SlideShare a Scribd company logo
Information
Visualization:
Analyzing and
Presenting
Data.
a/prof. Andrew Vande Moere
Research[x]Design (RxD)
Department of Architecture - KU Leuven
http://rxd.asro.kuleuven.be

Data visualisation lab leuven
http://datavislab.org
Information Aesthetics
http://infosthetics.com - @infosthetics
Information Aesthetics - “Where Form Follows Data”
HTTP://infosthetics.com - founded in 2004
Johny mnemonic
tristar pictures -1995
Hackers

United Artists - 1996
Cyber swap worlds
1997
Stock Market Swarm
2004
Stock Market Swarm
2004
Stock Market Swarm
2004
University Finance
2003
University Finance
2003
emerging popularity of data visualization?
Ability to collect data is increasing faster than our ability to analyze it

http://www.popsci.com/technology/article/2011-05/every-six-hours-nsa-gathers-much-data-stored-entire-library-congress
open data

“VLAAMSE OVERHEID KIEST VOOR OPEN DATA” - 2012 - http://www.bestuurszaken.be/vlaamse-overheid-kiest-voor-open-data
open data

European union open data portal - http://open-data.europa.eu/
SOCIAL relevance

hospital costs - Kitware - http://infovis.kitware.com/hospital-costs/
new kinds of relevance

Travel Time Maps - Stamen design - http://www.mysociety.org/2007/more-travel-maps/morehousing
quantified self

Stranger Than Fiction - Columbia Pictures - 2006
quantified self

The personal analytics of my life- http://blog.stephenwolfram.com/2012/03/the-personal-analytics-of-my-life/
quantified self

Feltron Annual Year Report - 2005-2012- http://feltron.com
rich meaning of data

Tourists versus Locals - Eric Fischer - 2010 - http://www.flickr.com/photos/walkingsf/sets/72157624209158632/
rich meaning of data

Tourists versus Locals - Eric Fischer - 2010 - http://www.flickr.com/photos/walkingsf/sets/72157624209158632/
rich meaning of data

Digital Footprinting: Uncovering Tourists with User-Generated Content - 2008
rich meaning of data

New york runners visualized - cargo collective - http://cargocollective.com/coopersmith/Nike-Plus-Visualization
Data
visualisation as...
1) tool

2) medium
3) practice
4) communication
5) catalyst
Data
visualisation
as a tool.
choice of visualization technique
information display tips - Cleveland and McGill
choice of visualization technique

information display tips - http://understandinggraphics.com/visualizations/information-display-tips/
choice of visualization technique

chart suggestions - 2006 - http://extremepresentation.typepad.com/blog/2006/09/choosing_a_good.html
time-based visualization techniques

line graph - stacked graph - small multiples - horizon graph
map-based visualization techniques

flow map - chloropeth map - symbol map - cartogram (DORLING cartogram / bubble map)
hierarchy-based visualization techniques

flat & radial node-link diagram - dendogram - sunburst -treemap
network-based visualization techniques
Force-directed network - arc diagram - matrix view
1. Show comparisons, contrasts, differences
2. Show causality, mechanism, explanation, systematic
structure
3. Show multivariate data, i.e. more than 1 or 2 variables
4. Completely integrate words, numbers, images,
diagrams
5. Thoroughly describe the evidence: title, authors and
sponsors, data sources, add measurement scales,
highlight relevant issues
6. Analytical presentations ultimately stand or fall
depending on the quality, relevance and integrity of
their content
DATA VisualisatiON good practice guidelines

Principles for the Analysis and Presentation of Data - edward Tufte
Data
visualisation
as a
medium.
data graphics

Today In Dishonest Fox News Charts - http://mediamatters.org/blog/2011/12/12/today-in-dishonest-fox-news-charts/185162
infografiek

How Osama bin Laden Was Located and Killed - nytimes- 2011 - http://www.nytimes.com/interactive/2011/05/02/world/asia/abbot
data visualization

Visualizing information flow in science - moritz stefaner - 2009 - http://stefaner.eu/projects/eigenfactor/
information design

