Non-Consumptive TDM with The HathiTrust Research Center

Size: px
Start display at page:

Download "Non-Consumptive TDM with The HathiTrust Research Center"

Transcription

1 HATHITRUST A Shared Digital Repository Non-Consumptive TDM with The HathiTrust Research Center Peter Organisciak, Post-Doctoral Research Associate HTRC Exec Management: J. Stephen Downie (PI), Beth Plale (PI), Beth Namachchivaya Robert H. McDonald, Mike Furlough

2 Mission and Purpose To contribute to research, scholarship, and the common good by collaboratively collecting, organizing, preserving, communicating, and sharing the record of human knowledge. A trusted digital preservation service enabling the broadest possible access worldwide. An organization with over 100 research libraries partnering to develop its programs. A range of transformative programs enabled by working at a very large scale.

3 Allegheny College American University of Beirut Arizona State University Auburn University Baylor University Boston College Boston University Brandeis University Brown University Bryn Mawr College Carnegie Mellon University Case Western Reserve Colby College Columbia University Cornell University Dartmouth College Duke University Emory University Getty Research Institute Georgetown University Georgia Tech Harvard University Library Haverford College Indiana University Iowa State University Johns Hopkins University Kansas State University Lafayette College Library of Congress Massachusetts Institute of Technology McGill University` Michigan State University Montana State University Mount Holyoke College New Mexico State University New York Public Library New York University North Carolina Central University 3 HathiTrust Members North Carolina State University Northeastern University Northwestern University Oklahoma State University The Ohio State University The Pennsylvania State University Princeton University Purdue University Rutgers University Smith College Stanford University State University System of Florida Swarthmore College Syracuse University Temple University Texas A&M University Texas Christian University Texas Tech University Tufts University Universidad Complutense de Madrid University of Alabama University of Alberta University of Arizona University of British Columbia University of Calgary University of California Berkeley Davis Irvine Los Angeles Merced Riverside San Diego San Francisco Santa Barbara Santa Cruz California Digital Library The University of Chicago University of Connecticut University of Delaware University of Houston University of Illinois University of Illinois at Chicago The University of Iowa University of Kansas University of Maine University of Maryland University of Massachusetts, Amherst University of Miami University of Michigan University of Minnesota University of Missouri University of Nebraska-Lincoln University of Nevada-Las Vegas University of New Mexico The University of North Carolina at Chapel Hill University of Notre Dame University of Oklahoma University of Pennsylvania University of Pittsburgh University of Queensland University of Rochester University of Tennessee, Knoxville University of Texas University of Utah University of Vermont University of Virginia University of Washington University of Wisconsin-Madison University of Wyoming Utah State University Vanderbilt University Virginia Tech Wake Forest University Washington University Washington State University Yale University Library

4 Cooperative Work We draw upon distributed expertise Administration Michigan Indiana Illinois California Preservation & Access Repository Research Center Metadata Management (Zephir)

5 Scale of the HathiTrust Collection 13,893,608 total volumes 6,920,679 book titles 367,828 serial titles 4,862,762,800 pages ~625 terabytes 5,434,351 open volumes (~39% of total) The collection includes (mostly) published materials in bound form, digitized from library collections.

6 Contributions by Library, Nov 2015 Institution Volumes University of Michigan 4,696,618 University of Institution California Volumes 3,707,214 Harvard University University of Michigan 4,722, ,344 Cornell University University of California 3,639, ,875 University Harvard of University Wisconsin - Madison 838, ,700 Indiana University University of Wisconsin 561, ,588 Indiana University 529,798 University of Minnesota 438,134 Cornell University 515,753 University of Illinois at Urbana-Champaign 437,288 Penn State 389,247 Pennsylvania State University 390,087 University of Illinois 348,946 New York Public Library 310,737 University of Minnesota 334,249 Princeton University 252,885 New York Public Library 304,610 The Ohio State University 118,513 Princeton University 252,841 Universidad Complutense de Madrid 117,508 Universidad Complutense 117,322 Library of Congress 108,892 Library of Congress 108,892 University of Chicago 99,181 Keio University 90,122 Keio University 90,126 University of Alberta 76,106 University of Alberta 76,114 Ohio State 74,525 Columbia University 74,514 Columbia University 73,396 Northwestern University 57,142 Northwestern University 57,000 University University of Virginia of Chicago 56,98151,220 Purdue University University of Virginia 51,20747,490 University of Iowa 40,622 Technical Report Archive & Image Library 35,923 6

7 The top 10 languages make up ~87% of all content

8 HathiTrust Titles by Copyright/View Status 8

9 Call Number Distribution

10 HathiTrust Titles by Date and Viewing Status Dates

11 Non-Consumptive Research From the rejected Google Book Settlement: Non-Consumptive Research means research in which computational analysis is performed on one or more Books, but not research in which a researcher reads or displays substantial portions of a Book to understand the intellectual content presented within the Book. (a) Image Analysis and Text Extraction (b) Textual Analysis and Information Extraction (c) Linguistic Analysis (d) Automated Translation (e) Indexing and Search

12 Introducing the HathiTrust Research Center

13 Mission of the HT Research Center Research arm of HathiTrust Established: July, 2011 Collaborative center: Indiana University & University of Illinois Mission: Enable researchers world-wide to accomplish text data-mining and analysis on texts in public domain and under copyright Enable large-scale analysis on texts (corpus > 1M volumes) Create and support tools and semantic structuring for analyzing texts Develop translational tools and data to enhance HathiTrust Digital Library services to users

14 HTRC Governance Reports to the HathiTrust Board of Governors HTRC Executive Committee J. Stephen Downie (Co-director), Professor and Associate Dean for Research, Univ of Illinois GSLIS Robert H. McDonald, Associate Dean of Libraries/Deputy Director Data to Insight Center at Indiana Univ Beth Sandore Namachchivaya, Associate University Librarian for Information Technology Planning & Policy at the Univ of Illinois Beth Plale (Co-director and Chair), Director Data To Insight Center and Professor in School of Informatics and Computing at Indiana Univ John Unsworth, Vice Provost for Library & Technology Services and Chief Information Officer at Brandeis Univ

15 Non-consumptive research through HTRC secure commons

16 Non-Consumptive Research Paradigm No action or set of actions on part of users, either acting alone or in cooperation with other users over duration of one or multiple sessions can result in sufficient information gathered from collection of copyrighted works to reassemble pages from collection. Definition disallows collusion between users, or accumulation of material over time. Differentiates human researcher from proxy which is not a user. Users are human beings.

