SlideShare a Scribd company logo
1 of 84
Download to read offline
Separating Myth from Truth
in Data Visualisation
Andy Kirk
www.visualisingdata.com
@visualisingdata
Visualisation specialist: Editor of visualisingdata.com
design consultant, trainer, lecturer, author, researcher...
DATAVISUALISATION AND INFOGRAPHIC DESIGN
Training Workshop
1-day ‘Introduction’ event
The agenda is constantly refined to accommodate the most contemporary thinking
and references. The final itinerary may be slightly different, and the precise times
may vary, but here is an indicative outline of the typical 1-day agenda.
9:30 WELCOME: Introduction to today’s workshop
9:45 FUNDAMENTALS: What is data visualisation?
10:00 Exercise – Instinctive critical evaluations | Review
10:30 THE DATA VISUALISATION DESIGN METHODOLOGY
10:35 1. Understanding context andestablishing purpose
10:50 Exercise – Visualising ideas within problem contexts | Review
11:05 BREAK
11:15 2. Acquiring, preparing and familiarising with your data
3. Establishing editorial focus with your subject matter
11:35 Exercise – Exploring data and our editorial focus | Review
12:00 4. Conceiving your visualisation design
Key principles of good visualisation design
12:15 LUNCH
13:05 Data representation, including a gallery of chart types and their roles
13:35 Exercise – Identifying data representation choices | Review
14:15 Colour theory and application
Exercise – Forensic design assessments (1)
14:35 BREAK
14:50 Interactivity and animation features
Exercise – Forensic design assessments (2)
15:10 Annotation and composition
Exercise – Forensic design assessments (3) | Review
15:45 5. Construction, tools and technology
16:00 Exercise – Developing a data visualisation concept | Review
16:50 WRAP UP: The ‘8 Hats’ of visualisation design, workshop review
17:00 FINISH
People attending these workshop sessions come from all backgrounds, organisation
types and domain areas.
You might be an analyst, statistician, or researcher looking to enhance your data
capabilities. Perhaps you’re a skilled designer or developer looking to take your
portfolio of work into a more data-driven direction. Maybe you do not personally
get involved in the analysis or visualisation of data but coordinate others who do.
You might be a frequent consumer of visualisation and infographic work looking to
increase the sophistication of how you read, interpret and evaluate the effectiveness
of such designs. These events are intended for all audience types and levels.
The most critical attribute is that you have an inherent curiosity, an instinct for
discovering and sharing insights from data, and an interest in approaching your
data visualisation and infographic work with a fresh perspective.
You should have a willingness to contribute to discussions during exercise activities
and do so in a respectful and constructive manner.
To view a selection of testimonials from previous workshop participants visit
www.visualisingdata.com and click on Training.
The ‘Introduction to Data Visualisation and Infographic Design’ 1-day workshops
aim to provide delegates with an accessible and comprehensive introduction to data
visualisation and infographic design.
The focus for this training is the craft of this discipline, helping delegates to know
what to think, when to think about and how to resolve all the analytical and
design decisions involved in any data-driven challenge. There are four over-riding
objectives for these workshops:
To challenge your existing thinking about creating and consuming visualisation
works, refining the clarity of your convictions about effective visualisation design.
To equip you with an appreciation of all the analytical and design choices available
across the creative workflow: the options that exist and what decisions to take.
Tho provide an opportunity to practice by undertaking focused activities at each
stage of the creative workflow, applying and cementing the learning at each stage.
To inspire you by broadening your visual vocabulary, by exposing you to the latest
techniques and contemporary resources, and by giving you the confidence to
enhance your data visualisation capabilities.
Andy Kirk is a UK-based data visualisation specialist: A design consultant, training
provider, lecturer, author, blog editor, speaker, and researcher.
Since launching his freelance career in late 2011, he has delivered nearly 150 public
and private training events in 14 countries across five continents. Recent clients
include PepsiCo, Standard Chartered, Cisco, Heineken, and CERN. Visit
www.visualisingdata.com and click on Training to see a map and profile of his past
training events.
Andy’s teaching activities extend to a visiting lecturer position at the Maryland
Institute College of Art (MICA) in the US where he teachers a module on the
Information Visualisation (MPS) Masters programme.
The workshop session is structured around a proven design methodology where we
will build up, stage by stage, a detailed understanding of all the different aspects of
decision-making that goes into all data visualisation or infographic design work.
Whilst the event is described as an ‘Introduction’ this does not mean it is pitched
at a ‘basic’ level: Data visualisation and infographic design teaching is really
framed by the time available - and the breadth/depth achievable - rather than any
distinction between content progressing from beginner towards advanced topics.
The content will be delivered through a blend of teaching, discussion, and group
practice. The practical exercises vary in nature from evaluating works, conceiving
ideas, identifying best-fit solutions and exploring data. The most technical of the
exercises will involve looking at data in Excel. There will also be some sketching
tasks but note these are not a test of artistic capability, rather conceptual thinking.
These workshops are designed to be technology neutral, they are not focused on
or based around any specific tool or programme. However, there will be a section
providing an overview of some of the most essential and common visualisation
tools currently in the market.
All materials will be issued digitally on USB memory sticks containing all training
content, exercise files and a range of useful references. Attendees are encouraged to
bring laptops to use as a workspace for the session. The only software requirements
are Excel, a browser and a pdf reader. No other technical prerequisites exist.
TRAINING OBJECTIVES
THE WORKSHOP
WHO SHOULD ATTEND?
TYPICALAGENDA
TRAINER PROFILE
REGISTER NOW! Visit www.visualisingdata.com and click on Training to find an event nearyou
The representation and presentation of data to facilitate understanding
What is data visualisation?
In data visualisation we often hear about the always and the
nevers but, invariably, it is far more nuanced and requires
more sophisticated convictions.
Which things are the always and which are the mostlys?
Which things are the nevers and which are the rarelys?
“Separating Myth from Truth in Data Visualisation”