Compare countries through their shape - carlo zapponi & vasundhara parakh - http://worldshap.in/#/
information design

Visualizing deletion discussions on wikipedia - moritz stefaner - http://notabilia.net/
data Illustration

literary organism - stefanie posavec - http://www.itsbeenreal.co.uk/
data illustration

Poetry on the road - Boris Müller - http://www.esono.com/boris/projects/poetry06/
data ART

DNA Portrait - http://dna11.com
data ART

Nonsensical infographics - chad Hagen - 2009
Data
visualisation
as
design.
visualization as design

“On the Role of Design in Information Visualization” - Vande Moere and Purchase - 2012
visualization as design

“On the Role of Design in Information Visualization” - Vande Moere and Purchase - 2012
visualisatie in ontwikkeling

“On the Role of Design in Information Visualization” - Vande Moere and Purchase - 2012
ThemeRiver

“ThemeRiver: Visualizing Theme Changes over Time” - Havre et al. - 2002
StreamGraph

“Stacked Graphs – Geometry & Aesthetics” - Lee Byron et al. - 2007
The Ebb and Flow of Movies: Box Office Receipts 1986 - 2008

NYTimes - http://www.nytimes.com/interactive/2008/02/23/movies/20080223_REVENUE_GRAPHIC.html
research -> exploration -> practice
Movie Narrative Charts

Randall MUnroe - http://xkcd.com/657
Software Evolution Storylines
Ogawa and Ma - 2010
practice -> research
Data
visualisation
as
communication.
Be
au
ty
Meaning

‘aesthetic’ components of data visualization

“Towards a Model of Aesthetics in Information Visualization”, Lau and Vande Moere et al., 2007
1. beauty / style

Billion Pound-O-Gram - Information is Beautiful - 2009 - informationisbeautiful.net
1. beauty / visualization technique

http://www.mcclatchydc.com/2012/02/13/138787/obamas-budget-would-shrink-annual.html#.UkBfimSkxNw
http://www.nytimes.com/interactive/2012/02/13/us/politics/2013-budget-proposal-graphic.html
2. interaction: interface

Many Eyes - IBM - http://www-958.ibm.com/software/analytics/manyeyes/
2. interaction: fluid selection

Baby Name Wizard - http://www.babynamewizard.com/voyager
2. interaction: animation

the jobless rate for people like you - nytimes - http://www.nytimes.com/interactive/2009/11/06/business/economy/unemployme
3. Interactie: sharing responsibility

Budget Puzzle: You Fix the Budget - NYTimes - http://www.nytimes.com/interactive/2010/11/13/weekinreview/deficits-graphic.html
3. communication of meaning

UK Casualties in Afghanistan and Iraq - BBC News - 2009 - http://www.bbc.co.uk/news/uk-10634102
3. communication of meaning

faces of the death - nytimes - http://www.nytimes.com/interactive/us/faces-of-the-dead.html
3. communication of meaning

CNN Home and AWAY - http://edition.cnn.com/
3. communication of meaning
aleb Larsen - caleblarsen.com - 2006
3. communication of meaning
aleb Larsen - caleblarsen.com - 2006
Out of Sight, Out of Mind

Pitch Interactive -2013 - http://drones.pitchinteractive.com/
U.S. Gun Murders in 2010

Periscopic - 2013 - http://guns.periscopic.com/
3. communication of meaning

“Narrative Visualization: Telling Stories with Data” - Segel and Heer - 2010
Data
visualisation
as
catalyst.
evaluation studies

effectiveness - efficiency - impact of design choices
NEW Visualization interfaces
Rxd - work in progress
social media mapping in Belgium
Rxd - (work in progress)
social media mapping in Belgium
Rxd - (work in progress)
social media mapping in Belgium
(work in progress)
social media mapping in Belgium
(work in progress)
social media mapping in Belgium
(work in progress)
persuasive power of (Public) visualization
persuasive power of visualization
Public visualization

