGINEERING
Rank Universities Score 1 University of California, Berkeley 4.7 2 University of Illinois, Urbana-Champaign 4.5 3 University of Texas, Austin 4.4 4 University of Michigan, Ann Arbor 4.2 5 University of
The Tonnabytes Big Data Challenge: Transforming Science and Education. Kirk Borne George Mason University
The Tonnabytes Big Data Challenge: Transforming Science and Education Kirk Borne George Mason University Ever since we first began to explore our world humans have asked questions and have collected evidence
PACE Predictive Analytics Center of Excellence @ San Diego Supercomputer Center, UCSD. Natasha Balac, Ph.D.
PACE Predictive Analytics Center of Excellence @ San Diego Supercomputer Center, UCSD Natasha Balac, Ph.D. Brief History of SDSC 1985-1997: NSF national supercomputer center; managed by General Atomics
Impact of Big Data in Oil & Gas Industry. Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India.
Impact of Big Data in Oil & Gas Industry Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India. New Age Information 2.92 billions Internet Users in 2014 Twitter processes 7 terabytes
Undergraduate School Rankings By U.S. News & World Report:
Peer Assessment 1 University of California, Berkeley 4.5 1 University of Michigan, Ann Arbor 4.5 3 University of North Carolina, Chapel Hill 4.2 5 University of Virginia 4.1 6 Indiana University, Bloomington
LSST and the Cloud: Astro Collaboration in 2016 Tim Axelrod LSST Data Management Scientist
LSST and the Cloud: Astro Collaboration in 2016 Tim Axelrod LSST Data Management Scientist DERCAP Sydney, Australia, 2009 Overview of Presentation LSST - a large-scale Southern hemisphere optical survey
COMP/CS 605: Intro to Parallel Computing Lecture 01: Parallel Computing Overview (Part 1)
COMP/CS 605: Intro to Parallel Computing Lecture 01: Parallel Computing Overview (Part 1) Mary Thomas Department of Computer Science Computational Science Research Center (CSRC) San Diego State University
HPC-related R&D in 863 Program
HPC-related R&D in 863 Program Depei Qian Sino-German Joint Software Institute (JSI) Beihang University Aug. 27, 2010 Outline The 863 key project on HPC and Grid Status and Next 5 years 863 efforts on
CIC International Student Census Open Doors Survey Fall 2011 Enrolled Students
CIC International Student Census Open Doors Survey Fall 2011 Enrolled Students University of Chicago University of Illinois Indiana University University of Iowa University of Michigan Michigan State University
Astrophysics with Terabyte Datasets. Alex Szalay, JHU and Jim Gray, Microsoft Research
Astrophysics with Terabyte Datasets Alex Szalay, JHU and Jim Gray, Microsoft Research Living in an Exponential World Astronomers have a few hundred TB now 1 pixel (byte) / sq arc second ~ 4TB Multi-spectral,
Georgia College & State University Department of Chemistry, Physics and Astronomy Example of a thriving Physics Program Ken McGill
Georgia College & State University Department of Chemistry, Physics and Astronomy Example of a thriving Physics Program Ken McGill Georgia College & State University is Georgia's designated public liberal
Introduction to LSST Data Management. Jeffrey Kantor Data Management Project Manager
Introduction to LSST Data Management Jeffrey Kantor Data Management Project Manager LSST Data Management Principal Responsibilities Archive Raw Data: Receive the incoming stream of images that the Camera
Dental School Additional Required Courses Job Shadowing/ # of hours Alabama
Dental Schools with Math and/or Advanced Science Requirements for the 2015 Application Cycle For nearly all U.S. dental schools, the minimum required science courses for admission include one year each
Graduate School Rankings By U.S. News & World Report: INDUSTRIAL/MANUFACTURING ENGINEERING
INDUSTRIAL/MANUFACTURING ENGINEERING Rank Universities Score 1 University of Michigan, Ann Arbor 4.6 2 University of California, Berkeley 4.4 3 Penn State University, University Park 4.2 4 Texas A&M University,
Graduate School Rankings By U.S. News & World Report: ENGINEERING SCHOOLS