CHARTS AND CHART
DESIGN
______ charts are evil
“Pie charts are evil...”
Robert Kosara: “In defense of pie charts”
https://eagereyes.org/criticism/in-defense-of-pie-charts
Maximum 2-3 parts of a whole, start at the vertical
http://www.bricksetforum.com/discussion/21529/colors-how-theyve-changed
Value of pie charts for exploring data (vs. communicating)?
“Word clouds are evil...”
Google search: “Marketing Infographics”
“Infographics are evil...”
http://www.bmj.com/content/350/bmj.g7620/infographic |
http://lasombra.blogs.com/la_sombra_del_asno/2013/10/urban-oasis.html
Good infographics aren’t!
BAD PIE CHARTS ARE BAD CHARTS
BAD BAR CHARTS ARE BAD CHARTS
BAD WORD CLOUDS ARE BAD CHARTS
BAD RADAR CHARTS ARE BAD CHARTS
Repeat after me...
No chart is evil: They play different roles & all have limitations
3D
http://blog.visual.ly/2ds-company-3ds-a-crowd/
Distorting decoration: Don’t create 3D out of 2D data
http://hmi.ucsd.edu/howmuchinfo.php
Distorting decoration: Can’t consume in 3D
Image from https://twitter.com/aquigley/status/739752961920933888
When is 3D legitimate?: When consuming in 3D...
http://www.nytimes.com/interactive/2015/03/19/upshot/3d-yield-curve-economic-growth.html?smid=pl-share&_r=1&abt=0002&abg=0
When is 3D legitimate?: When representing 3D data...
http://www.nytimes.com/interactive/2015/03/19/upshot/3d-yield-curve-economic-growth.html?smid=pl-share&_r=1&abt=0002&abg=0
When is 3D legitimate?: ...and when offering a series of 2D views
Truncated axes
Truncated axes: Bar charts
https://twitter.com/nro/status/676516015078039556
Truncated axes: Line charts
https://twitter.com/nro/status/676516015078039556
Truncated axes: Line charts
Truncated axes: Area charts
Geometric calculations
$0.8M out of $7.5M = 10.7%
Length of presented bar progress = 24.6%
Size miscalculations
If the value of A is twice as big as the value of B...
Data:Ink ratio & “Chart Junk”
Data:Ink Ratio: Too brutal, even for the era of print-only
http://www.perceptualedge.com/articles/visual_business_intelligence/sometimes_we_must_raise_our_voices.pdf
http://seeingdata.demo.cleverfranke.com/census/
Data:Ink Ratio: “Ink” creates unity, contrast, organisation
Data:Ink Ratio: “Ink” creates unity, contrast, organisation
https://paragraft.wordpress.com/2008/06/03/the-chart-junk-of-steve-jobs/
Chart Junk: Incongruent or obstructive
https://www.statista.com/chart/4101/where-is-pensioner-poverty-the-most-prevalent/ | https://twitter.com/olafcramme/status/523397542172950528 |
http://exceluser.com/blog/1152/oh-no-chart-junk-from-the-wall-street-journal.html
Chart Junk: Incongruent or obstructive
Chart junk? Congruent and unobstructive
http://www.wsj.com/articles/SB12147335600370333763904581058081668712042 |
http://www.bloomberg.com/news/features/2015-03-03/junk-food-s-last-stand-the-pizza-lobby-is-not-backing-down
Rainbow colour schemes for
showing quantitative values
http://eagereyes.org/basics/rainbow-color-map
Multi-hue colour scheme: Magnitude & order?
http://www.nzz.ch/aktuell/inland-sommerserie-schweizer-karten-interaktiv/vergleich-strom-versorger-1.18120907
Convergent colour scheme: Magnitude & order
Divergent colour scheme: Magnitude & order
http://www.randalolson.com/2015/09/05/visualizing-indego-bike-share-usage-patterns-in-philadelphia-part-2/
Red & green
(should they ever be seen?)
Impact of colour blindness (deuteranopia)
#a6611a
#7b3294
#d01c8b
#018571
#008837
#4dac26
#d7191c #2c7bb6
To mean ’GOOD’ To mean ’BAD’
Alternative colours to replace the default green and red
Maybe nobody in your audience is colour-blind?
CLAIMS OF
UNIVERSAL TRUTH
“Data visualisation is
all about storytelling”
Stories can be seen through temporal charts
http://www.nytimes.com/interactive/2016/us/elections/polls.html?_r=0
Stories can be seen through temporal charts
Stories can emerge from temporal presentations
Stories can emerge from temporal presentations
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0123507
Stories can emerge from temporal presentations
https://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen?language=en
Stories can emerge through verbal annotation (chart as a prop)
Difference between storytelling and storyforming
The stories we form in our mind through interpretation
Difference between storytelling and storyforming
The stories we form in our mind through interpretation
“Data visualisation is about
perceptual accuracy”
Ranking of elementary perceptual tasks
From Cleveland & McGill, ‘Graphical Perception: Theory, experimentation and application to the development of graphical methods’”, 1984
B=5
A=10
Length
Area
A=10 B=5
Ranking of elementary perceptual tasks
Discernibility of attributes: Quantitative data
“The ordering does not result in a precise prescription for
displaying data but rather is a framework within which to work.”
Cleveland & McGill
Ranking of elementary perceptual tasks
From Cleveland & McGill, ‘Graphical Perception: Theory, experimentation and application to the development of graphical methods’”, 1984
What’s the right level of discernibility?
What is the shape of the data you are trying to encode?
“Data visualisation is
about simplicity”
http://io9.com/5912155/watch-hans-rosling-use-rocks-to-deliver-the-shortest-ted-talk-ever
Complex subject, made simple
http://www.fastcodesign.com/1672691/imdbs-top-50-movies-arranged-by-genre#1
Simple subject, made unclear
Simple subject, shown as clearly as possible
https://twitter.com/theboysmithy/status/705323516711804928
Complex subject, shown as clearly as possible
http://www.visualisingdata.com/index.php/2013/01/book-review-the-functional-art-by-alberto-cairo/
Oversimplification = obscuring
“Data visualisation is about
immediate understanding”
http://oecdbetterlifeindex.org/
Some things can be quickly consumed...
http://13pt.com/projects/nyt071211/
...other things take longer
Some visualisation techniques are familiar...
http://www.bloomberg.com/infographics/2014-01-16/tracking-super-bowl-ticket-prices.html
...others are less familiar
Learnability: Everything is new, once
“Visualising ‘Big Data’ requires
special techniques”
Visualising big data isn't a data problem, it's a summarisation
problem. You've only got so many pixels on the screen.
[Paraphrasing] Hadley Wickham
https://twitter.com/jsteeleeditor/status/434039532535562241
“Big Data” visualisation
“Big Data” visualisation
http://demographics.coopercenter.org/DotMap/index.html
“Big Data” visualisation
http://demographics.coopercenter.org/DotMap/index.html
CLOSING REMARKS
In the absence of perfect, optimisation is the pursuit:
Maximum effectiveness through maximum efficiency
Data visualisation is always about compromise
To make the best decisions you need to be familiar with all your
options and aware of the things that will influence your choices.
Data visualisation is always about good decisions
THINGS YOU
COULD DO
THINGS YOU
WILL DO
BOOK! Data Visualisation: A Handbook for Data Driven Design
Separating Myth from Truth
in Data Visualisation
Andy Kirk
www.visualisingdata.com
@visualisingdata