17 Challenge of Secure Commons ~60% of digitized texts are under copyright Text content is large : linear walk 1M volumes:1000 cores:1day. Data can t leave. Researchers want: To use their own tools, even for small analysis Intimate interaction with texts So: data can t leave yet software coming to data can be suspicious. Researchers can t consume copyright content yet still need intimate interaction.

18 Secure Commons Trust Ring Logical ring within which exist trusted services and computers that protect and provide access to the sensitive (copyright) data Computation moves to the data not vice versa Computation carried out in the trust ring IU UIUC

19 Researcher Interaction Interaction with HTRC is through one of three options: 1. Services and tools for data extraction, data cleaning, data analysis and results visualization. Self service, browser-based. 2. Check out a Data Capsule VM. Researcher checks out and configures for their use (currently for the technology savvy) 3. Direct engagement with HTRC staff HTRC Portal:

20 HTRC Portal

21 Searching Robinson Crusoe in the Workset Builder Basic search interface for building a workset

22 Results of Robinson Crusoe search using the Solr API Search and workset-creation option for the more technical user

23 Custom Robinson Crusoe workset request generated from MODS database Most robust search done on behalf of users who will request a custom dataset from HT

24 Self service portal for services and tools

25 We are seeing numerous cases where analysis is a pipeline: simplified into 4 stages below. Plugging in at each stage is a tool (e.g., open source, user designed, community based) Data Extraction Data Cleaning Data Analysis Visualization HathiTrust texts Input Parameters (JSON) Task output (JSON) Tasks can be programs written in any language Python, R, Java, C#, Overall Result Graphs Raw data Structured data Etc. Result: stored to workset

26 HTRC Data Capsule

27 HTRC Data Capsule concept Researcher checks out a virtual machine (VM) VM runs in the Trust Ring Researcher owns their VM through weeks/months of analysis Getting stuff into VM is easy, but there is a controlled and audited process for getting results out of the VM

28 @hathitrust HTRC Data Capsule HTRC Data Team Beth Plale (PI) Jiaan Zeng Guangchen Ruan Special Thanks to Samitha Liyanage Milinda Pathirage Zong Peng Earlence Fernandes Ajit Aluri HTRC Data Team Atul Prakash (PI) Alexander Crowell Jiaan Zeng, Guangchen Ruan, Alexander Crowell, Atul Prakash, and Beth Plale Cloud computing data capsules for nonconsumptiveuse of texts. In Proceedings of the 5th ACM workshop on Scientific cloud computing (ScienceCloud '14). ACM, New York, NY, USA, DOI= /

29 Data Capsule with i-python installed

30 Mode switch protection: maintenance mode Arbitrary network download allowed HTRC raw data sources User traffic from desktop allowed Data Capsule Arbitrary network upload allowed during maintenance mode, researcher installs new software and loads data into capsule

31 Mode switch protection: secure mode Arbitrary network download not allowed HTRC raw data sources Arbitrary network upload not allowed User traffic from desktop allowed Researcher switches to secure mode when ready to run her tools Data Capsule Results : researcher tools must write results to special directory; these are reviewed before release

32 Priorities Expand data capsule to support more users and run on larger number of cores Dockerize the software services Develop out the workset (user s context while working in secure commons) Switch from OAuth authentication to Shibboleth/inCommon Support broader range of canned analysis algorithms 32

33 Extracted Features Dataset (HTRC EF)

34 Features are a translation of text from language that humans understand to language that machines understand. Raw text Translation into features (you are here) Algorithmic use

35 Hard to make one size fit all Extracted features dataset assists in More obscure questions Functionality not in htrc Sensitivity to what is happening to data

36 Data million pages, in 4.8 million volumes Currently restricted to public domain scanned works

37

38 Per section of each page (header/footer/body) Token count, line count, empty line count, sentence count Counts of characters occurring at the beginnings of lines, end of lines Pos-tagged token frequencies (case-sensitive) E.G. Rose (verb), rose (noun), and rose are counted separately

39

40

41 Possibilities Compare term counts, word clouds Within-book comparison of themes Classification against metadata (e.g. Build a genre detector!) Identify part of book (via character information) Identify chapter headings, frontispieces (via line count information) Topic modeling

42

43 CO- OCCURRENC E TABLES DAVID MIMNO

44 Next steps Public domain track Bigrams, trigrams Entity extraction Non-pd Copyrighted and unknown status 8 million more!

45 Extracted Features

46 ACS: Research Projects

47 ACS Research Project #1

48 ACS Research Projects #2

49 Tracking Technology Diffusion Through Time in the HathiTrust Corpus Michelle Alexopoulos, University of Toronto Dr. Alexopoulos, an economist, is using the vast historical record contained in the HathiTrust to study the diffusion of various technologies over time. By tracking word usage trends of 1,214 technology-related terms identified by Alexopoulos, such as the steam engine, her research based on HathiTrust book content has the potential to overturn accepted theories about the economic and societal impacts of a technology. ACS Research Projects #3 VS. Linkages to Steam Engines implied by the Library of Congress Classification From HT text: Selected subject terms linked to Steam engine n-gram by ,012,633 volumes analyzed. Over 22 hours of processing using a 32-node cluster on Indiana University s high-performance supercomputer, Big Red II. Each node had 32 cores and 64 GB of RAM. HTRC Use Case: Collaboration between Scholars and the HTRC

50 Use Case HT+Bookworm

51 HathiTrust + Bookworm A tool for visualizing and analyzing word usage trends in the HathiTrust Digital Library

52 BookWorm Components BOOKWORMAPI QUANTITATIVE QUERIES OVER COLLECTION BOOKWORMGUI THE TIME SERIES VISUALIZATION

53 Regularization of Verbs: A Bookworm Example burned (blue graph ) and burnt (orange graph)

54

55 Upcoming Work: New Mellon Grant WCSA+DC Funded by Andrew W. Mellon Foundation $1,117, 000 Two years intensive work rebuilding Workset Builder and Data Capsules Need to scale up Need finer access and control Improve security Partners at Brandeis, Oxford, Waikato, Illinois

56 Thank You!

Digitization and Aggregation Enabling a Print Network

Digitization and Aggregation Enabling a Print Network HATHITRUST DIGITAL LIBRARY Digitization and Aggregation Enabling a Print Network Mike Furlough Executive Director, HathiTrust 15 August 2016 2016 IFLA World Library and Information Congress Columbus, OH

