CIS 467/602-01: Data Visualization
|
|
|
- Joanna Bishop
- 5 years ago
- Views:
Transcription
1 CIS 467/62-1: Data Visualization Multiple Views Dr. David Koop CIS 467, Spring 215
2 Visualization Evaluation More details about how studies are developed Use of eye tracking to evaluate visualizations Eye tracking as a measure of user attention Types of studies: expert or heuristic versus user studies CIS 467, Spring 215 2
3 Interaction Overview Change over Time Select Navigate Item Reduction Zoom Geometric or Semantic Attribute Reduction Slice Pan/Translate Cut Constrained Project [Munzner (ill. Maguire), 214] CIS 467, Spring 215 3
4 Multiform [Improvise, Weaver, 24] CIS 467, Spring 215 4
5 Small Multiples sepal length sepal width petal length petal width [ CIS 467, Spring 215 5
6 Overview-ail View [Wikipedia] CIS 467, Spring 215 6
7 Assignment 4 ~dkoop/cis467/assignment4.html Extra regions: Don't need to color extra regions (DC, Puerto Rico) in Part 1 lodash URL issues: use rawgit.com Brushing direction: [Required] Mouse over states highlights corresponding bars [Extra credit] Mouse over bars highlights corresponding states CIS 467, Spring 215 7
8 Linked Views (Juxtaposition & Coordination) Same visual encoding or different? (also highlighting) Do views show the same data, are they showing different data, or is one view showing a subset of the data in another view? How is navigation synchronized between views? CIS 467, Spring 215 8
9 Multiple Views Juxtapose and Coordinate Multiple Side-by-Side Views Linked Highlighting Share Data: All/Subset/None Share Navigation [Munzner (ill. Maguire), 214] CIS 467, Spring 215 9
10 D3 Brushing (Linked Highlighting) Example Date Home Away Score Nov. 15 UMass Dartmouth Norwich Nov. 15 Eastern Connecticut Newbury 96-2 Nov. 15 Southern Maine Maine Farmington Nov. 15 New York U. Western Connecticut Nov. 15 Colby UMass Boston Nov. 15 Williams Rhode Island College Nov. 15 Wheaton (Mass.) Plymouth State Nov. 15 Tufts Keene State Nov. 16 Western Connecticut Juniata Nov. 16 Yeshiva Plymouth State Nov. 16 UMass Dartmouth Colby-Sawyer Nov. 16 Southern Maine Bridgewater State Nov. 16 Babson Rhode Island College Nov. 16 Eastern Connecticut Framingham State Nov. 16 Wellesley Keene State Nov. 18 Rivier Plymouth State Nov. 18 Keene State Amherst Nov. 18 Emmanuel (Mass.) Eastern Connecticut Nov. 19 Southern Maine University of New England Nov. 19 Western Connecticut Sage Nov. 19 WPI UMass Dartmouth Nov. 2 Rhode Island College Emmanuel (Mass.) Nov. 2 Eastern Connecticut Trinity (Conn.) 6-27 Nov. 21 Lasell UMass Boston Nov. 22 UMass Dartmouth Coast Guard Nov. 22 Lyndon St. Plymouth State Nov. 22 Trinity (Conn.) Western Connecticut Nov. 22 Smith Keene State Nov. 22 Rhode Island College WPI Nov. 22 Salem State UMass Boston Nov. 25 Keene State Trinity (Conn.) Nov. 25 Bates Southern Maine 61-6 CIS 467, Spring 215 1
11 Multiple Views All Subset None Same Redundant Overview/ ail Small Multiples Multiform Multiform, Overview/ ail No Linkage [Munzner (ill. Maguire), 214] CIS 467, Spring
12 Schneiderman's Mantra Visual lnformation-seeking Mantra [B. Schneiderman, 1996]: - Overview first - Zoom and filter (Chapter 13) - ails on demand Goal of the overview is to summarize all of the data Want specific details about some aspect(s) of the data, need another view/layer - May be permanent: side-by-side - May be a popup layer: often opaque or separated (see textbook Ch. 6.7) CIS 467, Spring
13 Overview-ail (Same Encoding) [Wikipedia] CIS 467, Spring
14 Overview-ail (Different Encoding) EXPENDITURES BY FUNCTION (BAR & DONUT) EXPENDITURES BY CAMPUS FY 212 reset Academic Support Auxiliary Enterprises Depreciation and Amortization Impairment of Capital Assets Institutional Support Instruction Interest Medical Centers Operation and Maintenance of Plant Other Public Service Research Student Financial Aid Student Services 5k 1M 1.5M 2M 2.5M CIS 467, Spring 215 5M 4.5M 4M 3.5M 3M 2.5M 2M 1.5M 1M 5k 1M 5M Berkeley 28 Davis Irvine Los Angeles FIVE-YEAR TREND 21 Merced Riverside San Diego San Francisco Santa Barbara 212 Santa Cruz [S. Quigley, 14
15 Overview-ail (with Zoom-Filter) ail involves some subset of the full dataset Involves user selection or filtering of some type How question: includes facet Examples: - Maps: partition into two views with same encoding, overviewdetail - UC Trends: partition into multiple views, coordinated with linked highlighting, overview+detail of expenditures CIS 467, Spring
16 Multiform & Small Multiples (Cerebral) [Barsky et al., 28] CIS 467, Spring
17 Navigation across multiple views Often navigation in one view updates navigation in another Example: Maps: overview shifts as you move around in detail view Selections in one view may trigger selections in another CIS 467, Spring
18 Multiple Views Partition into Side-by-Side Views Superimpose Layers [Munzner (ill. Maguire), 214] CIS 467, Spring
19 Partitioned Views Split dataset into groups and visual each group Extremes: one item per group, one group for all items Can be a hierarchy - Order: which splits are more "related"? - Which attributes are used to split? usually categorical CIS 467, Spring