Where is the Money - http://timdevin.com/broadsides.html
real-time electricity consumption monitors
Eco Eye - http://eco-eye.com/
Externalizing Energy Consumption
Dan Hill (Arup Sydney)
Externalizing Energy Consumption
Dan Hill (Arup Sydney)
neighborhood scoreboards

“Comparative Feedback in the Street: Exposing Residential Energy Consumption on House Façades”, 2011.
neighborhood scoreboards

“Comparative Feedback in the Street: Exposing Residential Energy Consumption on House Façades”, 2011.
neighborhood scoreboards

“Comparative Feedback in the Street: Exposing Residential Energy Consumption on House Façades”, 2011.
neighborhood scoreboards

“Comparative Feedback in the Street: Exposing Residential Energy Consumption on House Façades”, 2011.
Average change
Public & Private Display - 2.5%
Private Display Only
- 1%
- 0.5%
No Display
neighborhood scoreboards

“Comparative Feedback in the Street: Exposing Residential Energy Consumption on House Façades”, 2011.
Civic Smart Meter

public competition of Building Performance
Civic Smart Meter

public competition of Street-wide Performance
Street visualization

"Street Visualization: Raising Awareness for Local Social Issues through a Situated Display”, 2013.
Street visualization

"Street Visualization: Raising Awareness for Local Social Issues through a Situated Display”, 2013.
Reveal-IT!

“Reveal-it!: the impact of a social visualization projection on public awareness and discourse”, 2012
Reveal-It!

“Reveal-it!: the impact of a social visualization projection on public awareness and discourse”, 2012
Reveal-IT!

“Reveal-it!: the impact of a social visualization projection on public awareness and discourse”, 2012
Myposition

“evaluating the impact of a public interactive poll visualization”, submitted 2013.
Myposition

“evaluating the impact of a public interactive poll visualization”, submitted 2013.
Myposition

“evaluating the impact of a public interactive poll visualization”, submitted 2013.
Myposition

“evaluating the impact of a public interactive poll visualization”, submitted 2013.
Design guidelines

“Design Study Methodology: Reflections from the Trenches and the Stacks”
Michael Sedlmair, Miriah Meyer, Tamara Munzner, IEEE Infovis 2012
. maak verschil tussen exploratie en communicatie
. betracht sociale relevantie van data
. verken praktijk, onderzoek en kunsten
. ken cognitieve en good-practice guidelines
. integreer schoonheid, interactie en betekenis
conclusion

Symbiosis of design and visualization
contacT

http://infoscape.org- http://rxd.asro.kuleuven.be - http://datavislab.org - http://infosthetics.com

More Related Content

Viewers also liked

An analysis of_machine_and_human_analytics_in_classification
An analysis of_machine_and_human_analytics_in_classificationAn analysis of_machine_and_human_analytics_in_classification
An analysis of_machine_and_human_analytics_in_classification
Subhashis Hazarika
 
Visualization of uncertainty_without_a_mean
Visualization of uncertainty_without_a_meanVisualization of uncertainty_without_a_mean
Visualization of uncertainty_without_a_mean
Subhashis Hazarika
 
10 Great Data Visualization Tools
10 Great Data Visualization Tools10 Great Data Visualization Tools
10 Great Data Visualization Tools
Ben Cotton
 
Data Visualization Strategies & Open Source Tools
Data Visualization Strategies & Open Source ToolsData Visualization Strategies & Open Source Tools
Data Visualization Strategies & Open Source Tools
Phase2
 
Information visualization - introduction
Information visualization - introductionInformation visualization - introduction
Information visualization - introductionKatrien Verbert
 
Data and Information Visualization: the Principles of Infographics - English ...
Data and Information Visualization: the Principles of Infographics - English ...Data and Information Visualization: the Principles of Infographics - English ...
Data and Information Visualization: the Principles of Infographics - English ...
Bijan Yavar
 

Viewers also liked (6)

An analysis of_machine_and_human_analytics_in_classification
An analysis of_machine_and_human_analytics_in_classificationAn analysis of_machine_and_human_analytics_in_classification
An analysis of_machine_and_human_analytics_in_classification
 
