extending human perception with data visualisation notes

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Extending human perception with Data visualisation This is taken from a talk on Big Data. About visual tools and techniques for communicating data. That’s a visualisation of Facebook connections.

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Page 1: Extending human perception with data visualisation notes

Extending human perception with

Data visualisationThis is taken from a talk on Big Data.About visual tools and techniques for communicating data.That’s a visualisation of Facebook connections.

Page 2: Extending human perception with data visualisation notes

Visualisations of big data are often beautiful but useless.

This is art, not insight.

Page 3: Extending human perception with data visualisation notes

Communicating insights are not just about pretty graphics, that’s just design porn.

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“Visualization allows people to offload cognition to the perceptual system, using

carefully designed images as a form of external memory.”

Tamara MunznerDepartment of Computer ScienceUniversity of British Columbia

Visualisation extends perception & memory.

http://www.cs.ubc.ca/labs/imager/tr/2009/VisChapter/akp-vischapter.pdf

Page 5: Extending human perception with data visualisation notes

A visualisation turns something you want to find into something you can see.

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A visualisation turns something you want to find into something you can see.

Page 7: Extending human perception with data visualisation notes

How do we extend the human ability to

perceive data?

We make it possible for our eyes to see trends and identify differences.Work with human perception: Senses, memory, cognition.

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This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 9: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 10: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 11: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 12: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 13: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

Page 14: Extending human perception with data visualisation notes

This can be done by using a variety of “visual search” techniques to make data “Pop out”.

Colour, size, orientation, shape, grouping, motion,

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Don’t show it all at once.

Filter, Animate, Summarise,

Page 16: Extending human perception with data visualisation notes

Don’t show it all at once.

Filter, Animate, Summarise,

Page 17: Extending human perception with data visualisation notes

Don’t show it all at once.

Filter, Animate, Summarise,

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x 133

Don’t show it all at once.

Filter, Animate, Summarise,

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Look at me!

Annotate and label – help people not get lost.

Page 20: Extending human perception with data visualisation notes

Text

Clusters

Outliers

Correlations

Patterns to look for: Clusters, outliers, extents, correlations.

http://www.google.com/publicdata/explore?ds=d5bncppjof8f9_&ctype=b&strail=false&nselm=s&met_x=sp_dyn_le00_in&scale_x=lin&ind_x=false&met_y=sp_dyn_tfrt_in&scale_y=lin&ind_y=false&met_s=sp_pop_totl&scale_s=lin&ind_s=false&dimp_c=country:region&ifdim=country&hl=en&dl=en&iconSize=0.5&uniSize=0.035#!ctype=b&strail=false&bcs=d&nselm=s&met_x=sp_dyn_le00_in&scale_x=lin&ind_x=false&met_y=sp_dyn_tfrt_in&scale_y=lin&ind_y=false&met_s=sp_pop_totl&scale_s=lin&ind_s=false&dimp_c=country:region&ifdim=country&pit=-153914400000&hl=en_US&dl=en&ind=false

Page 21: Extending human perception with data visualisation notes

Look at me!

Look at me!

Look at me!

Minimum necessary difference.Reduce visual noise.Tufte: What is the minimum number of pixels required to highlight the difference between data.

Page 22: Extending human perception with data visualisation notes

Look at me!

Look at me!

Look at me!

Minimum necessary difference.Reduce visual noise.Tufte: What is the minimum number of pixels required to highlight the difference between data.

Page 23: Extending human perception with data visualisation notes

You are here

You can’t look at big data sets all at once, you can look at 2 parts of it at once to try to make sense of them together in your mind.

Interface extends perception, allowing us to understand what it is telling us.

Total Perspective Vortex - Zaphod Bebblebrox