More Related Content

What's hot

Grounded Theory: an Introduction (updated Jan 2011)
Grounded Theory: an Introduction (updated Jan 2011)Grounded Theory: an Introduction (updated Jan 2011)
Grounded Theory: an Introduction (updated Jan 2011)Hora Tjitra
 
Qualitative research
Qualitative researchQualitative research
Qualitative researchIffat Qamar
 
Qualitative Data Analysis
Qualitative Data  AnalysisQualitative Data  Analysis
Qualitative Data AnalysisMaisa Rahman
 
Business intelligence(bi)
Business intelligence(bi)Business intelligence(bi)
Business intelligence(bi)ArvindDubey36
 
Business analytics and data visualisation
Business analytics and data visualisationBusiness analytics and data visualisation
Business analytics and data visualisationShwetabh Jaiswal
 
Analysis of data in research
Analysis of data in researchAnalysis of data in research
Analysis of data in researchAbhijeet Birari
 
Data visualization & Story Telling with Data
Data visualization & Story Telling with DataData visualization & Story Telling with Data
Data visualization & Story Telling with DataDr Nisha Arora
 
Customer analytics
Customer analyticsCustomer analytics
Customer analyticsKarl Melo
 
Discrete random variable.
Discrete random variable.Discrete random variable.
Discrete random variable.Shakeel Nouman
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data scienceShilpaKrishna6
 
Data Visualisation.pdf
Data Visualisation.pdfData Visualisation.pdf
Data Visualisation.pdfThiyagu K
 
Quantitative Research Design - Module 1 provides a basic understanding of qua...
Quantitative Research Design - Module 1 provides a basic understanding of qua...Quantitative Research Design - Module 1 provides a basic understanding of qua...
Quantitative Research Design - Module 1 provides a basic understanding of qua...Linfield Christian School
 
5 Data Visualization Pitfalls
5 Data Visualization Pitfalls5 Data Visualization Pitfalls
5 Data Visualization PitfallsData IQ Argentina
 