20 Glyphs, Views, and Regions Glyphs are composed of multiple marks Views are a contiguous region of space A region is usually associated with a group of data Blurry lines of distinction between them CIS 467, Spring 215 2
21 Example: Grouped Bar Chart 1M 9.M 8.M 7.M Population 65 Years and Over 45 to 64 Years 25 to 44 Years 18 to 24 Years 14 to 17 Years 5 to 13 Years Under 5 Years 6.M 5.M 4.M 3.M 2.M 1.M. CA TX NY FL IL PA [M. Bostock, CIS 467, Spring
22 Example: Small Multiples Bar Chart Group 4 Group 3 Group 2 Group 1 Q18 Q28 Q38 Q48 Q19 Q29 Q39 Q49 [M. Bostock, CIS 467, Spring
23 Matrix Alignment & Recursive Subdivision Matrix Alignment: - regions are placed in a matrix alignment - splits go to rows and columns - main-effets ordering: use summary statistic to determine order of categorical attribute Recursive subdivision: - Designed for exploration - Involves hierarchy - User drives the ways data is broken down in recursive manner CIS 467, Spring
24 Example: Trellis Matrix Alignment Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuna No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Svansota Waseca Waseca Crookston Crookston Morris Morris.i :31 University Farm University Farm Duluth Duluth Grand Raoids Grand Raoids Barley Yield (bushels/acre) Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota Trebi Wisconsin No. 38 No. 457 Glabron Peatland Velvet No. 475 Manchuria No. 462 Svansota 1932 o 1931 I I I I Waseca Crookston Morris University Farm Duluth Grand Rapids I:) Barley Yield (bushels/acre) [Becker et al., 1996] CIS 467, Spring
25 F Ter Islin Barking Flat Ter Ter City offlat London Flat Kingston M Ter A Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Harrow Barnet Enfield Haringey Waltham Forest Redbridge Havering Sem F Hammer Example: HiVE System Flat Flat Mert Havering T Newham Ter Se Flat Ter Flat Westminster Ter Flat Ter Fl Harrow B Se Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Hillingdon Brent Camden Westminster Hackney Newham Barking Flat Ter Fl Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Fl Hounslow Ealing Hammersmith Kensington Islington Tower Hamlets Greenwich Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Richmond Kingston Merton Wandsworth City of London Southwark Bexley Se E Hounslow Se Flat Ter Fl K Richmond Se Flat Ter Flat Ter Flat Ter Flat Ter Flat Ter Fl Sutton S Croydon Lambeth C CIS 467, Spring 215 B Hillingdon Lewisham Bromley Se [Slingsby et al., 29] 25
26 oloured by number of sales: shier(/,$gd,$yr,$mn); y average price: ocolor(/,3,$prc). Barnet Harrow Haringey BrentCamden Ealing Islington Wandsworth Richmond Merton Tower Hamlets Southwark Hammersmith Hillingdon Kensington Newham City of London Greenwich Bromley Sutton Enfield Redbridge Havering Barking Barnet Harrow Bexley Lewisham Haringey BrentCamden Ealing Waltham Forest Enfield Havering Barking Hackney Westminster Hounslow Bromley Sutton Redbridge Croydon Merton Bexley BrentCamden Ealing Lambeth Richmond Greenwich Lewisham Haringey Kingston Wandsworth Tower Hamlets Southwark Hounslow Newham City of London Lambeth Kensington Havering Barking Waltham Forest Islington Flat Westminster Barnet Harrow Islington Newham Havering Barking Hackney Hillingdon Redbridge Redbridge Waltham Forest Bromley Enfield Croydon Bexley BrentCamden Ealing Islington Southwark Greenwich Haringey Hammersmith mi Tower Hamlets Barnet Harrow Kingston Barking Hillingdon Newham Enfield Havering Hillingdon Redbridge Waltham Forest Example: HiVE System Redbridge Havering Barking Bexley Bromley CIS 467, Spring 215 Merton Sutton Wandsworth Richmond Bromley C Merton Sutton Lambeth Hounslow Newham City of London Tower Hamlets Southwark Hammersmith Bexley Hackney Greenwich Lewisham Bexley Croydon Southwark Kingston Richmond Greenwich Lewisham Westminster Kensington Kingston Wandsworth Southwark Hounslow Tower Hamlets Croydon Westminster Kensington Newham City of London Lambeth Greenwich Hammersmith et Ter Tower Hamlets Hackney Bromley [Slingsby et al., 29] 26
27 Superimposed Layers Put different layers in the same spatial region, overlay information Usually each layer spans the entire view Must be identifiable: visually distinguishable Cartography has to deal with this a lot May be static or dynamic (user controls which layers are shown) CIS 467, Spring
28 Example: Superimposed Line Charts 8 Temperature (ºF) 7 Austin 6 New York San Francisco October November December 212 February March April May June July August September [M. Bostock, CIS 467, Spring
29 Example: Hierarchical Edge Bundles [D. Holten, 26] CIS 467, Spring
ONS 2013 mid-year population estimates
ONS 2013 mid-year population estimates June 2014 Key findings London s population is estimated to have grown by 108 thousand between mid-2012 and mid-2013 to reach 8.42 million usual residents. Annual
2. Could you also confirm how many of these bikes that were reported as stolen were successfully returned to their rightful owners.