More information

DOCTORAL/RESEARCH INSTITUTIONS RECEIVING FULBRIGHT AWARDS FOR

DOCTORAL/RESEARCH INSTITUTIONS RECEIVING FULBRIGHT AWARDS FOR DOCTORAL/RESEARCH INSTITUTIONS RECEIVING FULBRIGHT AWARDS FOR 2015-2016 Those institutions highlighted in blue are listed in the Chronicle of Higher Education Institution State Grants Applications Harvard

More information

Table 2 Overall Heterodox-Adjusted Rankings for Ph.D.-Granting Institutions in Economics

Table 2 Overall Heterodox-Adjusted Rankings for Ph.D.-Granting Institutions in Economics ing Economics Departments in a Contested Discipline 23 Heterodox-Adjusted ings for Ph.D.-Granting Institutions in Economics ) ) Harvard U 43 1 (1) 5.47 1 (1) UC Berkeley 56 2 (2) 4.08 4 (4) Princeton U

More information

ARL SUPPLEMENTARY STATISTICS A COMPILATION OF STATISTICS FROM THE MEMBERS OF THE ASSOCIATION OF RESEARCH LIBRARIES

ARL SUPPLEMENTARY STATISTICS A COMPILATION OF STATISTICS FROM THE MEMBERS OF THE ASSOCIATION OF RESEARCH LIBRARIES ARL SUPPLEMENTARY STATISTICS 1997-98 A COMPILATION OF STATISTICS FROM THE MEMBERS OF THE ASSOCIATION OF RESEARCH LIBRARIES TABLE OF CONTENTS Table 1. Summary Statistics for University Libraries...4 Table

More information

HathiTrust: Ten Years, 16 Million Volumes, and the Road Ahead 2018 LIBRARY TECHNOLOGY CONFERENCE JOHN BUTLER, UNIVERSITY OF MINNESOTA

HathiTrust: Ten Years, 16 Million Volumes, and the Road Ahead 2018 LIBRARY TECHNOLOGY CONFERENCE JOHN BUTLER, UNIVERSITY OF MINNESOTA HathiTrust: Ten Years, 16 Million Volumes, and the Road Ahead 2018 LIBRARY TECHNOLOGY CONFERENCE JOHN BUTLER, J-BUTL@UMN.EDU UNIVERSITY OF MINNESOTA Acknowledgements Many thanks to Mike Furlough, Sandra

More information

U.S. Psychology. Departments

U.S. Psychology. Departments Table of Contents Department Ratings Links Home U.S. Psychology Distinguished Strong Good Departments This page ranks United States doctoral programs in psychology based on the 1995 study conducted by

More information

US News and World Report Rankings Graduate Economics Programs Ranked in 2001

US News and World Report Rankings Graduate Economics Programs Ranked in 2001 The following list reports the rankings done in 1995 by William H. Kaempfer and Chao Jing of the University of Colorado at Boulder. Their list compiles six earlier studies into an aggregate ranking. Rankings

More information

HathiTrust Shared Print Program Report to PAN Meeting 6/23/2017. Lizanne Payne Shared Print Program Officer

HathiTrust Shared Print Program Report to PAN Meeting 6/23/2017. Lizanne Payne Shared Print Program Officer HathiTrust Shared Print Program Report to PAN Meeting 6/23/2017 Lizanne Payne Shared Print Program Officer elpayne@hathitrust.org Key Attributes of the HathiTrust Shared Print Program Secure retention

More information

FDP Expanded Clearinghouse Participants (as of February 8, 2018)

FDP Expanded Clearinghouse Participants (as of February 8, 2018) Arizona State University Augusta University Research Institute, Inc. Ball State University Beckman Research Institute of the City of Hope Boston College Boston University (Charles River Campus) Boston

More information

Sears Directors' Cup Final Standings

Sears Directors' Cup Final Standings 1 Stanford 662.5 5 59.5 2 63.0 4 61.0 3 61.5 1 64.0 57 0.0 54 0.0 971.5 2 North Carolina 565.0 53.0 17 44.5 19 46.0 8 57.0 41 17.5 16 0.0 7 58.0 9 54.5 789.5 3 UCLA 485.5 118.0 7 58.0 1 64.0 5 58.5 3 61.5

More information

President Dennis Assanis

President Dennis Assanis President Dennis Assanis Strategic Planning Where are we now? Where do we want to go? Identify peer institutions for comparison current and aspirational Articulate shared vision and identify cross-cutting

More information

U.S. Patents Awarded in 2005 Top 20 Universities

U.S. Patents Awarded in 2005 Top 20 Universities U.S. Awarded in 2005 1 California Institute of Technology 172 2 Massachusetts Institute of Technology 133 3 U. of Wisconsin at Madison 89 4 Johns Hopkins U. 81 5 U. of Michigan at Ann Arbor 80 6 U. of

More information

CILogon & InCommon & Federated Identity. Jim Basney

CILogon & InCommon & Federated Identity. Jim Basney CILogon & InCommon & Federated Identity Jim Basney Federated Identity Federated Identity for R&E geni.net opensciencedatacloud.org Federated Identity for R&E dmptool.org Federated

More information

Initial (one-time) Membership Fee 10,000 Renewal Fee (every 8 years) $3500

Initial (one-time) Membership Fee 10,000 Renewal Fee (every 8 years) $3500 November 25, 2013 UCAR Membership Fees Process and Schedule Fee assessment process: 1. UCAR Members vote at the Annual Meeting to approve new or renewing applications for UCAR membership. 2. After the

More information

Graduate Schools Class of 2015 Air Force Insitute of Technology Arizona State University Arrhythmia Technologies Institute ATI, Greenville, South

Graduate Schools Class of 2015 Air Force Insitute of Technology Arizona State University Arrhythmia Technologies Institute ATI, Greenville, South Graduate Schools Class of 2015 Air Force Insitute of Technology Arizona State University Arrhythmia Technologies Institute ATI, Greenville, South Carolina Auburn Ball State Boston University Boston University

More information

TROJAN SEXUAL HEALTH REPORT CARD. The Annual Rankings of Sexual Health Resources at American Colleges and Universities. TrojanBrands.

