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Data Visualisation
An introduction to the art & science…
Ben Logan
@VisualVolumes
Definition?
• Still, after almost a decade of being popularised, under
discussion…
• Here is a definition that is broadly agreed upon within the
community;
• Based on (non-visual) data.
• Produce an image.
• The result must be readable and recognisable.
• https://eagereyes.org/criticism/definition-of-visualization
Aim?
• Allow the user to draw meaning from large, unwieldy,
data sets.
• Speed - rapid interpretation of the data.
• Depth - interpretation at many levels.
• Insight - genuine discovery of information.
• Recall - images are easier to remember.
• Engagement - encourage interaction and discovery.
– David McCandless
“In an endless jungle of websites with text-
based content, a beautiful image with a lot of
space and colour can be like walking into a
clearing. It's a relief.”
– Edward Tufte
“The minimum we should hope for with any
display technology is that it should do no
harm.”
In the field of Data Visualisation there is a
growing idea that you need to fall into one of
these two camps;
• Scientific and evidence based - Tufte
• Fun, bold and colourful - McCandless
You don’t - you need to be in both…
Bad Examples
Good Examples
Why?
• Why is it so important?
• “Big Data”
• Impatience - people just don’t look at your data!
• let’s go through a quick example…
Before
• Tell me about the distribution of earthquakes across the
globe in the first month of 2015?
• The USGS ATOM data file for the last 24 hrs is over 200
lines long;
After
• Now take a look at the visualisation and see if you feel
more able to answer the question?
• http://fathom.info/quakes/
How? In Theory
• Use traditional story telling techniques - a
beginning, middle and end. It works!
• Photography. Proven techniques, e.g. blur.
• Standard patterns!
• Elements from the natural world (blue is sea, not
land!).
How? In Practice
• Excel
• Tableau
• D3. Really? Is it interactive?
• Static - Photoshop
• Does it matter?
Deep Dive
• Let’s take a look at an example in a bit more
detail…
• “Male vs Female membership of the UK
Parliament”
• You kind of already know the answer before I show
you?
• This is a common weakness in many visualisations
- they aren’t showing you anything new!
What do you notice?
• It was definitely a leading question. The author had a
clear agenda - to highlight discrimination against
women.
• What about the context? How many women actually
stood for election?
• We are implying that people aren’t voting for women,
but we aren’t backing that up with evidence.
• This is only part of the picture. Don’t leave your users
with more questions than answers!
• In the context of UK Politics there is heavy colour
bias, so you need to consider that in your design.
• Detail - I expect to see the differences between
political parties.
• If we are showing scale accurately, I would have
matched either the X or Y.
• You can read more about this case study on Visual
Volumes, where it is fully deconstructed;
• https://visualvolumes.wordpress.com/2015/05/21/
houses-of-parliament/
Key Lessons
• What’s the story? What are you really trying to tell people,
or hope that they discover themselves?
• Visualisations can and should be powerful - they should
prompt a debate and discussion.
• They should also form a level playing field for that debate,
with no obvious bias.
• Don’t take sides and don’t choose a leading question - let
the user explore the data and draw their own conclusions.
• Make it as easy as possible to reach those conclusions.
• Try to paint a complete picture. This is not always
easy, but at least be honest about the gaps in your
data.
• Don’t leave them wanting more, or more confused
than they were to begin with.
• Always disclose your data source.
• Be careful to not distort or miss-represent the data
(e.g. uneven scales).
• Focus on giving the user the ability to digest and
interpret the numbers, not the medium you use to
visualise the numbers.
• User experience and good design is essential.
• Be wary of information overload.
• Remember your goal and the original story and try
to tie your user back to that - stay focussed.
– Bill Gates
“Content is King.”
– Maya Angelou
“Content is of great importance, but we must
not underestimate the value of style.”