Visualization For Data Science
Visualization For Data ScienceVisualization For Data Science
Visualization For Data ScienceAngela Zoss
 

What's hot (20)

Grounded Theory: an Introduction (updated Jan 2011)
Grounded Theory: an Introduction (updated Jan 2011)Grounded Theory: an Introduction (updated Jan 2011)
Grounded Theory: an Introduction (updated Jan 2011)
 
Crisp dm
Crisp dmCrisp dm
Crisp dm
 
Data analysis aug-11
Data analysis aug-11Data analysis aug-11
Data analysis aug-11
 
Qualitative research
Qualitative researchQualitative research
Qualitative research
 
Qualitative Data Analysis
Qualitative Data  AnalysisQualitative Data  Analysis
Qualitative Data Analysis
 
Data Analysis
Data AnalysisData Analysis
Data Analysis
 
Business intelligence(bi)
Business intelligence(bi)Business intelligence(bi)
Business intelligence(bi)
 
Business analytics and data visualisation
Business analytics and data visualisationBusiness analytics and data visualisation
Business analytics and data visualisation
 
Analysis of data in research
Analysis of data in researchAnalysis of data in research
Analysis of data in research
 
Data visualization & Story Telling with Data
Data visualization & Story Telling with DataData visualization & Story Telling with Data
Data visualization & Story Telling with Data
 
Customer analytics
Customer analyticsCustomer analytics
Customer analytics
 
Discrete random variable.
Discrete random variable.Discrete random variable.
Discrete random variable.
 
Data science | What is Data science
Data science | What is Data scienceData science | What is Data science
Data science | What is Data science
 
Data Visualisation.pdf
Data Visualisation.pdfData Visualisation.pdf
Data Visualisation.pdf
 
Research design
Research designResearch design
Research design
 
Quantitative Research Design - Module 1 provides a basic understanding of qua...
Quantitative Research Design - Module 1 provides a basic understanding of qua...Quantitative Research Design - Module 1 provides a basic understanding of qua...
Quantitative Research Design - Module 1 provides a basic understanding of qua...
 
5 Data Visualization Pitfalls
5 Data Visualization Pitfalls5 Data Visualization Pitfalls
5 Data Visualization Pitfalls
 
Organizing data
Organizing dataOrganizing data
Organizing data
 
Visualization For Data Science
Visualization For Data ScienceVisualization For Data Science
Visualization For Data Science
 
NATURE OF RESEARCH
NATURE OF RESEARCHNATURE OF RESEARCH
NATURE OF RESEARCH
 

Viewers also liked

The Good, The Bad and The Greys of Data Visualisation Design
The Good, The Bad and The Greys of Data Visualisation DesignThe Good, The Bad and The Greys of Data Visualisation Design
The Good, The Bad and The Greys of Data Visualisation DesignAndy Kirk
 
Data Visualisation Literacy - Learning to See
Data Visualisation Literacy - Learning to SeeData Visualisation Literacy - Learning to See
Data Visualisation Literacy - Learning to SeeAndy Kirk
 
The 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationThe 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationAndy Kirk
 
Andy Kirk's Webinar for Tableau (July 2016)
Andy Kirk's Webinar for Tableau (July 2016)Andy Kirk's Webinar for Tableau (July 2016)
Andy Kirk's Webinar for Tableau (July 2016)Andy Kirk
 
Fresh Thinking on Communicating with Data
Fresh Thinking on Communicating with DataFresh Thinking on Communicating with Data
Fresh Thinking on Communicating with DataAndy Kirk
 
Andy Kirk's Talk at the Information Plus Conference 2016
Andy Kirk's Talk at the Information Plus Conference 2016Andy Kirk's Talk at the Information Plus Conference 2016
Andy Kirk's Talk at the Information Plus Conference 2016Andy Kirk
 
Andy Kirk Malofiej 20 Presentation
Andy Kirk Malofiej 20 PresentationAndy Kirk Malofiej 20 Presentation
Andy Kirk Malofiej 20 PresentationAndy Kirk
 
Data Visualisation and Infographic Design: 'State of the Union'
Data Visualisation and Infographic Design: 'State of the Union'Data Visualisation and Infographic Design: 'State of the Union'
Data Visualisation and Infographic Design: 'State of the Union'Andy Kirk
 
Visual Design with Data
Visual Design with DataVisual Design with Data
Visual Design with DataSeth Familian
 
Measurement Roadmap
Measurement RoadmapMeasurement Roadmap
Measurement RoadmapAni Lopez
 
Three Viewpoints on Data Visualisation
Three Viewpoints on Data VisualisationThree Viewpoints on Data Visualisation
Three Viewpoints on Data VisualisationJuha Meronen
 
Andy Kirk Viz Marathon London 2011
Andy Kirk Viz Marathon London 2011Andy Kirk Viz Marathon London 2011
Andy Kirk Viz Marathon London 2011Andy Kirk
 
Andy Kirk talk at Big Data World Europe, September 2012
Andy Kirk talk at Big Data World Europe, September 2012Andy Kirk talk at Big Data World Europe, September 2012
Andy Kirk talk at Big Data World Europe, September 2012Andy Kirk
 