TROJAN SEXUAL HEALTH REPORT CARD. The Annual Rankings of Sexual Health Resources at American Colleges and Universities. TrojanBrands. TROJAN SEXUAL HEALTH The Annual Rankings of Sexual Health Resources at American Colleges and Universities PRESENTED BY TOP 10 1 UNIVERSITY OF GEORGIA 2 OREGON STATE UNIVERSITY 3 UNIVERSITY OF MICHIGAN

More information

U.S. Track & Field and Cross Country Coaches Association

U.S. Track & Field and Cross Country Coaches Association Men Arizona State University Belmont University Binghamton University Boston University Bradley University Brigham Young University Brown University Bucknell University Central Michigan University Colgate

More information

2009 Marketing Academia Labor Market Survey May 20, 2009

2009 Marketing Academia Labor Market Survey May 20, 2009 2009 Labor Market Report / 1 2009 Marketing Academia Labor Market Survey May 20, 2009 Chris Janiszewski, Warrington School of Business, University of Florida Geeta Menon, The Wharton School, University

More information

ARL ACADEMIC LAW LIBRARY STATISTICS

ARL ACADEMIC LAW LIBRARY STATISTICS ASSOCIATION OF RESEARCH LIBRARIES WASHINGTON, D.C. 2006 ARL ACADEMIC LAW LIBRARY STATISTICS 2004-05 Compiled and Edited by MARK YOUNG MARTHA KYRILLIDOU Downloaded from publications.arl.org ARL Academic

More information

Appalachian State University L500030AppStUBlkVinyl. University of Alabama L500030AlabmaBlkVinyl. Arizona State University L500030ArizStBlkVinyl

Appalachian State University L500030AppStUBlkVinyl. University of Alabama L500030AlabmaBlkVinyl. Arizona State University L500030ArizStBlkVinyl University of Alabama at Birmingham L500030AlaBirBlkVinyl University of Alabama L500030AlabmaBlkVinyl Appalachian State University L500030AppStUBlkVinyl Arizona State University L500030ArizStBlkVinyl University

More information

Scoring Algorithm by Schiller Industries

Scoring Algorithm by Schiller Industries As of June 28, 2017 MEN'S CUP STANDINGS Points WOMEN'S CUP STANDINGS Points 1. Ohio State 111 1. Stanford 175.5 2. Florida 105 2. USC 129 3. North Carolina 100 3. Florida 87 4. Stanford 94.5 4. Oregon

More information

College Matriculation ( )

College Matriculation ( ) College Matriculation (2014-2018) American University (2) Amherst College Assumption College (9) Babson College (5) Bard College (3) Barnard College (5) Bates College (4) Baylor University Bennington College

More information

April 17, 2017 Howard Hughes Medical Institute Page 1 of General Investigator Competition List of Eligible Institutions

April 17, 2017 Howard Hughes Medical Institute Page 1 of General Investigator Competition List of Eligible Institutions April 17, 2017 Howard Hughes Medical Institute Page 1 of 6 Aaron Diamond AIDS Research Center Albany Medical College Albert Einstein College of Medicine Arizona State University Baylor College of Medicine

More information

U.S. News 2004 The Professional Schools

U.S. News 2004 The Professional Schools U.S. News 2004 The Professional Schools THE TOP 25 THE TOP 25 1 Yale Clinical Training: 1 Harvard 1. Georgetown 2 Harvard 2. American 2 Washington Univ. 3. New York In St. Louis 3 Stanford 4. Washington

More information

COLLEGE ACCEPTANCES: CLASSES

COLLEGE ACCEPTANCES: CLASSES COLLEGE ACCEPTANCES: CLASSES 2012 2017 In the past six years, graduates of Boston University Academy have been accepted to the following colleges and universities. The number of BUA students from these

More information

Colleges/Universities with Exercise Science/Kinesiology-related Graduate Programs

Colleges/Universities with Exercise Science/Kinesiology-related Graduate Programs Colleges/Universities with Exercise Science/Kinesiology-related Graduate Programs (If you know of a college/university not on this list, please contact the CSCCa National Office to have it added.) ALABAMA

More information

ARL ACADEMIC HEALTH SCIENCES LIBRARY STATISTICS

ARL ACADEMIC HEALTH SCIENCES LIBRARY STATISTICS ASSOCIATION OF RESEARCH LIBRARIES WASHINGTON, D.C. 2006 ARL ACADEMIC HEALTH SCIENCES LIBRARY STATISTICS 2004-05 Compiled and Edited by MARK YOUNG MARTHA KYRILLIDOU Downloaded from publications.arl.org

More information

CSCAA NCAA Division I Scholar All-America Teams

CSCAA NCAA Division I Scholar All-America Teams College Swimming Coaches Association of America- For Immediate Release March 5, 2014 Contact: Joel Shinofield, Executive Director (540) 460-6563; joel@cscaa.org CSCAA NCAA Division I Scholar All-America

More information

Tuition, Fees, and Room & Board Rates Academic Year

Tuition, Fees, and Room & Board Rates Academic Year Tuition, Fees, and Room & Board Rates Academic Year 2018-2019 Presentation to the Board of Trustees January 18, 2018 TUITION GOAL: Protect access and affordability, while sustaining academic quality and

More information

Ethnic Studies Asst 55, ,755-2, ,111 4,111

Ethnic Studies Asst 55, ,755-2, ,111 4,111 A&S Prof 99,202 163 112,307-13,105-11.67 2,136,071 2,210,459 Asso 69,100 115 74,200-5,101-6.87 586,572 648,916 Asst 60,014 78 62,194-2,181-3.51 170,088 256,767 Total 80,892 356 89,017-8,126-9.13 2,892,731

More information

Ethnic Studies Asst 54, ,315-3, ,229 6,229. Gen Honors/UC Asso 64, ,402-4, ,430 24,430

Ethnic Studies Asst 54, ,315-3, ,229 6,229. Gen Honors/UC Asso 64, ,402-4, ,430 24,430 A&S Prof 99,280 157 110,954-11,674-10.52 1,832,807 2,010,866 Asso 70,144 112 73,921-3,777-5.11 422,998 603,376 Asst 60,165 82 62,465-2,300-3.68 188,570 269,597 Total 80,845 351 87,809-6,964-7.93 2,444,375

More information

Hispanic Magazine. The Top 25 Colleges for Latinos

Hispanic Magazine. The Top 25 Colleges for Latinos 1 Princeton 2 Harvard 3 Amherst College 4 Yale 5 Swarthmore College 6 Stanford 7 Massachusetts Institute of Technology 8 Pomona College 9 Columbia 10 of Chicago 11 Brown 12 Rice 13 of Notre Dame 14 of

More information

Yes, institutions can nominate a person who was previously nominated, provided they still meet the eligibility requirements of the program.