Ben Logan
• CV and visualisation portfolio online…
• http://www.benlogan.co.uk
• @VisualVolumes
• https://visualvolumes.wordpress.com

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Data Visualisation - An Introduction

  • 1. Data Visualisation An introduction to the art & science… Ben Logan @VisualVolumes
  • 2. Definition? • Still, after almost a decade of being popularised, under discussion… • Here is a definition that is broadly agreed upon within the community; • Based on (non-visual) data. • Produce an image. • The result must be readable and recognisable. • https://eagereyes.org/criticism/definition-of-visualization
  • 3. Aim? • Allow the user to draw meaning from large, unwieldy, data sets. • Speed - rapid interpretation of the data. • Depth - interpretation at many levels. • Insight - genuine discovery of information. • Recall - images are easier to remember. • Engagement - encourage interaction and discovery.
  • 4. – David McCandless “In an endless jungle of websites with text- based content, a beautiful image with a lot of space and colour can be like walking into a clearing. It's a relief.”
  • 5. – Edward Tufte “The minimum we should hope for with any display technology is that it should do no harm.”
  • 6. In the field of Data Visualisation there is a growing idea that you need to fall into one of these two camps; • Scientific and evidence based - Tufte • Fun, bold and colourful - McCandless You don’t - you need to be in both…
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  • 12. Why? • Why is it so important? • “Big Data” • Impatience - people just don’t look at your data! • let’s go through a quick example…
  • 13. Before • Tell me about the distribution of earthquakes across the globe in the first month of 2015? • The USGS ATOM data file for the last 24 hrs is over 200 lines long;
  • 14. After • Now take a look at the visualisation and see if you feel more able to answer the question? • http://fathom.info/quakes/
  • 15. How? In Theory • Use traditional story telling techniques - a beginning, middle and end. It works! • Photography. Proven techniques, e.g. blur. • Standard patterns! • Elements from the natural world (blue is sea, not land!).
  • 16. How? In Practice • Excel • Tableau • D3. Really? Is it interactive? • Static - Photoshop • Does it matter?
  • 17. Deep Dive • Let’s take a look at an example in a bit more detail… • “Male vs Female membership of the UK Parliament” • You kind of already know the answer before I show you? • This is a common weakness in many visualisations - they aren’t showing you anything new!
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  • 19. What do you notice? • It was definitely a leading question. The author had a clear agenda - to highlight discrimination against women. • What about the context? How many women actually stood for election? • We are implying that people aren’t voting for women, but we aren’t backing that up with evidence. • This is only part of the picture. Don’t leave your users with more questions than answers!
  • 20. • In the context of UK Politics there is heavy colour bias, so you need to consider that in your design. • Detail - I expect to see the differences between political parties. • If we are showing scale accurately, I would have matched either the X or Y. • You can read more about this case study on Visual Volumes, where it is fully deconstructed; • https://visualvolumes.wordpress.com/2015/05/21/ houses-of-parliament/
  • 21. Key Lessons • What’s the story? What are you really trying to tell people, or hope that they discover themselves? • Visualisations can and should be powerful - they should prompt a debate and discussion. • They should also form a level playing field for that debate, with no obvious bias. • Don’t take sides and don’t choose a leading question - let the user explore the data and draw their own conclusions. • Make it as easy as possible to reach those conclusions.
  • 22. • Try to paint a complete picture. This is not always easy, but at least be honest about the gaps in your data. • Don’t leave them wanting more, or more confused than they were to begin with. • Always disclose your data source. • Be careful to not distort or miss-represent the data (e.g. uneven scales).
  • 23. • Focus on giving the user the ability to digest and interpret the numbers, not the medium you use to visualise the numbers. • User experience and good design is essential. • Be wary of information overload. • Remember your goal and the original story and try to tie your user back to that - stay focussed.
  • 25. – Maya Angelou “Content is of great importance, but we must not underestimate the value of style.”
  • 26. Ben Logan • CV and visualisation portfolio online… • http://www.benlogan.co.uk • @VisualVolumes • https://visualvolumes.wordpress.com