Alberto Cairo- Visualizing Data: 5 Principles to Live By
Alberto Cairo- Visualizing Data: 5 Principles to Live ByAlberto Cairo- Visualizing Data: 5 Principles to Live By
Alberto Cairo- Visualizing Data: 5 Principles to Live Byhfcmiami
 
The Design of Nothing
The Design of NothingThe Design of Nothing
The Design of NothingAndy Kirk
 
Andy Kirk's talk at the ACEhp 2015 Conference
Andy Kirk's talk at the ACEhp 2015 ConferenceAndy Kirk's talk at the ACEhp 2015 Conference
Andy Kirk's talk at the ACEhp 2015 ConferenceAndy Kirk
 
Nova apresentação da seja mais livre
Nova apresentação da seja mais livreNova apresentação da seja mais livre
Nova apresentação da seja mais livreElias Amaral
 
Data Visualisation by Olivier Lorrain
Data Visualisation by Olivier LorrainData Visualisation by Olivier Lorrain
Data Visualisation by Olivier LorrainOlivier Lorrain
 

Viewers also liked (20)

The Good, The Bad and The Greys of Data Visualisation Design
The Good, The Bad and The Greys of Data Visualisation DesignThe Good, The Bad and The Greys of Data Visualisation Design
The Good, The Bad and The Greys of Data Visualisation Design
 
Data Visualisation Literacy - Learning to See
Data Visualisation Literacy - Learning to SeeData Visualisation Literacy - Learning to See
Data Visualisation Literacy - Learning to See
 
The 8 Hats of Data Visualisation
The 8 Hats of Data VisualisationThe 8 Hats of Data Visualisation
The 8 Hats of Data Visualisation
 
Andy Kirk's Webinar for Tableau (July 2016)
Andy Kirk's Webinar for Tableau (July 2016)Andy Kirk's Webinar for Tableau (July 2016)
Andy Kirk's Webinar for Tableau (July 2016)
 
Fresh Thinking on Communicating with Data
Fresh Thinking on Communicating with DataFresh Thinking on Communicating with Data
Fresh Thinking on Communicating with Data
 
Andy Kirk's Talk at the Information Plus Conference 2016
Andy Kirk's Talk at the Information Plus Conference 2016Andy Kirk's Talk at the Information Plus Conference 2016
Andy Kirk's Talk at the Information Plus Conference 2016
 
Andy Kirk Malofiej 20 Presentation
Andy Kirk Malofiej 20 PresentationAndy Kirk Malofiej 20 Presentation
Andy Kirk Malofiej 20 Presentation
 
Data Visualisation and Infographic Design: 'State of the Union'
Data Visualisation and Infographic Design: 'State of the Union'Data Visualisation and Infographic Design: 'State of the Union'
Data Visualisation and Infographic Design: 'State of the Union'
 
Visual Design with Data
Visual Design with DataVisual Design with Data
Visual Design with Data
 
Divum Corporate Presentation 2016
Divum Corporate Presentation 2016Divum Corporate Presentation 2016
Divum Corporate Presentation 2016
 
Measurement Roadmap
Measurement RoadmapMeasurement Roadmap
Measurement Roadmap
 
Three Viewpoints on Data Visualisation
Three Viewpoints on Data VisualisationThree Viewpoints on Data Visualisation
Three Viewpoints on Data Visualisation
 
Andy Kirk Viz Marathon London 2011
Andy Kirk Viz Marathon London 2011Andy Kirk Viz Marathon London 2011
Andy Kirk Viz Marathon London 2011
 
Andy Kirk talk at Big Data World Europe, September 2012
Andy Kirk talk at Big Data World Europe, September 2012Andy Kirk talk at Big Data World Europe, September 2012
Andy Kirk talk at Big Data World Europe, September 2012
 
Alberto Cairo- Visualizing Data: 5 Principles to Live By
Alberto Cairo- Visualizing Data: 5 Principles to Live ByAlberto Cairo- Visualizing Data: 5 Principles to Live By
Alberto Cairo- Visualizing Data: 5 Principles to Live By
 
The Design of Nothing
The Design of NothingThe Design of Nothing
The Design of Nothing
 
Mike Bostock
Mike BostockMike Bostock
Mike Bostock
 
Andy Kirk's talk at the ACEhp 2015 Conference
Andy Kirk's talk at the ACEhp 2015 ConferenceAndy Kirk's talk at the ACEhp 2015 Conference
Andy Kirk's talk at the ACEhp 2015 Conference
 
Nova apresentação da seja mais livre
Nova apresentação da seja mais livreNova apresentação da seja mais livre
Nova apresentação da seja mais livre
 
Data Visualisation by Olivier Lorrain
Data Visualisation by Olivier LorrainData Visualisation by Olivier Lorrain
Data Visualisation by Olivier Lorrain
 

Similar to Separating Myth from Truth in Data Visualisation

IDBM x Slush – Service Leadership Minor Handbook
IDBM x Slush – Service Leadership Minor HandbookIDBM x Slush – Service Leadership Minor Handbook
IDBM x Slush – Service Leadership Minor HandbookIDBMAalto
 
