Common visualization Issues & how to fix them Duen Horng (Polo) - - PowerPoint PPT Presentation

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Common visualization Issues & how to fix them Duen Horng (Polo) - - PowerPoint PPT Presentation

Mar 29, 2024 218 likes •821 views

http://poloclub.gatech.edu/cse6242 CSE6242: Data & Visual Analytics Common visualization Issues & how to fix them Duen Horng (Polo) Chau Associate Professor, College of Computing Associate Director, MS Analytics Georgia Tech Mahdi

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http://poloclub.gatech.edu/cse6242

CSE6242: Data & Visual Analytics

Common visualization Issues & how to fix them Duen Horng (Polo) Chau

Associate Professor, College of Computing Associate Director, MS Analytics Georgia Tech

Mahdi Roozbahani

Lecturer, Computational Science & Engineering, Georgia Tech Founder of Filio, a visual asset management platform

Partly based on materials by Professors Guy Lebanon, Jeffrey Heer, John Stasko, Christos Faloutsos

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Student of Edward Tufte

http://a.co/6BhlPfZ

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Also Highly Recommended:

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The color scheme reminds you of what?

Bar Charts

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Better than Christmas

(Use color brewer to find good color schemes)

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Don’t show profits in red!! Think carefully about your color choices.

Company Profits

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Misleading Bar Charts

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Vertical axis of bar charts should start at 0, almost always

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Disorienting color bars

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Use gradation

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Avoid Tilted or Rotated Labels

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Bars Can be Horizontal

When labels are hard to read, try horizontal layout. Don’t settle for the default.

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19 http://www.apple.com/imac/performance/

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Line Charts (a.k.a. fever lines)

Can you improve the tick labels?

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Use ticks at common intervals (e.g., 2, 5, 10, etc.)

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Note y-axis does not need to start at 0. Why not as bad as in the case of bar chart?

Too flat or too steep?

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Rule of Thumb

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Multiple Patterned Lines in one chart

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Better?

Note the “double encoding” of line width and brightness.

What if you have many lines you want to show?

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“Small Multiple” - Edward Tufte Better than overlapping (sometimes)

“a series or grid of small similar graphics or charts, allowing them to be easily compared”

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What can you improve?

Tables

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What’s the problem with making everything bold or italic?

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“Everyone is special” ➞ “No one is”

https://youtu.be/1E9pKU_N15A

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When everyone is special, no one is!

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A lot of “chart junk”. Low “data to ink” ratio (Edward Tufte)

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Higher “data to ink” ratio

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Problems?

Name Data Company A 1000 Company B 900 Company C 80 Company D 7 Name Data Company A 10.82 Company B 9.49 Company C 8 Company D 7.4

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Name Data Company A 10.8 Company B 9.5 Company C 8.0 Company D 7.4 Name Data Company A 10.82 Company B 9.49 Company C 8 Company D 7.4

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Beautiful Publication-quality LaTeX Tables

https://tex.stackexchange.com/questions/112343/beautiful-table-samples Short guide: https://www.inf.ethz.ch/personal/markusp/teaching/guides/guide-tables.pdf Long guide: http://cpansearch.perl.org/src/LIMAONE/LaTeX-Table-v1.0.6/examples/examples.pdf

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The Dreaded Pie Charts

Why people like to use pie charts?

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37 http://www.wired.com/2008/02/macworlds-iphon/

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38 http://flowingdata.com/2012/06/15/what-3-d-pie-charts-are-good-for/

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39 http://wonkette.com/412361/all-193-of-republicans-support-palin-romney-and-huckabee

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41 http://infosthetics.com/archives/2008/09/funniest_pie_chart_ever.html

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Log scale instead of linear scale

Include numbers from different orders of magnitude

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Example

log-log

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Example

“log” also works well for time

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In-class Exercise.

Applying what you have just learned.

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Can you improve its visual design?

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Which is better?

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How to fix the defaults

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http://www.darkhorseanalytics.com/blog/clear-off-the-table

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How to fix the defaults

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http://www.darkhorseanalytics.com/blog/clear-off-the-table

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Practitioners’ Guide

Colors: start with black & white, then add colors, carefully

Forces you to focus on content and layout

Fonts: sans-serif generally easier to read

(On Mac: Helvetica is great start) Animation: start with no animation, then add meaningful ones

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Practitioners’ Guide: Use Pictures and Videos

“Pictures” include tables, diagrams, charts, etc.

  • Pictures often more succinct & memorable
  • People like pictures and love movies

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And show them ASAP!

Once people fall asleep, it’s hard to wake them up! If you have good stuff, show them now.

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Example

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Example

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Example

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Practitioners’ Guide: Additional Tips for Researchers

Crown-jewel pictures are important

  • Overview of what readers is going to get — cut to the

chase (don’t tease!)

  • People skim and look at “interesting” things first
  • Reviewers are busy and sleepy 😵 (read 5-10 papers per

conference) — it’s refreshing to read an interesting paper How to do it?

  • Use your most impressive figure
  • Can be similar to another shown later

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Figures should be self-contained

Why?

  • Don’t make people go back

and forth between text & figure

  • Bad figures means bad first

impression (reject!) How to fix?

  • Succinctly describe your main

(take-away) messages

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http://www.cs.cmu.edu/~dchau/polonium_sdm2011.pdf

Example

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More generally, how to write “good” papers?

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http://faculty.washington.edu/wobbrock/pubs/Wobbr

  • ck-2015.pdf

http://approximatelycorrect.com/2018/01/29/heuristics- technical-scientific-writing-machine-learning-perspective/

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Use legible fonts.

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For printed materials, print them out and check! Rule of thumb: about 7 lines of text on a slide.

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If people can’t see it, they won’t appreciate it.

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Redesign figures for presentation

Designing for print is different from designing for the screen

  • Resolution (which is higher?)
  • Levels of details (people mostly want a few

“take-away” messages from your talk)

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Example

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Higher is better. Apolo wins.

* Statistically significant, by two-tailed t test, p <0.05 8 16 24

Model- based *Average

Judges’ Scores

Apolo Scholar

Score

Example

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Great Work destroyed by Poor Presentation

Bad color schemes Bad, tiny fonts Too much animation Too much data

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100 times faster!

http://www.youtube.com/watch?v=lpvgfmEU2Ck&feature=player_embedded

Don McMillan: Life After Death by PowerPoint

can you read this?