Rank Universities 1 University of California, Berkeley 2 Georgia Institute of Technology 3 University of Illinois, Urbana-Champaign 4 University of Texas, Austin 5 University of Michigan, Ann Arbor 6 Purdue
US News & World Report Graduate Program Comparison 1994 2015 Year ranking was published
US News & World Report Graduate Program Comparison Year was published Select Findings from US News and World Report - Engineering Schools MIT Engineering Year that was released Rank 1 1 1 1 1 1 1 1 1 1
Data Centric Systems (DCS)
Data Centric Systems (DCS) Architecture and Solutions for High Performance Computing, Big Data and High Performance Analytics High Performance Computing with Data Centric Systems 1 Data Centric Systems
In-state Tuition & Fees at Flagship Universities by State 2014-15 Rank School State In-state Tuition & Fees Penn State University Park Pennsylvania 1
In-state Tuition & Fees at Flagship Universities by State 2014-15 Rank School State In-state Tuition & Fees Penn State University Park Pennsylvania 1 $18,464 New New Hampshire 2 Hampshire $16,552 3 Vermont
Big-Data Computing: Creating revolutionary breakthroughs in commerce, science, and society
Big-Data Computing: Creating revolutionary breakthroughs in commerce, science, and society Randal E. Bryant Carnegie Mellon University Randy H. Katz University of California, Berkeley Version 8: December
How To Rank A Graduate School
Graduate School Rankings Debate: U.S. News and World Report --and beyond Every year, U.S. News and World Report publishes a ranking of different graduate programs and, every year, college and university
List of Institutions Eligible for Relays 2016 NCAA Division I Women's Swimming and Diving Championships
800 Freestyle Relay University of Southern California Qualifying Standard 6:55.17 University of Georgia Qualifying Standard 6:55.56 University of California, Berkeley Qualifying Standard 6:57.64 University
Data Driven Discovery In the Social, Behavioral, and Economic Sciences
Data Driven Discovery In the Social, Behavioral, and Economic Sciences Simon Appleford, Marshall Scott Poole, Kevin Franklin, Peter Bajcsy, Alan B. Craig, Institute for Computing in the Humanities, Arts,
Freshmen Acceptance Rate AAU Public Universities
Freshmen University of California, Berkeley 27% University of California, Los Angeles 27% University of North Carolina, Chapel Hill 37% University of Virginia 38% University of California, San Diego 44%
Cosmological simulations on High Performance Computers
Cosmological simulations on High Performance Computers Cosmic Web Morphology and Topology Cosmological workshop meeting Warsaw, 12-17 July 2011 Maciej Cytowski Interdisciplinary Centre for Mathematical
The Hartree Centre helps businesses unlock the potential of HPC
The Hartree Centre helps businesses unlock the potential of HPC Fostering collaboration and innovation across UK industry with help from IBM Overview The need The Hartree Centre needs leading-edge computing
Graduate School Rankings By U.S. News & World Report: PSYCHOLOGY (RESEARCH) - Ph.D.
PSYCHOLOGY (RESEARCH) - Ph.D. Assessment 1 University of California, Berkeley 4.6 1 University of Michigan, Ann Arbor 4.6 3 University of California, Los Angeles 4.4 3 University of Illinois, Urbana-Champaign
UC AND THE NATIONAL RESEARCH COUNCIL RATINGS OF GRADUATE PROGRAMS
UC AND THE NATIONAL RESEARCH COUNCIL RATINGS OF GRADUATE PROGRAMS In the Fall of 1995, the University of California was the subject of some stunning news when the National Research Council (NRC) announced
GRADUATE PROGRAMS IN ANALYTICS
GRADUATE PROGRAMS IN ANALYTICS FULL- TIME MASTERS DEGREES IN ANALYTICS (OR CLOSELY RELATED) Unit Degree Name (mo.) Est. Tuition Started North Carolina State Institute for Advanced M.S. 10 $19,500 (R) $34,500
Big Data Management in the Clouds and HPC Systems
Big Data Management in the Clouds and HPC Systems Hemera Final Evaluation Paris 17 th December 2014 Shadi Ibrahim [email protected] Era of Big Data! Source: CNRS Magazine 2013 2 Era of Big Data! Source:
SCHOOL SCHOOL S WEB ADDRESS. HOURS Tempe Arizona Ph.D. 4-5 54-84 January 15 $60 Not given 550/213