Freedom of Information Request Reference No: I note you seek access to the following information: 1. Could you please confirm how many bikes were reported stolen by members of the public in the last three
Reducing Cycle Theft in London: A Partnership Approach
Reducing Cycle Theft in London: A Partnership Approach Sgt Titus Halliwell, Metropolitan Police Service Cycle Taskforce Sophie Brown, Transport for London Summary Scanning: London and the Cycling Revolution
London How will the capital s economy change? EXECUTIVE SUMMARY
London 2030 How will the capital s economy change? EXECUTIVE SUMMARY London 2030 London s economy is growing strongly, easily outpacing both the UK and its nearest European rivals such as Paris and Frankfurt.
Why Westminster Needs 20mph
Mobilising communities for lower speeds! Why Westminster Needs 20mph 12th March 2014 Who are 20 s Plenty For Us Road Danger in Westminster Benefits of 20mph Speed Limits 20mph Progress in London 20 s Plenty
London s Bus Priority
London s Bus Priority Presentation to NACTO Workshop Introducing Corridor Bus Priority in congested urban environments STEPHEN PALMER Head of Strategy, Transport for London 6th /7th April 2010 2 Presentation
Cycling to work in London, 2011
CIS2014-11 Cycling to work in London, 2011 September 2014 Introduction A key mayoral priority is to maximise the cycling potential in all areas of the city by encouraging more people to cycle in London,
Wheelchair Basketball
Maps 0 UK competition venues Wheelchair Basketball M Competition venue Training venue Hotel Enfield Airport Core Route etwork (PR) Venue Route etwork (PR) Routes to venues Barnet M Weymouth and Portland
QUARTERLY ANALYSIS JULY Build to Rent Special MOLIOR. LONDON. residential. development. research. Analysis by Sam Long and Tim Craine
MOLIOR. LONDON residential. development. research QUARTERLY ANALYSIS JULY 2018 Build to Rent Special Analysis by Sam Long and Tim Craine 2 SALES REPORT JULY 2018 FRONT COVER PHOTO Greenford Green, Ealing
Wandsworth- Ernest Bevin. Newham- St Bonaventure s
Please scroll down to see FULL results Results summary Competition Date: Friday 8 th March 09 Competition Name: Y0&U Volleyball Male Feedback: if you have any comments please share them with us at londonyouthgames.org/feedback
2011 Census Analysis - Cycling to Work
2011 Census Analysis - Cycling to Work Coverage: England and Wales Date: 26 March 2014 Geographical Areas: Country, Local Authority, Region, Rural and urban Theme: Travel and Transport Theme: Labour Market
British Gymnastics Key Step Support Pack LONDON
British Gymnastics Key Step Support Pack LONDON Contents 1) Key Steps overview (p.2-3) 2) Judging and Young Leaders (p.4) 3) Step 1 Floor Judging (p.6) 4) Step 2 Floor Judging (p.7) 5) Step 3 Floor Judging
SFR01/2016: GCSE and equivalent results in England 2014/15 (Revised)
SFR01/2016: GCSE and results in England 2014/15 (Revised) Tables P1 to P3 Statistician: Ali Pareas Education Data Division, Department for Education, Sanctuary Buildings, Great Smith Street, London SW1P
Proportion of substandard bridges
Table 1: Alphabetically ordered Local Authorities, Bridge Maintenance data GB, 2015/16 Local Authority Proportion of Of which are intended to be load capacity in next 5 years Of which, if no resource restrictions,
NGB Support Guidance for the Community Sports Coach Scheme
NGB Support Guidance for the Community Sports Coach Scheme Sport NGB deployment focus for the Community Sports Coaches linked to the NGB player pathway and relevant development initiatives. NB This must
London Air Quality Network Summary Report 2015
London Air Quality Network Summary Report 2015 March 2017 Louise Mittal, Timothy Baker and Gary Fuller 1 Title London Air Quality Network Summary Report 2015 Customer London Air Quality Network Customer
London Air Quality Network Summary Report 2014
London Air Quality Network Summary Report 2014 March 2016 Louise Mittal, Timothy Baker and Gary Fuller 1 Title London Air Quality Network Summary Report 2014 Customer London Air Quality Network Customer