Yes, institutions can nominate a person who was previously nominated, provided they still meet the eligibility requirements of the program. Frequently Asked Questions As an institution eligible to participate in the Moore Inventor Fellows program, is there a specific process for internal solicitation and selection we should follow? There is

More information

Engineering bachelor s degrees recovered in 2008

Engineering bachelor s degrees recovered in 2008 6 5 4 3 2 1 Engineering by the Numbers By Michael T. Gibbons Engineering bachelor s degrees recovered in 28 from a slight dip in 27, reaching 74,17 for a 1.2 percent gain. Excluding computer science, the

More information

2013 Sexual Health. Report Card. The Annual Rankings of Sexual Health Resources at American Colleges and Universities BRAND CONDOMS

2013 Sexual Health. Report Card. The Annual Rankings of Sexual Health Resources at American Colleges and Universities BRAND CONDOMS BRAND CONDOMS Report Card The Annual Rankings of Resources at American Colleges and Universities TOP 10 Report Card 1 2 3 4 5 6 7 8 9 10 Princeton University Columbia University University of Arizona University

More information

Registration Priority for Athletes -- Survey of Universities Updated February 2007 Alice Poehls, UNC Chapel Hill

Registration Priority for Athletes -- Survey of Universities Updated February 2007 Alice Poehls, UNC Chapel Hill Registration Priority for -- Survey of Universities Updated February 2007 Alice Poehls, UNC Chapel Hill Questions were originally asked by Bruce Cunningham, Duke University, to the AAU group in 2000 and

More information

Decline Admission to Boston College Law School Fall 2018

Decline Admission to Boston College Law School Fall 2018 Decline Admission to Boston College Law School Fall 2018 We are sorry to hear that you will not be attending Boston College Law School. Please complete and submit this form to formally decline your admission

More information

College Profiles - Navy/Marine ROTC

College Profiles - Navy/Marine ROTC Page 1 of 6 The U.S. Navy and Marine Corps are a team that provides for our national defense. The men and women who serve are called on to provide support at sea, in the air and on land. The Navy-Marine

More information

Drink Mats Grill Mats

Drink Mats Grill Mats Alabama A&M Alabama State Alabama-ALogo 14000 12115 15500 Alabama at Birmingham Alabama at Huntsville Alabama-Elephant Logo 9064 Appalachian State Arizona 10328 Arizona State 10329 Arkansas 14015 12116

More information

Adlai E. Stevenson High School December 15, 2017

Adlai E. Stevenson High School December 15, 2017 Adlai E. Stevenson High School December 15, 2017 Student Outcome Statistics Detail Settings: Start Class Year/Grade: class of 2017; End Class Year/Grade: class of 2017 Total White Black Asian Hispanic

More information

WHERE THE CLASS OF 2012 ATTENDS COLLEGE College Choices (Number attending is based upon where final transcript was mailed.)

WHERE THE CLASS OF 2012 ATTENDS COLLEGE College Choices (Number attending is based upon where final transcript was mailed.) WHERE THE CLASS OF 2012 ATTENDS COLLEGE College Choices (Number attending is based upon where final transcript was mailed.) American University (4) Amherst College (1) Arcadia University (2) Arizona State

More information

List of Association of American Universities (AAU) Member Institutions

List of Association of American Universities (AAU) Member Institutions List of Association of American Universities (AAU) Member Institutions 1997/98 PUBLIC University of Arizona - Tucson University of California - System Administration University of California - Berkeley

More information

WHERE THE CLASS OF 2014 ATTENDS COLLEGE

WHERE THE CLASS OF 2014 ATTENDS COLLEGE WHERE THE CLASS OF 2014 ATTENDS COLLEGE Albany College of Pharmacy (1) Albright College (1) American University (6) Arizona State University (1) Auburn University (2) Bard College (1) Bentley University

More information

FEDERAL R&D FUNDING BY STATE

FEDERAL R&D FUNDING BY STATE SOCIAL & BEHAVIORAL SCIENCE FEDERAL R&D FUNDING BY STATE 2017 /resources/state-fact-sheets TABLE OF CONTENTS State Total Social Science R&D Page Why Social Science? 3 Alabama $13.5 million 4 Alaska $2.4

More information

Name. Class. Year. trojan sexual health report card edition THE ANNUAL RANKING OF SEXUAL HEALTH RESOURCES AT AMERICAN COLLEGES & UNIVERSITIES

Name. Class. Year. trojan sexual health report card edition THE ANNUAL RANKING OF SEXUAL HEALTH RESOURCES AT AMERICAN COLLEGES & UNIVERSITIES Name Class Year trojan sexual health report card 2010 edition THE ANNUAL RANKING OF SEXUAL HEALTH RESOURCES AT AMERICAN COLLEGES & UNIVERSITIES important use no.1 condom Trojan Brand condoms trusted for

More information

By Brian L. Yoder, Ph.D.

By Brian L. Yoder, Ph.D. Engineering by the Numbers By Brian L. Yoder, Ph.D. Bachelor s Degrees and Enrollment Engineering bachelor s degrees grew by 6 percent during the past year, reaching a total of 93,36 for 213. This continues

More information

AMERICAN ASSOCIATION FOR AGRICULTURAL EDUCATION FACULTY SALARIES

AMERICAN ASSOCIATION FOR AGRICULTURAL EDUCATION FACULTY SALARIES AMERICAN ASSOCIATION FOR AGRICULTURAL EDUCATION 1999-2000 FACULTY SALARIES Contents Page Summary Data for 1999-2000 Faculty FTEs by Region Nine-month appointments (Table 1)...2 Twelve-month appointments

More information

By Brian L. Yoder, Ph.D.

By Brian L. Yoder, Ph.D. Engineering by the Numbers By Brian L. Yoder, Ph.D. A Note on Data in the 216 Profiles: In a change from previous issues of Profiles, ASEE has decided to omit data from schools that have not participated

More information

WHERE THE CLASS OF 2015 ATTENDS COLLEGE

WHERE THE CLASS OF 2015 ATTENDS COLLEGE Adelphi University (1) American University (7) Appalachian State University (1) Arcadia University (2) Arizona State University (1) Art Center College of Design (1) Auburn University (2) Babson College

More information

APRIL 9-11, Team Win Loss Rank

APRIL 9-11, Team Win Loss Rank RESULTS 4.6132 APRIL 9-11, 2015 Pool A (A1) U of California-Berkeley 3 0 Gold (A2) Penn State University 2 1 Silver (A3) University of Alabama 1 2 Bronze (A4) Sam Houston State University 0 3 Copper 1.