SCHOOL SCHOOL S WEB ADDRESS 1 Arizona State University http://wpcarey.asu.edu/acc/doctoral.cfm 2 Baruch College CUNY http://zicklin.baruch.cuny.edu/programs/doctoral/areas-of-study/accounting 3 Bentley
College Acceptances The University of Akron The University of Alabama Albion College Allegheny College American University Anderson University-IN
College Acceptances The University of Akron The University of Alabama Albion College Allegheny College American University Anderson University-IN Arizona State University The University of Arizona Art
Data Requirements from NERSC Requirements Reviews
Data Requirements from NERSC Requirements Reviews Richard Gerber and Katherine Yelick Lawrence Berkeley National Laboratory Summary Department of Energy Scientists represented by the NERSC user community
The Libraries Role in Research Data Management: A Case Study from the University of Minnesota
13 September 2012 The Libraries Role in Research Data Management: A Case Study from the University of Minnesota Meghan Lafferty, Chemistry, Chemical Engineering, and Materials Science Librarian, and Lisa
Mississippi State University High Performance Computing Collaboratory Brief Overview. Trey Breckenridge Director, HPC
Mississippi State University High Performance Computing Collaboratory Brief Overview Trey Breckenridge Director, HPC Mississippi State University Public university (Land Grant) founded in 1878 Traditional
Graduate School Rankings By U.S. News & World Report: CIVIL ENGINEERING
Rank Universities Score 1 University of California, Berkeley 4.8 2 University of Illinois, Urbana-Champaign 4.6 3 Purdue University, West Lafayette 4.4 5 University of Michigan, Ann Arbor 4.1 6 University
How To Manage Research Data At Columbia
An experience/position paper for the Workshop on Research Data Management Implementations *, March 13-14, 2013, Arlington Rajendra Bose, Ph.D., Manager, CUIT Research Computing Services Amy Nurnberger,
QUALITY ASSURANCE AND ACCREDITATION AT THE UNIVERSITY OF GEORGIA: AN OVERVIEW
QUALITY ASSURANCE AND ACCREDITATION AT THE UNIVERSITY OF GEORGIA: AN OVERVIEW Presented by: University of Georgia, Office of Academic Planning May 03, 2011, 11:15am-12:30pm Bob Boehmer, Associate Provost
Tuition and Fees. & Room and Board. Costs 2011-12
National and Regional Comparisons of Tuition and Fees & Room and Board Costs 2011-12 Table of Contents Table of Contents... 1 Comparator Institutions... 3 University of Wyoming Comparator Institutions...
2014-2015 ANNUAL REPORT
COMMITTEE ON INSTITUTIONAL COOPERATION 2014-2015 ANNUAL REPORT The Power of the Collective I m so fortunate to be working within the CIC, where faculty are encouraged to engage with each other and to utilize,
Information Management course
Università degli Studi di Milano Master Degree in Computer Science Information Management course Teacher: Alberto Ceselli Lecture 01 : 06/10/2015 Practical informations: Teacher: Alberto Ceselli ([email protected])
The National Consortium for Data Science (NCDS)
The National Consortium for Data Science (NCDS) A Public-Private Partnership to Advance Data Science Ashok Krishnamurthy PhD Deputy Director, RENCI University of North Carolina, Chapel Hill What is NCDS?
PARALLEL & CLUSTER COMPUTING CS 6260 PROFESSOR: ELISE DE DONCKER BY: LINA HUSSEIN
1 PARALLEL & CLUSTER COMPUTING CS 6260 PROFESSOR: ELISE DE DONCKER BY: LINA HUSSEIN Introduction What is cluster computing? Classification of Cluster Computing Technologies: Beowulf cluster Construction
Health Sciences & Medical Graduate Schools & Programs Reported by UW-Green Bay Graduates, 2000-2014
Health Sciences & Medical Graduate Schools & Programs Reported by UW-Green Bay Graduates, 2000-2014 Annual Graduate Follow-Up / First-Destination Survey Conducted by Career Services Graduate School Alabama
in the Rankings U.S. News & World Report
in the Rankings UCLA performs very well in all the national and international rankings of the best public and private universities, including the most widely known list published by U.S. News & World Report.