FOR MORE INFORMATION, PLEASE CONTACT: REGIONAL CRICKET ACADEMY SUPPORTED BY:
M I D D L E S E X C R I C K E T YOUTH PLAYER PATHWAY handbook for clubs, coaches, schools & parents FOR MORE INFORMATION, PLEASE CONTACT: Boys Pathway Enquiries Girls Pathway Enquiries Rory Coutts Danni
London Air Quality Network Summary Report 2017
London Air Quality Network Summary Report 2017 November 2018 Louise Mittal and Timothy Baker 1 Title London Air Quality Network Summary Report 2017 Customer London Air Quality Network Customer Ref File
London Air Quality Network Summary Report 2016
London Air Quality Network Summary Report 2016 June 2017 Louise Mittal and Gary Fuller 1 Title London Air Quality Network Summary Report 2016 Customer London Air Quality Network Customer Ref File Reference
Cycling infrastructure
ice proceedings Proceedings of the Institution of Civil Engineers Engineering Sustainability 169 June 2016 Issue ES3 Pages 92 100 http://dx.doi.org/10.1680/jensu.15.00001 Paper 1500001 Received 02/01/2015
Delivering Vision Zero in London. Proposals from 20 s Plenty for Us, Living Streets and London Living Streets
Delivering Vision Zero in London Proposals from 20 s Plenty for Us, Living Streets and London Living Streets February 2017 1 1. Introduction & Background The Vision Zero approach to road danger reduction
LONDON THUNDER BASKETBALL Season - Version 9
LONDON THUNDER BASKETBALL - - 19 Season - Version 9 DATE DAY TEAM TIP HOME TEAM GUEST VENUE Sunday U18 Men 12.00pm London Thunder Lewisham vs London Westside Rangers The Thunderdome Sunday National Cup
Community grants scheme
Cycle London Community grants scheme 2010 1 Community Cycling Fund for London Working in partnership The Community Cycling Fund for London (CCFL) is a grant scheme funded by Transport for London with some
ROAD CLOSURE INFORMATION
PRL MEDIA GUIDE 2015 GETTING AROUND ROAD CLOSURE INFORMATION To ensure the safety of participants and spectators at the Prudential RideLondon cycling festival, there will be early morning road closures
RIVER CROSSINGS: EAST OF SILVERTOWN CROSSINGS
TRANSPORT FOR LONDON RIVER CROSSINGS: EAST OF SILVERTOWN CROSSINGS SUPPORTING TECHNICAL DOCUMENTATION TRAFFIC IMPACT REPORT Neil Georgeson July 2014 This report examines the traffic impacts that potential
THE HOUSING CRISIS GENERATION: HOW MANY CHILDREN ARE HOMELESS IN BRITAIN
THE HOUSING CRISIS GENERATION: HOW MANY CHILDREN ARE HOMELESS IN BRITAIN December 2018 2018 Shelter. All rights reserved. This document is only for your personal, non-commercial use. You may not copy,
LONDON THUNDER BASKETBALL Season - Version 7
LONDON THUNDER BASKETBALL - 2018-19 Season - Version 7 DATE DAY TEAM TIP HOME TEAM GUEST VENUE 15 September 2018 16 September 2018 Sunday U18 Men 12.00pm London Thunder Lewisham vs London Westside Rangers
DATA VISUALIZATION WITH GGPLOT2. Bar Plots
DATA VISUALIZATION WITH GGPLOT2 Bar Plots Chapter Content Common pitfalls Best way to represent data Bar plot Two types Absolute values Distribution Mammalian sleep > str(sleep) 'data.frame': 76 obs. of
Back to Netball Back to Netball is very popular in Middlesex with 1308 new women returning to the game from April March 2013.
Middlesex County Netball Association www.middlesexnetball.co.uk AGM 20 th June 2013 Development Officer s Report Rhiannon Smith (rhiannon.smith@englandnetball.co.uk) England Netball 2013-17 funding At
Road Conditions in England: 2007
Road Conditions in England: 2007 SB (08) 17 A National Statistics publication produced by Transport Statistics: DfT National Statistics are produced to high professional standards set out in the National
Men s Attendance Records Attendance Leaders... 2 Annual Home Attendance Champions... 4 All-Time Largest Crowds... 5
Men s Attendance Records 2012 Attendance Leaders... 2 Annual Home Attendance Champions... 4 All-Time Largest Crowds... 5 2 2013 Men's Soccer Records - 2012 Attendance Leaders 2012 Attendance Leaders 1.