Visualization of uncertainty_without_a_mean
Visualization of uncertainty_without_a_meanVisualization of uncertainty_without_a_mean
Visualization of uncertainty_without_a_mean
 
10 Great Data Visualization Tools
10 Great Data Visualization Tools10 Great Data Visualization Tools
10 Great Data Visualization Tools
 
Data Visualization Strategies & Open Source Tools
Data Visualization Strategies & Open Source ToolsData Visualization Strategies & Open Source Tools
Data Visualization Strategies & Open Source Tools
 
Information visualization - introduction
Information visualization - introductionInformation visualization - introduction
Information visualization - introduction
 
Data and Information Visualization: the Principles of Infographics - English ...
Data and Information Visualization: the Principles of Infographics - English ...Data and Information Visualization: the Principles of Infographics - English ...
Data and Information Visualization: the Principles of Infographics - English ...
 

Similar to Information Visualization: Analyzing and Presenting Data

Smart Data for Behavioural Change: Towards Energy Efficient Buildings
Smart Data for Behavioural Change: Towards Energy Efficient BuildingsSmart Data for Behavioural Change: Towards Energy Efficient Buildings
Smart Data for Behavioural Change: Towards Energy Efficient Buildings
Anna Fensel
 
Dataportability & Digital Identity
Dataportability & Digital IdentityDataportability & Digital Identity
Dataportability & Digital Identity
Cédric Hüsler
 
The Semantic Web Exists. What Next?
The Semantic Web Exists. What Next?The Semantic Web Exists. What Next?
The Semantic Web Exists. What Next?Anna Fensel
 
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-shareBigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
stelligence
 
SC6 Workshop 1: What can big data do for you?
SC6 Workshop 1: What can big data do for you? SC6 Workshop 1: What can big data do for you?
SC6 Workshop 1: What can big data do for you?
BigData_Europe
 
Creating knowledge out of interlinked data
Creating knowledge out of interlinked dataCreating knowledge out of interlinked data
Creating knowledge out of interlinked dataSören Auer
 
OpenAmplify and the Semantic Web
OpenAmplify and the Semantic WebOpenAmplify and the Semantic Web
OpenAmplify and the Semantic WebDave Weinberg
 
Brno-IESS 20240207 v11 service-science ai.pptx
Brno-IESS 20240207 v11 service-science ai.pptxBrno-IESS 20240207 v11 service-science ai.pptx
Brno-IESS 20240207 v11 service-science ai.pptx
ISSIP
 
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Hong-Linh Truong
 
Dublinked tech workshop_15_dec2011
Dublinked tech workshop_15_dec2011Dublinked tech workshop_15_dec2011
Dublinked tech workshop_15_dec2011Dublinked .
 
Putting the L in front: from Open Data to Linked Open Data
Putting the L in front: from Open Data to Linked Open DataPutting the L in front: from Open Data to Linked Open Data
Putting the L in front: from Open Data to Linked Open Data
Martin Kaltenböck
 
Intro to Data Science Concepts
Intro to Data Science ConceptsIntro to Data Science Concepts
Intro to Data Science Concepts
University of Washington
 
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
Fitzgerald Analytics, Inc.
 
Data Science in 2016: Moving Up
Data Science in 2016: Moving UpData Science in 2016: Moving Up
Data Science in 2016: Moving Up
Paco Nathan
 
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
Big Data Spain
 
Brno-IESS 20240207 service-science ai-era v12.pptx
Brno-IESS 20240207 service-science ai-era v12.pptxBrno-IESS 20240207 service-science ai-era v12.pptx
Brno-IESS 20240207 service-science ai-era v12.pptx
ISSIP
 
CMI tech trends March 2015
CMI tech trends March 2015CMI tech trends March 2015
CMI tech trends March 2015
Philip Sheldrake
 
Observlets
Observlets Observlets
Observlets
Aastha Madaan
 
Data Visualization
Data Visualization Data Visualization
Data Visualization
Madelyn Cox
 
Linked Open Data_mlanet13
Linked Open Data_mlanet13Linked Open Data_mlanet13
Linked Open Data_mlanet13
Kristi Holmes
 