National Bureau for Academic Accreditation And Education Quality Assurance LINGUISTICS # UNIVERSITY CITY STATE DEGREE MAJOR SPECIALTY RESTRICTION
1 UNIVERSITY OF MASSACHUSETTS - BOSTON ~ BOSTON MA M 1 ARIZONA STATE UNIVERSITY - TEMPE TEMPE AZ MD ~ M for Linguistics is for Residential Program ONLY. The online option is not ~ M in Linguistics is for
Frequently Asked Questions
Q: Is there a shortage of Accounting faculty? Frequently Asked Questions A: There is going to be a very large number of retirements in the next few years. Accounting faculty do retire at an average age
US News and World Report Ranking
US News and World Report Ranking Institution National Rank Public National Rank Peer Assessment Academic Reputation Rank Georgia Institute of Technology 36 7 4.1 21 Pennsylvania State University 37 8 3.6
DISCUSSION ITEM ANNUAL REPORT ON NEWLY APPROVED INDIRECT COSTS AND DISCUSSION OF THE RECOVERY OF INDIRECT COSTS FROM RESEARCH BACKGROUND
F2 Office of the President TO MEMBERS OF THE COMMITTEE ON FINANCE: For Meeting of November 17, 2010 DISCUSSION ITEM ANNUAL REPORT ON NEWLY APPROVED INDIRECT COSTS AND DISCUSSION OF THE RECOVERY OF INDIRECT
Scientific Thought. Opportunities in Biomedical Sciences. The Traditional Path. Stuart E. Ravnik, Ph.D. Observation
Opportunities in Biomedical Sciences Stuart E. Ravnik, Ph.D. Assistant Dean Graduate School of Biomedical Sciences Stuart E. Ravnik, Ph.D. July 24, 2003 Scientific Thought Observation Experimentation Hypothesis
New Jersey Big Data Alliance
Rutgers Discovery Informatics Institute (RDI 2 ) New Jersey s Center for Advanced Computation New Jersey Big Data Alliance Manish Parashar Director, Rutgers Discovery Informatics Institute (RDI 2 ) Professor,
Good morning. It is a pleasure to be with you here today to talk about the value and promise of Big Data.
Good morning. It is a pleasure to be with you here today to talk about the value and promise of Big Data. 1 Advances in information technologies are transforming the fabric of our society and data represent
HADOOP ON ORACLE ZFS STORAGE A TECHNICAL OVERVIEW
HADOOP ON ORACLE ZFS STORAGE A TECHNICAL OVERVIEW 757 Maleta Lane, Suite 201 Castle Rock, CO 80108 Brett Weninger, Managing Director [email protected] Dave Smelker, Managing Principal [email protected]
U.S. News & World Report 2015 Best Colleges Rankings Summary Report
U.S. News & World Report 2015 Best Colleges ings Summary Report U.S. News World Report releases the Best Colleges ings each fall. These undergraduate rankings are used by students to help them decide where
Arts Entrepreneurship Degree Inventory 1
Arts Entrepreneurship Degree Inventory 1 Graduate Degrees (2) Arizona State University MFA in Theatre with a Concentration in Arts Entrepreneurship & Management - http://theatrefilm.asu.edu/degrees/grad/mfa_theatre/artsmgt.php
Integrating Bioinformatics, Medical Sciences and Drug Discovery
Integrating Bioinformatics, Medical Sciences and Drug Discovery M. Madan Babu Centre for Biotechnology, Anna University, Chennai - 600025 phone: 44-4332179 :: email: [email protected] Bioinformatics
Arts Entrepreneurship Degree Inventory 1
Arts Entrepreneurship Degree Inventory 1 Graduate Degrees (2) Arizona State University MFA in Theatre, Arts Entrepreneurship & Management - https://filmdancetheatre.asu.edu/degree-programs/theatre-degree/master-fine-arts-theatre-artsentrepreneurship-and-managementj
Dr. Raju Namburu Computational Sciences Campaign U.S. Army Research Laboratory. The Nation s Premier Laboratory for Land Forces UNCLASSIFIED
Dr. Raju Namburu Computational Sciences Campaign U.S. Army Research Laboratory 21 st Century Research Continuum Theory Theory embodied in computation Hypotheses tested through experiment SCIENTIFIC METHODS
Doctoral Programs in Communication: Updated Report for 2010-2011 Graduates
Doctoral Programs in Communication: Updated Report for 2010-2011 Graduates A Supplemental Report Annual Surveys of Journalism & Mass Communication Lee B. Becker Tudor Vlad Holly Simpson Konrad Kalpen James
Statement of Work. Shin Woong Sung
Statement of Work Shin Woong Sung 1. Executive Summary This Statement of Work (SOW) suggests a plan and a solution approach to find out the best mix of machines for each casino site of Lucky Duck Entertainment,