More information

KANG CHIAO INTERNATIONAL SCHOOL - TAIPEI. University Acceptances of Class Class 2017 Graduates: 177 students

KANG CHIAO INTERNATIONAL SCHOOL - TAIPEI. University Acceptances of Class Class 2017 Graduates: 177 students KANG CHIAO INTERNATIONAL SCHOOL - TAIPEI University Acceptances of Class 2017 Class 2017 Graduates: 177 students Applied to USA universities: 139 students Admitted to USA Top 100: 136 students / Acceptance

More information

DoD-Navy FWA Addendums

DoD-Navy FWA Addendums DoD-Navy FWA s 361 Interactive, LLC DoD-N-A3161* 12-Mar-12 FWA00014199 12-Mar-12 Academic Consortium for Global Education Inc. (ACGE) DoD-N-A3065* 02-Oct-10 FWA00012146 02-Oct-10 Advanced Brain Monitoring

More information

41/95/2 Student Affairs ATO Chapters Chapter Composites File,

41/95/2 Student Affairs ATO Chapters Chapter Composites File, 41/95/2 Student Affairs ATO Chapters Chapter Composites File, 1867-2015 Note: Due to preservation considerations, pre-1950 and modern composites have been separated. Please be aware that older composites

More information

2014 Salary and Benefits Report

2014 Salary and Benefits Report University Senate Faculty Compensation and Benefits Committee 115 Independence Hall 1923 Neil Ave. Columbus, OH 43210 614-292-2423 Phone 2014 Salary and Benefits Report senate.osu.edu University Senate

More information

Where the Class of 2016 Attends College

Where the Class of 2016 Attends College Where the Class of 2016 Attends College Albany College of Pharmacy (1) Albright College (1) Alvernia University (1) American Musical and Dramatic Academy (AMDA) (1) American University (5) Amherst College

More information

All-Time College Football. Attendance. All-Time NCAA Attendance. Annual Football Bowl Subdivision (FBS) Attendance. Annual Total NCAA Attendance

All-Time College Football. Attendance. All-Time NCAA Attendance. Annual Football Bowl Subdivision (FBS) Attendance. Annual Total NCAA Attendance Attendance Records All-Time College Football Attendance... 2 All-Time NCAA Attendance... 2 Annual Conference Attendance Leaders... 3 Largest Regular-Season Crowds... 10 2012 Attendance... 11 Annual Team

More information

3+ 3+ N = 155, 442 3+ R 2 =.32 < < < 3+ N = 149, 685 3+ R 2 =.27 < < < 3+ N = 99, 752 3+ R 2 =.4 < < < 3+ N = 98, 887 3+ R 2 =.6 < < < 3+ N = 52, 624 3+ R 2 =.28 < < < 3+ N = 36, 281 3+ R 2 =.5 < < < 7+

More information

Public Accounting Report

Public Accounting Report Public Accounting Report THE INDEPENDENT NEWSLETTER OF THE ACCOUNTING PROFESSION SINCE 1978 AUGUST 2018 VOLUME XLII, NO. 8 IN THIS ISSUE 2 2018 Top 50 Undergraduate Accounting Programs 3 Top 25 Undergraduate

More information

TABLE 3c: Congressional Districts with Number and Percent of Hispanics* Living in Hard-to-Count (HTC) Census Tracts**

TABLE 3c: Congressional Districts with Number and Percent of Hispanics* Living in Hard-to-Count (HTC) Census Tracts** living Alaska 00 47,808 21,213 44.4 Alabama 01 20,661 3,288 15.9 Alabama 02 23,949 6,614 27.6 Alabama 03 20,225 3,247 16.1 Alabama 04 41,412 7,933 19.2 Alabama 05 34,388 11,863 34.5 Alabama 06 34,849 4,074

More information

TABLE 3b: Congressional Districts Ranked by Percent of Hispanics* Living in Hard-to- Count (HTC) Census Tracts**

TABLE 3b: Congressional Districts Ranked by Percent of Hispanics* Living in Hard-to- Count (HTC) Census Tracts** Rank State District Count (HTC) 1 New York 05 150,499 141,567 94.1 2 New York 08 133,453 109,629 82.1 3 Massachusetts 07 158,518 120,827 76.2 4 Michigan 13 47,921 36,145 75.4 5 Illinois 04 508,677 379,527

More information

2017 UC Admitted Transfer Student Survey

2017 UC Admitted Transfer Student Survey 2017 UC Admitted Transfer Student Survey Default Question Block Q1 About the Survey The purpose of the 2017 University of California Admitted Transfer Applicant Survey is to gain a full understanding of

More information

United Kingdom Arts University of Bournemouth Central Saint Martins College of Art & Design

United Kingdom Arts University of Bournemouth Central Saint Martins College of Art & Design Shanghai American School Pudong Matriculations (2012-2015) Australia/New Zealand Royal Melbourne Institute of Technology The University of Queensland University of Melbourne (3) Canada George Brown College

More information

Mike DeSimone's 2006 College Football Division I-A Top 119 Ratings Bowl Schedule

Mike DeSimone's 2006 College Football Division I-A Top 119 Ratings Bowl Schedule 2006/2007 College Football Games Page 1 of 8 Mike DeSimone's 2006 College Football Division I-A Top 119 Ratings Schedule Predictions Last Modified: Tuesday, 12, 2006 Record: 0 Correct 0 Incorrect (%) Download

More information

Institutions Ineligible for AREA Grants April 2016 March 2017

Institutions Ineligible for AREA Grants April 2016 March 2017 Institutions Ineligible for AREA Grants April 2016 March 2017 See AREA Program Ineligible Institutions website and Part 2, Section III of the Funding Opportunity Announcement for more information about

More information

The American Legion NATIONAL MEMBERSHIP RECORD

The American Legion NATIONAL MEMBERSHIP RECORD The American Legion NATIONAL MEMBERSHIP RECORD www.legion.org 2016 The American Legion NATIONAL MEMBERSHIP RECORD 1920-1929 Department 1920 1921 1922 1923 1924 1925 1926 1927 1928 1929 Alabama 4,474 3,246

More information

Oak Park Class of 2011 Post Graduation Plans

Oak Park Class of 2011 Post Graduation Plans Oak Park Class of 2011 Post Graduation Plans Total 4 Yr Colleges 173 Public In-state 94 Private In-state 20 Public Out-of-state 28 Private Out-of-state 27 Non U.S. 4 Yr Colleges 4 2 Yr Colleges 99 Public