Similar to Information Visualization: Analyzing and Presenting Data (20)

Smart Data for Behavioural Change: Towards Energy Efficient Buildings
Smart Data for Behavioural Change: Towards Energy Efficient BuildingsSmart Data for Behavioural Change: Towards Energy Efficient Buildings
Smart Data for Behavioural Change: Towards Energy Efficient Buildings
 
Dataportability & Digital Identity
Dataportability & Digital IdentityDataportability & Digital Identity
Dataportability & Digital Identity
 
The Semantic Web Exists. What Next?
The Semantic Web Exists. What Next?The Semantic Web Exists. What Next?
The Semantic Web Exists. What Next?
 
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-shareBigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
BigData Visualization and Usecase@TDGA-Stelligence-11july2019-share
 
SC6 Workshop 1: What can big data do for you?
SC6 Workshop 1: What can big data do for you? SC6 Workshop 1: What can big data do for you?
SC6 Workshop 1: What can big data do for you?
 
Creating knowledge out of interlinked data
Creating knowledge out of interlinked dataCreating knowledge out of interlinked data
Creating knowledge out of interlinked data
 
OpenAmplify and the Semantic Web
OpenAmplify and the Semantic WebOpenAmplify and the Semantic Web
OpenAmplify and the Semantic Web
 
Brno-IESS 20240207 v11 service-science ai.pptx
Brno-IESS 20240207 v11 service-science ai.pptxBrno-IESS 20240207 v11 service-science ai.pptx
Brno-IESS 20240207 v11 service-science ai.pptx
 
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
Emerging Dynamic TUW-ASE Summer 2015 - Distributed Systems and Challenges for...
 
Dublinked tech workshop_15_dec2011
Dublinked tech workshop_15_dec2011Dublinked tech workshop_15_dec2011
Dublinked tech workshop_15_dec2011
 
Putting the L in front: from Open Data to Linked Open Data
Putting the L in front: from Open Data to Linked Open DataPutting the L in front: from Open Data to Linked Open Data
Putting the L in front: from Open Data to Linked Open Data
 
Intro to Data Science Concepts
Intro to Data Science ConceptsIntro to Data Science Concepts
Intro to Data Science Concepts
 
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
Data visualization trends in Business Intelligence: Allison Sapka at Analytic...
 
Data Science in 2016: Moving Up
Data Science in 2016: Moving UpData Science in 2016: Moving Up
Data Science in 2016: Moving Up
 
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
Data Science in 2016: Moving up by Paco Nathan at Big Data Spain 2015
 
Brno-IESS 20240207 service-science ai-era v12.pptx
Brno-IESS 20240207 service-science ai-era v12.pptxBrno-IESS 20240207 service-science ai-era v12.pptx
Brno-IESS 20240207 service-science ai-era v12.pptx
 
CMI tech trends March 2015
CMI tech trends March 2015CMI tech trends March 2015
CMI tech trends March 2015
 
Observlets
Observlets Observlets
Observlets
 
Data Visualization
Data Visualization Data Visualization
Data Visualization
 
Linked Open Data_mlanet13
Linked Open Data_mlanet13Linked Open Data_mlanet13
Linked Open Data_mlanet13
 

Recently uploaded

UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptxUNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
GOWSIKRAJA PALANISAMY
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
cy0krjxt
 
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdfSECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
eloprejohn333
 
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
7sd8fier
 
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With DesignsGame Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
184804
 
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
jyz59f4j
 
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
9a93xvy
 
一比一原版(BU毕业证)波士顿大学毕业证如何办理
一比一原版(BU毕业证)波士顿大学毕业证如何办理一比一原版(BU毕业证)波士顿大学毕业证如何办理
一比一原版(BU毕业证)波士顿大学毕业证如何办理
peuce
 
Impact of Fonts: in Web and Apps Design
Impact of Fonts:  in Web and Apps DesignImpact of Fonts:  in Web and Apps Design
Impact of Fonts: in Web and Apps Design
contactproperweb2014
 