Spatial Patterns / relationships. Model / Predict
Human Environment Spatial Patterns / relationships Model / Predict 2 3 4 5 6 Comparing Neighborhoods with high Quality of Life & health Overlap matrix NPUs with high NH & NQoL SEC High QoL High Health
Example Applications
Example Applications The following example applications are intended to present how the tools developed for Trout Unlimited s Brook Trout Conservation Portfolio and Range-wide Assessment of Habitat Condition
Will the New Low Emission Zone Reduce the Amount of Motor Vehicles in London?
Will the New Low Emission Zone Reduce the Amount of Motor Vehicles in London? Philip Osborne I. INTRODUCTION An initiative of the 2016 London Mayor s election campaign was to improve engagement with Londoners
Student Population Projections By Residence. School Year 2016/2017 Report Projections 2017/ /27. Prepared by:
Student Population Projections By Residence School Year 2016/2017 Report Projections 2017/18 2026/27 Prepared by: Revised October 31, 2016 Los Gatos Union School District TABLE OF CONTENTS Introduction
file://c:\documents%20and%20settings\trx\local%20settings\temporary%20intern...
Page 1 of 5 Licensed to Middlesex Co. ASA Champ. Meet Hy-Tek's Meet Manager 27/02/2005 06:44 PM MCASA AGE GROUP COMPTETITIO N 2005-26/02/2005 to 20/03/2005 Results Event 31 Boys 13-14 200 SC Metre Medley
Atlantic States Marine Fisheries Commission
Atlantic States Marine Fisheries Commission 1050 N. Highland Street Suite 200A N Arlington, VA 22201 703.842.0740 703.842.0741 (fax) www.asmfc.org MEMORANDUM TO: FROM: Atlantic Menhaden Management Board
Tennis Plots: Game, Set, and Match
Tennis Plots: Game, Set, and Match Michael Burch and Daniel Weiskopf Visualization Research Center, University of Stuttgart, Allmandring 19, 70569 Stuttgart {michael.burch,daniel.weiskopf}@visus.uni-stuttgart.de
Multi-Club Access Guide.
Multi-Club Access Guide www.virginactive.co.uk Contents 1.1 Get a lot more for your membership 1.2 Which clubs can I visit? 1.3 Checklist for your visit 1.4 The different club tiers 1.5 Each club s facilities
2013 BALFOUR BEATTY LONDON YOUTH GAMES
BALFOUR BEATTY LONDON YOUTH GAMES ANNUAL REPORT 201 3 CONTENTS CHAIRMAN S INTRODUCTION Page 2 FACT AND FIGURES OVERVIEW Page 3 LONG-TERM STRATEGY Page 4 BUILDING THE PATHWAY Page 5 VOLUNTEERING Page 6
Photo: J Bewley. London Review
Photo: J Bewley London Review 2017 Welcome Our 2017 London review is a great opportunity to reflect how far we have come, working with our partners across the capital. The year started with a stark reminder
MEN S ICE HOCKEY ATTENDANCE RECORDS Attendance 2 Annual Home Attendance Leaders 4 All-Time Single-Game Attendance Highs 5
MEN S ICE HOCKEY ATTENDANCE RECORDS 2017-18 Attendance 2 Annual Home Attendance Leaders 4 All-Time Single-Game Attendance Highs 5 2017-18 ATTENDANCE Average Home Attendance 1. North Dakota 239,563 21 11,407
USATF Masters Hall of Fame Class of 2013
Masters Track & Field Actives USATF Masters Hall of Fame Class of 2013 Magdalena Kuehne: 82 Tajunga, Accomplishments: World Record: W60 triple jump 1994 American Record: W55 triple jump 1987 group Athlete
DOT HS November 2009 Geospatial Analysis of Rural Motor Vehicle Traffic Fatalities
DOT HS 811 196 November 2009 Geospatial Analysis of Rural Motor Vehicle Traffic Fatalities This document is available to the public from the National Technical Information Service, Springfield, Virginia
U.S. FIGURE SKATING S COLLEGIATE. Skating Programs
U.S. FIGURE SKATING S COLLEGIATE Skating Programs ABOUT s g n i t a k S e r u g i.s. F U COLLEGIATE SKATING PROGRAM Collegiate skating serves as a popular outlet for collegeaged skaters, proving that graduating
Copyright - not to be printed
LONDON ADMINISTRATIVE AREAS These words are intended to accompany the inventory of County of London parishes on the main web link. The Metropolis only began to emerge as an administrative area in 1855,
AKRON, UNIVERSITY OF $16,388 $25,980 $10,447 $16,522 $14,196 $14,196 $14,196 ALABAMA, UNIVERSITY OF $9,736 $19,902 N/A N/A $14,464 $14,464 $14,464
AKRON, UNIVERSITY OF $16,388 $25,980 $10,447 $16,522 $14,196 $14,196 $14,196 ALABAMA, UNIVERSITY OF $9,736 $19,902 N/A N/A $14,464 $14,464 $14,464 ALBANY LAW SCHOOL OF UNION UNIVERSITY $35,079 $35,079
SFMTA Annual Parking Rates & Policies Survey
SFMTA Annual Parking Rates & Policies Survey December 2011 2011 Parking Rates and Policies Survey/ 1 Parking rates and policies survey The purpose of the survey is to track changes over time in other cities
Real Estate: Investing for the Future. Sponsored By:
Real Estate: Investing for the Future Sponsored By: Percent Change, Year Ago 6 5 4 3 2 1 Real GDP Growth United States, 2000 Prices 0 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 U.S. Employment
TAC February 1, 2012 Prepared by Metro Bike Program
Bike Share Concept Report/Strategy TAC February 1, 2012 Prepared by Metro Bike Program July 2011 Board Directive 1. Requires Metro to take a leadership role in implementing bike share in LA County. 2.