More information

MEMO STEVE BERLIN, EXECUTIVE DIRECTOR, BOARD OF ETHICS, CITY OF CHICAGO

MEMO STEVE BERLIN, EXECUTIVE DIRECTOR, BOARD OF ETHICS, CITY OF CHICAGO MEMO TO: STEVE BERLIN, EXECUTIVE DIRECTOR, BOARD OF ETHICS, CITY OF CHICAGO AMER AHMAD, COMPTROLLER, CITY OF CHICAGO FROM: SUBJECT: KATHRYN O CONNELL, ASSISTANT TO THE MAYOR CPS PENNANT PROJECT ETHICS

More information

The Top American Research Universities

The Top American Research Universities The Top American Universities Elizabeth D. Capaldi Phillips John V. Lombardi Craig W. Abbey Diane D. Craig The Top American Universities What s in a Name? The Classification of Universities Over the years

More information

CAMP KESEM SWIPER1 INSTRUCTIONS PAGE TABLE OF CONTENTS

CAMP KESEM SWIPER1 INSTRUCTIONS PAGE TABLE OF CONTENTS Please note, these instructions are detailed for iphone and ipad users, and are more detailed than those provided by Click and Pledge. For Android, please refer to the instructions and manuals provided

More information

PFU DRAFT TIPS Draft Kit. Tip 1: Avoid drafting too many teams from the same conference

PFU DRAFT TIPS Draft Kit.  Tip 1: Avoid drafting too many teams from the same conference 2016 Draft Kit PFU DRAFT TIPS Here are a few insider tips that will give you the upper hand in your draft this year. Feel free to heed the advice or just follow your own instincts. Either way, have a blast

More information

Oxbridge Class of 2018 College Acceptances as of 4/2/18

Oxbridge Class of 2018 College Acceptances as of 4/2/18 Oxbridge Class of 2018 College Acceptances as of 4/2/18 Abilene Christian University Alvernia University American University Appalachian State University Arizona State University Arizona State University

More information

1. The University of Alabama 2. Alvernia University 3. American University 4. Appalachian State University 5. Arcadia University 6.

1. The University of Alabama 2. Alvernia University 3. American University 4. Appalachian State University 5. Arcadia University 6. 1. The University of Alabama 2. Alvernia University 3. American University 4. Appalachian State University 5. Arcadia University 6. Arizona State University 7. The University of Arizona 8. Auburn University

More information

Illinois Higher Education Executive Compensation Analysis

Illinois Higher Education Executive Compensation Analysis Illinois Higher Education Executive Analysis July 2015 Illinois Board of Higher Education Notes on sources and methods: The peer information used in this analysis was obtained from the Chronicle of Higher

More information

CAIR Conference Anaheim, CA, Nov. 6-9, 2012

CAIR Conference Anaheim, CA, Nov. 6-9, 2012 CAIR 2012 Best Presentation CAIR Conference Anaheim, CA, Nov. 6-9, 2012 John Stanley Institutional Analyst University of Hawaii at Mānoa jstanley@hawaii.edu Presentation Outline What are peers and why

More information

Statutory change to name availability standard. Jurisdiction. Date: April 8, [Statutory change to name availability standard] [April 8, 2015]

Statutory change to name availability standard. Jurisdiction. Date: April 8, [Statutory change to name availability standard] [April 8, 2015] Topic: Question by: : Statutory change to name availability standard Michael Powell Texas Date: April 8, 2015 Manitoba Corporations Canada Alabama Alaska Arizona Arkansas California Colorado Connecticut

More information

2010 College Football

2010 College Football 2010 College Football Thursday, September 2, 2010 Southern Miss. v. South Carolina 6:30 PM 9:30 PM ESPN Thursday, September 2, 2010 USC at Hawaii 10:00 PM 1:00 AM ESPN Friday, September 3, 2010 Arizona

More information

CoSIDA Academic All America Who Has Had the Most?

CoSIDA Academic All America Who Has Had the Most? CoSIDA Academic All America Who Has Had the Most? Total Academic All-America Selections 1. Nebraska, University of 294 2. Notre Dame, University of 222 3. Massachusetts Institute of Technology 181 4. Penn

More information

Higher Education. Educational Matching Gift Programs

Higher Education. Educational Matching Gift Programs Educational Matching Gift Programs ExxonMobil Educational Matching Gift Program: Abilene Christian University 104,625 Auburn University Foundation 389,381 Baylor University 340,575 Boston College 101,325

More information

AMERICAN MOCK TRIAL ASSOCIATION 2016 TEAM NUMBERS TEAM # SCHOOL DATE REG./PAID DROP DATE 1001 Brown University 4/7/ Brown University (2nd

AMERICAN MOCK TRIAL ASSOCIATION 2016 TEAM NUMBERS TEAM # SCHOOL DATE REG./PAID DROP DATE 1001 Brown University 4/7/ Brown University (2nd TEAM # SCHOOL DATE REG./PAID DROP DATE 1001 Brown University 4/7/2015 1002 Brown University (2nd Team) 1003 Brown University (3rd Team) 1004 University of Alabama, Tuscaloosa 4/13/2015 1005 University

More information

NSTC COMPETITIVE AREA DEFINITIONS. UIC Naval Service Training Command (NSTC), Great Lakes, IL

NSTC COMPETITIVE AREA DEFINITIONS. UIC Naval Service Training Command (NSTC), Great Lakes, IL NSTC COMPETITIVE AREA DEFINITIONS UIC 00210 Naval Service Training Command (NSTC), Great Lakes, IL UIC 00210 NSTC, N8, Pensacola, FL UIC 0763A Recruit Training Command, Great Lakes, IL NSTC Pensacola Programs,

More information

Colorado River Basin. Source: U.S. Department of the Interior, Bureau of Reclamation

Colorado River Basin. Source: U.S. Department of the Interior, Bureau of Reclamation The Colorado River supports a quarter million jobs and produces $26 billion in economic output from recreational activities alone, drawing revenue from the 5.36 million adults who use the Colorado River

More information

Class of 2017 Match Results

Class of 2017 Match Results Class of 2017 Match Results Anesthesiology University of Illinois College of Medicine-Chicago University of Texas Medical School-Houston University of Florida College of Medicine-Shands Hospital Dermatology

More information

Class 2018 Charts and Graphs. Overall Breakdown by Various Categories

Class 2018 Charts and Graphs. Overall Breakdown by Various Categories Class 2018 Charts and Graphs Overall Breakdown by Various Categories Public vs. Private Public vs. Private by State Geographical Distribution New York State Geographical Distribution New York City Distribution

More information

Colgate University. Air Force ROTC at Illinois Institute of Tech. College of DuPage. Albion College. Allegheny College