Data Visualisation Sara Miller McCune founded SAGE
Data Visualisation Sara Miller McCune founded SAGEData Visualisation Sara Miller McCune founded SAGE
Data Visualisation Sara Miller McCune founded SAGEOllieShoresna
 
Data visualisation sara miller mc cune founded sage
Data visualisation sara miller mc cune founded sageData visualisation sara miller mc cune founded sage
Data visualisation sara miller mc cune founded sageAISHA232980
 
Digital Portfolios: Your Digital Narrative
Digital Portfolios: Your Digital NarrativeDigital Portfolios: Your Digital Narrative
Digital Portfolios: Your Digital NarrativeDouglas Strahler
 
Software Engineer Neural language processin.pptx
Software Engineer  Neural language processin.pptxSoftware Engineer  Neural language processin.pptx
Software Engineer Neural language processin.pptxhanadimzlout123
 
VDIS10015 Presenting a body of work - Lecture 5
VDIS10015 Presenting a body of work - Lecture 5VDIS10015 Presenting a body of work - Lecture 5
VDIS10015 Presenting a body of work - Lecture 5Virtu Institute
 
Chalupnicek sandra portfolio_2018-10-21 - sm
Chalupnicek sandra portfolio_2018-10-21 - smChalupnicek sandra portfolio_2018-10-21 - sm
Chalupnicek sandra portfolio_2018-10-21 - smSandy Unterthiner
 
Data visualisation23 data visualisation
Data visualisation23 data visualisationData visualisation23 data visualisation
Data visualisation23 data visualisationmehek4
 
Data visualisation23 data visualisation
Data visualisation23 data visualisationData visualisation23 data visualisation
Data visualisation23 data visualisationAISHA232980
 
Designing Your Career @ amUX Atlanta
Designing Your Career @ amUX AtlantaDesigning Your Career @ amUX Atlanta
Designing Your Career @ amUX AtlantaIan Swinson
 
Data Visualization Resource Guide (September 2014)
Data Visualization Resource Guide (September 2014)Data Visualization Resource Guide (September 2014)
Data Visualization Resource Guide (September 2014)Amanda Makulec
 
Evolving the Creative Process
Evolving the Creative ProcessEvolving the Creative Process
Evolving the Creative Processcreed
 
Data visualisation and storytelling workshop from Data Commune
Data visualisation and storytelling workshop from Data CommuneData visualisation and storytelling workshop from Data Commune
Data visualisation and storytelling workshop from Data CommuneNeil Montes
 
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introduction
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introductionEPFL - PxS, week 1 - Personal Interaction Studio 2011 introduction
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introductionhendrikknoche
 
The Professional Design Process
The Professional Design ProcessThe Professional Design Process
The Professional Design Processugencarelle
 
Week 6 assignment 2 critical thinking questions EDU 655
Week 6 assignment 2 critical thinking questions EDU 655 Week 6 assignment 2 critical thinking questions EDU 655
Week 6 assignment 2 critical thinking questions EDU 655 tommygee2
 
KTN Design Mentor Portfolio
KTN Design Mentor PortfolioKTN Design Mentor Portfolio
KTN Design Mentor PortfolioKTN
 
Uxpin guide to_uxdesign_process_and_documentation
Uxpin guide to_uxdesign_process_and_documentationUxpin guide to_uxdesign_process_and_documentation
Uxpin guide to_uxdesign_process_and_documentationMarcelo Graciolli
 

Similar to Separating Myth from Truth in Data Visualisation (20)

IDBM x Slush – Service Leadership Minor Handbook
IDBM x Slush – Service Leadership Minor HandbookIDBM x Slush – Service Leadership Minor Handbook
IDBM x Slush – Service Leadership Minor Handbook
 
Data Visualisation Sara Miller McCune founded SAGE
Data Visualisation Sara Miller McCune founded SAGEData Visualisation Sara Miller McCune founded SAGE
Data Visualisation Sara Miller McCune founded SAGE
 
Data visualisation sara miller mc cune founded sage
Data visualisation sara miller mc cune founded sageData visualisation sara miller mc cune founded sage
Data visualisation sara miller mc cune founded sage
 
Digital Portfolios: Your Digital Narrative
Digital Portfolios: Your Digital NarrativeDigital Portfolios: Your Digital Narrative
Digital Portfolios: Your Digital Narrative
 
Software Engineer Neural language processin.pptx
Software Engineer  Neural language processin.pptxSoftware Engineer  Neural language processin.pptx
Software Engineer Neural language processin.pptx
 
VDIS10015 Presenting a body of work - Lecture 5
VDIS10015 Presenting a body of work - Lecture 5VDIS10015 Presenting a body of work - Lecture 5
VDIS10015 Presenting a body of work - Lecture 5
 
Chalupnicek sandra portfolio_2018-10-21 - sm
Chalupnicek sandra portfolio_2018-10-21 - smChalupnicek sandra portfolio_2018-10-21 - sm
Chalupnicek sandra portfolio_2018-10-21 - sm
 
Data visualisation23 data visualisation
Data visualisation23 data visualisationData visualisation23 data visualisation
Data visualisation23 data visualisation
 