MTB 02 Intermediate Minitab
MTB 02 Intermediate Minitab This module will cover: Advanced graphing Changing data types Value Order Making similar graphs Zooming worksheet Brushing Multi-graphs: By variables Interactively upgrading
MASSACHUSETTS INSTITUTE OF TECHNOLOGY WOMEN S BASKETBALL RECORD BOOK. Last Updated 3/10/09 MB
MASSACHUSETTS INSTITUTE OF TECHNOLOGY WOMEN S BASKETBALL RECORD BOOK Last Updated 3/10/09 MB All-Time Series Records Series Last Last Opponent Won Lost Began MIT Win Opp. Win Albertus Magnus 3 0 2006-07
5 THINGS TO KNOW IN Vail R. Brown, STR
5 THINGS TO KNOW IN 2014 Vail R. Brown, STR VAIL R. BROWN Vice President of Global Business Development and Marketing for STR. Mrs. Brown is responsible for the overall coordination, functional management
Page No. 1. Draft ROYAL ARSENAL, WOOLWICH, LONDON SE18
Page No. 1 ROYAL ARSENAL, WOOLWICH, LONDON SE18 Page No. 2 FOLLOWING THE OPENING OF CROSSRAIL THIS DECEMBER, THE ROYAL ARSENAL, WOOLWICH WILL BECOME ONE OF THE BEST CONNECTED LOCATIONS IN LONDON WITH AVERAGE
Sidewalkology A Path to Solving San Antonio s Sidewalk Problem
1 Sidewalkology A Path to Solving San Antonio s Sidewalk Problem Introduction This memorandum proposes the creation a Pedestrian Mobility Officer (PMO) position and/or an active transportation program
Monitoring Population Trends of White-tailed Deer in Minnesota Marrett Grund, Farmland Wildlife Populations and Research Group
Monitoring Population Trends of White-tailed Deer in Minnesota - 2014 Marrett Grund, Farmland Wildlife Populations and Research Group INTRODUCTION White-tailed deer (Odocoileus virginianus) represent one
Development and Evolution of an Asset Management Organization
Development and Evolution of an Asset Management Organization Art Kruppenbacher Manager Asset Management October 21, 2015 About the Iberdrola Group Headquartered in Spain 109-year history 28,000 employees
Carol Tomé CFO and Executive Vice President, Corporate Services
Carol Tomé CFO and Executive Vice President, Corporate Services Financial Overview December 6, 2017 1 Discussion Overview Fiscal 2017 Financial Guidance Our View of the Economy and State of the U.S. Housing
94-98 St Albans Road. Sustainable Transport Strategy St Albans Road November 2018
94-98 St Albans Road Sustainable Transport Strategy 94-98 St Albans Road November 2018 Well-connected sustainable location Birmingham 70 mins Average 2 trains per hour To Aylesbury and Hemel Hempstead
2016 West Coast Entanglement Summary
March 2017 2016 West Coast Entanglement Summary Overview of Entanglement Data west coast region MMHSRP Permit #18786 In 2016, 71 separate cases of entangled whales were reported off the coasts of Washington,
METHODOLOGY. Signalized Intersection Average Control Delay (sec/veh)
Chapter 5 Traffic Analysis 5.1 SUMMARY US /West 6 th Street assumes a unique role in the Lawrence Douglas County transportation system. This principal arterial street currently conveys commuter traffic
Understanding the Regional Divergence in Adult Mortality in the United States
Understanding the Regional Divergence in Adult Mortality in the United States Andrew Fenelon, PhD University of Maryland, College Park American Life Expectancy 77 76 75 Life Expectancy in Years 74 73 72
Hotel InduSTRy Overview What Lies Ahead
Hotel InduSTRy Overview What Lies Ahead Vail R. Brown Vice President, Global Business Development & Marketing www.hotelnewsnow.com Click on Hotel Data Presentations U.S. In Review Demand Growth Strong.