Colgate University. Air Force ROTC at Illinois Institute of Tech. College of DuPage. Albion College. Allegheny College Air Force ROTC at Illinois Institute of Tech Albion College Allegheny College Alverno College American Academy of Art Andrews University Aquinas College Arizona State University Auburn University Augustana

More information

Go Beyond Yourself At Lake Tahoe Since Squaw Valley Academy Class of 2017 Matriculation. 1 Academy of Art 4

Go Beyond Yourself At Lake Tahoe Since Squaw Valley Academy Class of 2017 Matriculation. 1 Academy of Art 4 235 Squaw Valley Road PHONE: 53-583-9393 Post Office Box 2667 FAX: 53-58- Olympic Valley, California 9646 USA At Lake Tahoe Since 978 Squaw Valley Academy Class of 27 Matriculation College/University Students

More information

PFU DRAFT TIPS Draft Kit. Tip 1: Avoid drafting too many teams from the same conference

PFU DRAFT TIPS Draft Kit.  Tip 1: Avoid drafting too many teams from the same conference 2017 Draft Kit PFU DRAFT TIPS Here are a few insider tips that will give you the upper hand in your draft this year. Feel free to heed the advice or just follow your own instincts. Either way, have a blast

More information

Participant and Author Index

Participant and Author Index , Arizona State University:, Bates College:, University of Georgia: 2024, Michigan State University:, State University of New York at Binghamton:, Cornell University:, China Agricultural University:, Cornell

More information

APPROVED NURSING RESEARCH COURSES FOR APRN PROGRAM

APPROVED NURSING RESEARCH COURSES FOR APRN PROGRAM APPROVED NURSING RESEARCH COURSES FOR APRN PROGRAM Institution Course Andrews University NRSG 445 Arizona State University NUR 315 Augusta University NURS 3807 Azusa Pacific University UNRS 425 or UNRS

More information

BOOTS ON THE GROUND: MAKING ACADEMIC LIBRARIES WORK FOR VETERANS

BOOTS ON THE GROUND: MAKING ACADEMIC LIBRARIES WORK FOR VETERANS BOOTS ON THE GROUND: MAKING ACADEMIC LIBRARIES WORK FOR VETERANS EDUARDO M. TINOCO UNIVERSITY OF SOUTHERN CALIFORNIA 27 JUNE 2015 http://www-bcf.usc.edu/~etinoco/ For Love of Country by Howard Schultz

More information

PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, ;

PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, ; PRESS RELEASE Media Contact: Joseph Stefko, Director of Public Finance, 585.327.7075; jstefko@cgr.org Highest Paid State Workers in New Jersey & New York in 2010; Lowest Paid in Dakotas and West Virginia

More information

2018 Fall Silicon Valley STEM Silicon Valley, California Start Date: 10/07/2018 End Date: 10/07/2018. Exhibitor Listing. Abertay University

2018 Fall Silicon Valley STEM Silicon Valley, California Start Date: 10/07/2018 End Date: 10/07/2018. Exhibitor Listing. Abertay University 2018 Fall Silicon Valley STEM Silicon Valley, California Start Date: 10/07/2018 End Date: 10/07/2018 Exhibitor Listing Abertay University http://www.abertay.ac.uk California State University-East Bay http://www.csueastbay.edu

More information

Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017

Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017 Table 8 Online and Telephone Medicaid Applications for Children, Pregnant Women, Parents, and Expansion Adults, January 2017 State Applications Can be Submitted Online at the State Level 1 < 25% 25% -

More information

Undergraduate Schools Represented in Student Body

Undergraduate Schools Represented in Student Body Undergraduate Schools Represented in Student Body Undergraduate Colleges and Universities represented at Tulane Law School (2008-2009): Alabama Auburn University 2 Birmingham Southern College 1 Samford

More information

Index of religiosity, by state

Index of religiosity, by state Index of religiosity, by state Low Medium High Total United States 19 26 55=100 Alabama 7 16 77 Alaska 28 27 45 Arizona 21 26 53 Arkansas 12 19 70 California 24 27 49 Colorado 24 29 47 Connecticut 25 32

More information

IU Bloomington Peer Retention & Graduation Rate Comparisons

IU Bloomington Peer Retention & Graduation Rate Comparisons IU Bloomington Peer Retention & Graduation Rate Comparisons Northwestern U. 98% 97% 97% U. of Michigan Ann Arbor 97% 97% 97% U. of California Berkeley 96% 96% 96% U. of Wisconsin Madison 95% 95% 96% The

More information

2016 NCSEA Structural Engineering Curriculum Survey

2016 NCSEA Structural Engineering Curriculum Survey 2016 NCSEA Structural Engineering Curriculum Survey By Brent Perkins, P.E., S.E., NCSEA Basic Education Committee Chair The National Council of Structural Engineers Associations (NCSEA) is pleased to present

More information

Domestic Student Recruiting Strategies

Domestic Student Recruiting Strategies Domestic Student Recruiting Strategies Jim Sherwood Associate Dean for Graduate Studies University of Massachusetts Lowell The Chicago Conference for Associate Deans of Research at Small and Mid-Sized

More information

5 x 7 Notecards $1.50 with Envelopes - MOQ - 12

5 x 7 Notecards $1.50 with Envelopes - MOQ - 12 5 x 7 Notecards $1.50 with Envelopes - MOQ - 12 Magnets 2½ 3½ Magnet $1.75 - MOQ - 5 - Add $0.25 for packaging Die Cut Acrylic Magnet $2.00 - MOQ - 24 - Add $0.25 for packaging 2535-22225 California AM-22225

More information

2 All-Time College football Attendance. All-Time NCAA Attendance. Annual Football Bowl Subdivision (FBS) Attendance

2 All-Time College football Attendance. All-Time NCAA Attendance. Annual Football Bowl Subdivision (FBS) Attendance Attendance Records All-Time College Football Attendance... 2 All-Time NCAA Attendance... 2 Annual Conference Attendance Leaders... 3 Largest Regular-Season Crowds... 10 2009 Attendance... 10 Annual Team

More information

2013 U. of Iowa 86% 85% 87% 2014 U. of Colorado Boulder 84% 86% 86% U. of Nebraska Lincoln 84% 83% 82%

2013 U. of Iowa 86% 85% 87% 2014 U. of Colorado Boulder 84% 86% 86% U. of Nebraska Lincoln 84% 83% 82% IU Bloomington Peer Retention & Graduation Rate Comparisons Northwestern U. 97% 97% 98% U. of Michigan Ann Arbor 97% 97% 97% U. of California Berkeley 96% 96% 97% University of Maryland College Park 96%

More information