Data visualisation23 data visualisation
Data visualisation23 data visualisationData visualisation23 data visualisation
Data visualisation23 data visualisation
 
2013 Mid Atlantic Conference Program
2013 Mid Atlantic Conference Program2013 Mid Atlantic Conference Program
2013 Mid Atlantic Conference Program
 
Designing Your Career @ amUX Atlanta
Designing Your Career @ amUX AtlantaDesigning Your Career @ amUX Atlanta
Designing Your Career @ amUX Atlanta
 
Data Visualization Resource Guide (September 2014)
Data Visualization Resource Guide (September 2014)Data Visualization Resource Guide (September 2014)
Data Visualization Resource Guide (September 2014)
 
Evolving the Creative Process
Evolving the Creative ProcessEvolving the Creative Process
Evolving the Creative Process
 
Data visualisation and storytelling workshop from Data Commune
Data visualisation and storytelling workshop from Data CommuneData visualisation and storytelling workshop from Data Commune
Data visualisation and storytelling workshop from Data Commune
 
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introduction
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introductionEPFL - PxS, week 1 - Personal Interaction Studio 2011 introduction
EPFL - PxS, week 1 - Personal Interaction Studio 2011 introduction
 
Product design Course in India
Product design Course in IndiaProduct design Course in India
Product design Course in India
 
The Professional Design Process
The Professional Design ProcessThe Professional Design Process
The Professional Design Process
 
Week 6 assignment 2 critical thinking questions EDU 655
Week 6 assignment 2 critical thinking questions EDU 655 Week 6 assignment 2 critical thinking questions EDU 655
Week 6 assignment 2 critical thinking questions EDU 655
 
KTN Design Mentor Portfolio
KTN Design Mentor PortfolioKTN Design Mentor Portfolio
KTN Design Mentor Portfolio
 
Uxpin guide to_uxdesign_process_and_documentation
Uxpin guide to_uxdesign_process_and_documentationUxpin guide to_uxdesign_process_and_documentation
Uxpin guide to_uxdesign_process_and_documentation
 

More from Andy Kirk

The State of the Union 2019+, by Andy Kirk
The State of the Union 2019+, by Andy KirkThe State of the Union 2019+, by Andy Kirk
The State of the Union 2019+, by Andy KirkAndy Kirk
 
The Design of Time (2019), by Andy Kirk
The Design of Time (2019), by Andy KirkThe Design of Time (2019), by Andy Kirk
The Design of Time (2019), by Andy KirkAndy Kirk
 
Data Visualisation: A Game of Decisions
Data Visualisation: A Game of DecisionsData Visualisation: A Game of Decisions
Data Visualisation: A Game of DecisionsAndy Kirk
 
The Design of Nothing (2017)
The Design of Nothing (2017)The Design of Nothing (2017)
The Design of Nothing (2017)Andy Kirk
 
The Seven Hats of Visualisation Design: A 2017 Reboot
The Seven Hats of Visualisation Design: A 2017 RebootThe Seven Hats of Visualisation Design: A 2017 Reboot
The Seven Hats of Visualisation Design: A 2017 RebootAndy Kirk
 
The Design of Time
The Design of TimeThe Design of Time
The Design of TimeAndy Kirk
 
Let's do some thinking about data visualisation thinking
Let's do some thinking about data visualisation thinkingLet's do some thinking about data visualisation thinking
Let's do some thinking about data visualisation thinkingAndy Kirk
 
Andy kirk NYC Data Visualization Meetup
Andy kirk NYC Data Visualization MeetupAndy kirk NYC Data Visualization Meetup
Andy kirk NYC Data Visualization MeetupAndy Kirk
 
Andy Kirk's Facebook Talk
Andy Kirk's Facebook TalkAndy Kirk's Facebook Talk
Andy Kirk's Facebook TalkAndy Kirk
 

More from Andy Kirk (9)

The State of the Union 2019+, by Andy Kirk
The State of the Union 2019+, by Andy KirkThe State of the Union 2019+, by Andy Kirk
The State of the Union 2019+, by Andy Kirk
 
The Design of Time (2019), by Andy Kirk
The Design of Time (2019), by Andy KirkThe Design of Time (2019), by Andy Kirk
The Design of Time (2019), by Andy Kirk
 
Data Visualisation: A Game of Decisions
Data Visualisation: A Game of DecisionsData Visualisation: A Game of Decisions
Data Visualisation: A Game of Decisions
 
The Design of Nothing (2017)
The Design of Nothing (2017)The Design of Nothing (2017)
The Design of Nothing (2017)
 
The Seven Hats of Visualisation Design: A 2017 Reboot
The Seven Hats of Visualisation Design: A 2017 RebootThe Seven Hats of Visualisation Design: A 2017 Reboot
The Seven Hats of Visualisation Design: A 2017 Reboot
 
The Design of Time
The Design of TimeThe Design of Time
The Design of Time
 
Let's do some thinking about data visualisation thinking
Let's do some thinking about data visualisation thinkingLet's do some thinking about data visualisation thinking
Let's do some thinking about data visualisation thinking
 