UC POLICE DEPARTMENT REPORTS DASHBOARD
UC POLICE DEPARTMENT REPORTS DASHBOARD UC BERKELEY Annual 1. UC Berkeley FBI Part I Crime 2 2. UC Berkeley FBI Part II Crime 3 3. UC Berkeley Arrests - FBI Crime 4 4. UC Berkeley Value of Stolen and Recovered
Colliers Wood Tandem Centre
Colliers Wood Tandem Centre Opposite & This image is published for conveniance of identification only. Accuracy cannot be guaranteed and it is expressly excluded from any contract. CORAL Colliers Wood
Penguins Select Lacrosse Program Overview
Penguins Select Lacrosse 2017-2018 Program Overview The Penguins Mission At the core of all of our Penguins Select Lacrosse Club lacrosse teams is the relentless focus on player development. These fundamentals
Hackney. Key Facts POPULATION. Hackney Population Growth: (Mid-Year Estimates)
Hackney Key Facts Produced by the Research & Statistics Team Issue 1 - November 2004 POPULATION Hackney s estimated resident population in 2003 was 208,365. 102,367 were males (49.1%) and 105,998 were
Division I Sears Directors' Cup Final Standings
1 Stanford (Calif.) 747.5 112.5 4 61.0 4 61.0 34 29.5 0 0.0 0 0.0 0 0.0 0 0.0 1 64.0 1 64.0 12 52.5 11 53.5 1 64.0 1084.5 2 North Carolina 631.5 0 0.0 21 43.5 10 55.0 3 61.5 0 0.0 0 0.0 0 0.0 0 0.0 41
Bike Sharing as Active Transportation
Bike Sharing as Active Transportation February 28, 2013 Nicole Nagaya, P.E. Active Living Research Conference Image credit: Flickr User nycstreets What We Do What We Do Strong & Fearless
LONDON BOROUGH COUNCIL ELECTIONS
GREATER LONDON LONDON BOROUGH COUNCIL ELECTIONS 7 May 1964 CONTENTS General notes and summary of electoral statistics Tables showing for each London Borough and Ward: the number of electors entitled to
AoC Sport London Regional Tournament Results Pos Name College Pos Name College
Badminton Women s Singles Badminton Men s Singles Pos Name Pos Name 1 Kayla Pedroso Kingston 1 William Jones Kingston 2 Emily Dohl Kingston 2 Yee Huin Chin 3 Shivannah Lashley New City 3 Marcos Costeira
Preview. Tables in your paper Mass Transit as alternative to auto California s problems in urban transportation
Preview Tables in your paper Mass Transit as alternative to auto California s problems in urban transportation Integrating tables in your writing Commuting in Urban Areas Last time auto and congestion
Guide to the Healthy Streets Indicators. Delivering the Healthy Streets Approach
Guide to the Healthy Streets Indicators Delivering the Healthy Streets Approach About Transport for London (TfL) Part of the Greater London Authority family led by Mayor of London Sadiq Khan, we are the
The case study was drafted by Rachel Aldred on behalf of the PCT team.
Rotherhithe Case Study: Propensity to Cycle Tool This case study has been written to use the Propensity to Cycle Tool (PCT: www.pct.bike) to consider the impact of a bridge in South-East London between
Medical Education Calendar of Events ONE-TO-ONE CADAVERIC ONE-TO-ONE CADAVERIC CADAVERIC ONE-TO-ONE GROUP LEARNING GROUP LEARNING/
/ Medical Education 2015 Calendar of Events / ROUP / / / UP / OUP / / 2015 / Musculoskeletal Education and Research Center (MERC) MERC is the educational division of Globus Medical. Committed to the continuous
Charting a Path to Lift Off? Understanding the Shifting Economic Winds
Charting a Path to Lift Off? Understanding the Shifting Economic Winds Thomas F. Siems, Ph.D. Assistant Vice President and Senior Economist Federal Reserve Bank of Dallas Government Finance Officers Arlington,
Session 2: Introduction to Multilevel Modeling Using SPSS
Session 2: Introduction to Multilevel Modeling Using SPSS Exercise 1 Description of Data: exerc1 This is a dataset from Kasia Kordas s research. It is data collected on 457 children clustered in schools.
River Times BARNES FULHAM HAMMERSMITH PUTNEY WANDSWORTH. Your update on London s new super sewer
River Times BARNES FULHAM HAMMERSMITH PUTNEY WANDSWORTH Summer 2018 Your update on London s new super sewer Fulham community centre underway after 2m investment Page 4 1 Welcome Message This is the latest
Part A: Changes in Distance between Major League Baseball Franchises and their Triple-A Affiliates
Five Themes of Geography: Movement Major and Minor League Baseball Team Affiliations, 1998 & 2011 Ezra Zeitler University of Wisconsin-Eau Claire Department of Geography & Anthropology Purpose: This exercise
Table B-8: U.S. Medical School MD-PhD Applications and Matriculants by School, In-State Status, and Sex,
MD-PhD and Table B-8: U.S. Medical School MD-PhD and, In-State Status, and Sex, 2017-2018 1 AL Alabama 283 4.9 95.1 45.6 54.4 9 22.2 77.8 44.4 55.6 South Alabama 14 28.6 71.4 50.0 50.0 0 0.0 0.0 0.0 0.0
Impact of Shared Mobility and Technology on Public Transportation
Impact of Shared Mobility and Technology on Public Transportation Susan Shaheen, PhD Email: sshaheen@berkeley.edu Twitter: SusanShaheen1 LinkedIn: Susan Shaheen Overview Defining shared mobility and impacts
Chapter 6. Analysis of the framework with FARS Dataset
Chapter 6 Analysis of the framework with FARS Dataset. Having represented each phase of the structure with the aid of different data sets at each stage, to support the efficacy of the proposed framework
It s Been 15 Years Already?!
