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Graphical Excellence
“Excellence in statistical graphics consist of complex ideas communicated with clarity, precision, and
efficiency.”
-- Edward R. Tufte
@EdwardTufte
• The Power of Data Visualization
• Your Role as a Data Scientist
• Basics of Visual Theory
• The Data Visualization Process
• Narrative Structure
Outline
http://www.facebookstories.com/stories/2200/data-visualization-photo-sharing-explosions
Data Art
http://blogs.kqed.org/lowdown/2013/11/12/traffic-waves
Explaining Complexity (through Simulation)
Eric Fischer, @enf
Tourists
Locals
https://www.flickr.com/photos/walkingsf/sets/72157624209158632/
Data Viz as Data Science
Communication
“Your best insight is only as good as your ability to communicate it to others.”
-- Jonathan Dinu
@clearspandex
“Data graphics visually display measured quantities by means of the combined use of points, lines, a coordinate
system, numbers, symbols, words, shading, and color.”
-- Edward R. Tufte
Gestalt Principles
http://emeeks.github.io/gestaltdataviz/section1.html
Similarity Proximity
http://emeeks.github.io/gestaltdataviz/section1.html
http://www.nytimes.com/interactive/2012/05/17/business/dealbook/how-the-facebook-offering-compares.html
Deconstructing a Data Visualization
Process
COMPUTER SCIENCE INFOVISAND HCIGRAPHIC DESIGNMATHEMATICS, STATISTICS,
AND DATA MINING
acquire parse filter mine represent refine interact
Source: Ben Fry -- “Computational Information Design”
Iterative Process
COMPUTER SCIENCE INFOVISAND HCIGRAPHIC DESIGNMATHEMATICS, STATISTICS,
AND DATA MINING
acquire parse filter mine represent refine interact
Source: Ben Fry -- “Computational Information Design”
Process
COMPUTER SCIENCE INFOVISAND HCIGRAPHIC DESIGNMATHEMATICS, STATISTICS,
AND DATA MINING
acquire parse filter mine represent refine interact
Source: Ben Fry -- “Computational Information Design”
Exploratory Explanatory
Friday, July 18, 14
http://extremepresentation.typepad.com/blog/2006/09/choosing_a_good.html
http://map.datacanvas.org/
• Which chart type would you use to visualize air quality over time?
• Which chart would you use to compare the reading of a given location to other locations in the same city?
• Which chart would you use to represent the historic distribution of temperature for each hour of the day
• Which chart would you use to visualize how air quality, dust,
and UV all relate and change over time?
Exercise
http://visualizations.manassra.com/syria
Data Narrative (Author Driven)
• What are the narrative structures of each of the previous
two visualizations?
• What techniques does the author use to achieve this effect?
• What is the story being told?
• Anything that could be improved?
Exercise
• What are the narrative structures of each of the previous
two visualizations?
• What techniques does the author use to achieve this effect?
• What is the story being told?
• Anything that could be improved?
Exercise
Empowerment
(https://recovers.org/)
(http://www.southbendvoices.com/)
• Talk to your partner about 3 potential “thesis” questions
• For each, come up with 2 exploratory questions
• Sketch a visualization that explores each thesis question
Exercise
SVG
Selection Data
world_cup.tsv
{ date: 27-5-1934 attendance: 25000 }
{ date: 27-5-1934 attendance: 16000 }
{ date: 31-5-1934 attendance: 23000 }
{ date: 31-5-1934 attendance: 12000 }
Data Binding
SVG
Selection Data
world_cup.tsv
{ date: 27-5-1934 attendance: 25000 }<circle></circle>
<circle></circle>
<circle></circle>
<circle></circle>
{ date: 27-5-1934 attendance: 16000 }
{ date: 31-5-1934 attendance: 23000 }
{ date: 31-5-1934 attendance: 12000 }
Data Binding