Andy kirk NYC Data Visualization Meetup
Andy kirk NYC Data Visualization MeetupAndy kirk NYC Data Visualization Meetup
Andy kirk NYC Data Visualization Meetup
 
Andy Kirk's Facebook Talk
Andy Kirk's Facebook TalkAndy Kirk's Facebook Talk
Andy Kirk's Facebook Talk
 

Recently uploaded

Untitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxUntitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxmapanig881
 
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一Fi sss
 
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service Amravati
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service AmravatiVIP Call Girl Amravati Aashi 8250192130 Independent Escort Service Amravati
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service AmravatiSuhani Kapoor
 
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一z xss
 
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree 毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree ttt fff
 
Call Girls Satellite 7397865700 Ridhima Hire Me Full Night
Call Girls Satellite 7397865700 Ridhima Hire Me Full NightCall Girls Satellite 7397865700 Ridhima Hire Me Full Night
Call Girls Satellite 7397865700 Ridhima Hire Me Full Nightssuser7cb4ff
 
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)jennyeacort
 
Cosumer Willingness to Pay for Sustainable Bricks
Cosumer Willingness to Pay for Sustainable BricksCosumer Willingness to Pay for Sustainable Bricks
Cosumer Willingness to Pay for Sustainable Bricksabhishekparmar618
 
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Service
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts ServiceCall Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Service
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Servicejennyeacort
 
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCRdollysharma2066
 
Introduction-to-Canva-and-Graphic-Design-Basics.pptx
Introduction-to-Canva-and-Graphic-Design-Basics.pptxIntroduction-to-Canva-and-Graphic-Design-Basics.pptx
Introduction-to-Canva-and-Graphic-Design-Basics.pptxnewslab143
 
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一F La
 
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一Fi L
 
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
PORTAFOLIO   2024_  ANASTASIYA  KUDINOVAPORTAFOLIO   2024_  ANASTASIYA  KUDINOVA
PORTAFOLIO 2024_ ANASTASIYA KUDINOVAAnastasiya Kudinova
 
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...narwatsonia7
 
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`dajasot375
 
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...Amil baba
 

Recently uploaded (20)

Untitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptxUntitled presedddddddddddddddddntation (1).pptx
Untitled presedddddddddddddddddntation (1).pptx
 
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一
(办理学位证)埃迪斯科文大学毕业证成绩单原版一比一
 
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service Amravati
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service AmravatiVIP Call Girl Amravati Aashi 8250192130 Independent Escort Service Amravati
VIP Call Girl Amravati Aashi 8250192130 Independent Escort Service Amravati
 
Cheap Rate Call girls Kalkaji 9205541914 shot 1500 night
Cheap Rate Call girls Kalkaji 9205541914 shot 1500 nightCheap Rate Call girls Kalkaji 9205541914 shot 1500 night
Cheap Rate Call girls Kalkaji 9205541914 shot 1500 night
 
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
2024新版美国旧金山州立大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一
办理(UC毕业证书)查尔斯顿大学毕业证成绩单原版一比一
 
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree 毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲弗林德斯大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Call Girls Satellite 7397865700 Ridhima Hire Me Full Night
Call Girls Satellite 7397865700 Ridhima Hire Me Full NightCall Girls Satellite 7397865700 Ridhima Hire Me Full Night
Call Girls Satellite 7397865700 Ridhima Hire Me Full Night
 
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)
Call Us ✡️97111⇛47426⇛Call In girls Vasant Vihar༒(Delhi)
 
Cosumer Willingness to Pay for Sustainable Bricks
Cosumer Willingness to Pay for Sustainable BricksCosumer Willingness to Pay for Sustainable Bricks
Cosumer Willingness to Pay for Sustainable Bricks
 
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Okhla Delhi 💯Call Us 🔝8264348440🔝
 
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Service
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts ServiceCall Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Service
Call Girls In Safdarjung Enclave 24/7✡️9711147426✡️ Escorts Service
 
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR
8377877756 Full Enjoy @24/7 Call Girls in Nirman Vihar Delhi NCR
 
Introduction-to-Canva-and-Graphic-Design-Basics.pptx
Introduction-to-Canva-and-Graphic-Design-Basics.pptxIntroduction-to-Canva-and-Graphic-Design-Basics.pptx
Introduction-to-Canva-and-Graphic-Design-Basics.pptx
 
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
办理(宾州州立毕业证书)美国宾夕法尼亚州立大学毕业证成绩单原版一比一
 
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
办理学位证(TheAuckland证书)新西兰奥克兰大学毕业证成绩单原版一比一
 
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
PORTAFOLIO   2024_  ANASTASIYA  KUDINOVAPORTAFOLIO   2024_  ANASTASIYA  KUDINOVA
PORTAFOLIO 2024_ ANASTASIYA KUDINOVA
 
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
Housewife Call Girls NRI Layout - Call 7001305949 Rs-3500 with A/C Room Cash ...
 
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`
Abu Dhabi Call Girls O58993O4O2 Call Girls in Abu Dhabi`
 
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...
NO1 Famous Amil Baba In Karachi Kala Jadu In Karachi Amil baba In Karachi Add...
 

Separating Myth from Truth in Data Visualisation