It s Been 15 Years Already?! What We ve Learned from 12 Operational Facilities 14 Parsons Brinckerhoff, 2012. THEY WORK! May 24, 2012 Parsons Brinckerhoff, 2012. 2 David Ungemah ungemah@pbworld.com May
2017 SPONSORSHIP OPPORTUNITIES
2017 SPONSORSHIP OPPORTUNITIES THE LEAGUE The Austin Sol joined the American Ultimate Disc League (AUDL) in 2016, combining exciting gameplay with a true Austin event feel: Food trucks, picnic games and
U.S. Economy in a Snapshot
U.S. Economy in a Snapshot Economic Press Briefing: May 19, 2016 The views expressed here are those of the presenter and do not necessarily represent the views of the Federal Reserve Bank of New York or
Traffic Safety Facts. State Traffic Data Data. Overview
Traffic Safety Facts 2015 Data June 2017 DOT HS 812 412 State Traffic Data Key Findings Traffic fatalities increased by 7 percent from 2014 to 2015 (32,744 to 35,092) for the United States. The fatality
Visual Traffic Jam Analysis Based on Trajectory Data
Visual Traffic Jam Analysis Based on Trajectory Data Zuchao Wang, Min Lu, Xiaoru Yuan, Peking University Junping Zhang, Fudan University Huub van de Wetering, Technische Universiteit Eindhoven Introduction
Fundamental Certainty
Fundamental Certainty.or No? a presentation at: R. Mark Woodworth PKF Hospitality Research, LLC May 7, 2013 mark.woodworth@pkfc.com Hotel Horizons Forecasting Model Smith Travel Research Historical rooms
Kevin Thorpe Financial Economist & Principal Cassidy Turley
Kevin Thorpe Financial Economist & Principal Cassidy Turley Economic & Commercial Real Estate Outlook Kevin Thorpe, Chief Economist 2012 Another Year Of Modest Improvement 2006Q1 2006Q3 2007Q1 2007Q3 2008Q1
2006 Rhode Island College
2006 Rhode Island College Senior All-Little East Libero Stephanie Wojciechowski Women s Volleyball 42 The 2006 Rhode Island College Women s Volleyball Team Front Row (left to right): Amy Souza, Kara Sarcione,
Minimum Wages By State, Municipality and County
Compliance Alert January 21 st, 2019 Minimum Wages By State, Municipality and County AL N/A N/A AK $9.89 AZ $11.00 $12.00 - January 1, 2020 Flagstaff $12.00 $13.00 - January 1, 2020 $15.00 - January 1,
Fiscal Year Budget Overview
Fiscal Year 2015-2016 Budget Overview Investing in Transportation for Today and Tomorrow Ed Reiskin Director of Transportation APRIL 1, 2014 San Francisco: great city, excellent transportation choices
MOVEABLE BARRIER. Congestion Management Solutions
MOVEABLE BARRIER Congestion Management Solutions 1 Portland area morning congestion (AM) 2 Portland area afternoon congestion (PM) 3 30 year planning - Portland Area 100% Growth over 30 years 4 Movable
Building Active Communities
Building Active Communities intelligenthealth.co.uk Intellıgent Health Beat the Street the Mass Participation Physical Activity Intervention Beat the Street is an evidence based intervention to increase
National Report on Large Whale Entanglements
National Report on Large Whale Entanglements Confirmed in the United States in 2017 In 2017, 76 confirmed cases of large whale entanglements were documented along the coasts of the United States. Seventy
SCW Web Portal Instructions
LP & JH 7/21/16 SCW Web Portal Instructions Contents Welcome to the SCW Web Portal!... 1 Accessing the SCW Web Portal... 2 Main SCW Web Portal Page... 4 My Profile... 5 Rounds History... 7 Book a Tee Time...
River Times BERMONDSEY DEPTFORD GREENWICH LEWISHAM SHADWELL WAPPING
River Times BERMONDSEY DEPTFORD GREENWICH LEWISHAM SHADWELL WAPPING Summer 2018 Your update on London s new super sewer Archaeology underway in Bermondsey before excavation Page 7 1 Welcome Message This
Silfen Track & Field Invitational Friday-Saturday, April 13-14, 2018
Silfen Track & Field Invitational Friday-Saturday, April 13-14, 2018 Friday Decathlon Schedule Friday Heptathlon Schedule 2:00 M Decathlon 100 meters 2:05 W Heptathlon 100 meter hurdles ~2:30 M Decathlon
Evaluating the Influence of R3 Treatments on Fishing License Sales in Pennsylvania
Evaluating the Influence of R3 Treatments on Fishing License Sales in Pennsylvania Prepared for the: Pennsylvania Fish and Boat Commission Produced by: PO Box 6435 Fernandina Beach, FL 32035 Tel (904)