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
kecekev
 
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
qo1as76n
 
Graphic Design Tools and Software .pptx
Graphic Design Tools and Software   .pptxGraphic Design Tools and Software   .pptx
Graphic Design Tools and Software .pptx
Virtual Real Design
 
Portfolio.pdf
Portfolio.pdfPortfolio.pdf
Portfolio.pdf
garcese
 
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
taqyed
 
Revolutionizing the Digital Landscape: Web Development Companies in India
Revolutionizing the Digital Landscape: Web Development Companies in IndiaRevolutionizing the Digital Landscape: Web Development Companies in India
Revolutionizing the Digital Landscape: Web Development Companies in India
amrsoftec1
 
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
9a93xvy
 
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
7sd8fier
 
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
Febless Hernane
 
Connect Conference 2022: Passive House - Economic and Environmental Solution...
Connect Conference 2022: Passive House -  Economic and Environmental Solution...Connect Conference 2022: Passive House -  Economic and Environmental Solution...
Connect Conference 2022: Passive House - Economic and Environmental Solution...
TE Studio
 
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
asuzyq
 

Recently uploaded (20)

UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptxUNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
UNIT IV-VISUAL STYLE AND MOBILE INTERFACES.pptx
 
Design Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinkingDesign Thinking Design thinking Design thinking
Design Thinking Design thinking Design thinking
 
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdfSECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
SECURING BUILDING PERMIT CITY OF CALOOCAN.pdf
 
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
一比一原版(MMU毕业证书)曼彻斯特城市大学毕业证成绩单如何办理
 
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With DesignsGame Concept Presentation for Ukrainian Mythology Based Game With Designs
Game Concept Presentation for Ukrainian Mythology Based Game With Designs
 
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
一比一原版(LSE毕业证书)伦敦政治经济学院毕业证成绩单如何办理
 
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
一比一原版(CITY毕业证书)谢菲尔德哈勒姆大学毕业证如何办理
 
一比一原版(BU毕业证)波士顿大学毕业证如何办理
一比一原版(BU毕业证)波士顿大学毕业证如何办理一比一原版(BU毕业证)波士顿大学毕业证如何办理
一比一原版(BU毕业证)波士顿大学毕业证如何办理
 
Impact of Fonts: in Web and Apps Design
Impact of Fonts:  in Web and Apps DesignImpact of Fonts:  in Web and Apps Design
Impact of Fonts: in Web and Apps Design
 
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
一比一原版(UW毕业证)西雅图华盛顿大学毕业证如何办理
 
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
哪里办理美国中央华盛顿大学毕业证双学位证书原版一模一样
 
Graphic Design Tools and Software .pptx
Graphic Design Tools and Software   .pptxGraphic Design Tools and Software   .pptx
Graphic Design Tools and Software .pptx
 
Portfolio.pdf
Portfolio.pdfPortfolio.pdf
Portfolio.pdf
 
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
一比一原版(毕业证)早稻田大学毕业证成绩单如何办理
 
Revolutionizing the Digital Landscape: Web Development Companies in India
Revolutionizing the Digital Landscape: Web Development Companies in IndiaRevolutionizing the Digital Landscape: Web Development Companies in India
Revolutionizing the Digital Landscape: Web Development Companies in India
 
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
一比一原版(RHUL毕业证书)伦敦大学皇家霍洛威学院毕业证如何办理
 
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
一比一原版(NCL毕业证书)纽卡斯尔大学毕业证成绩单如何办理
 
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANEEASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
EASY TUTORIAL OF HOW TO USE CAPCUT BY: FEBLESS HERNANE
 
Connect Conference 2022: Passive House - Economic and Environmental Solution...
Connect Conference 2022: Passive House -  Economic and Environmental Solution...Connect Conference 2022: Passive House -  Economic and Environmental Solution...
Connect Conference 2022: Passive House - Economic and Environmental Solution...
 
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
一比一原版(Columbia毕业证)哥伦比亚大学毕业证如何办理
 

Information Visualization: Analyzing and Presenting Data