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Introduction to Information Visualization

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Atlanta Flight Traffic. Atlanta Journal. April 30, 2000 ... How did the Falcons season go last year? What's a good car to buy? InfoVis. 41. Tasks in Info Vis ... – PowerPoint PPT presentation

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Title: Introduction to Information Visualization


1
Introduction toInformation Visualization
  • John Stasko
  • Georgia Institute of Technology

2
Exercise
  • House directions

3
Data Explosion
  • Society is more complex
  • There simply is more stuff
  • Computers, internet and web give people access to
    an incredible amount of data
  • news, sports, financial, purchases, etc...

4
How much data?
  • Between 1 and 2 exabytes of unique info produced
    per year
  • 1000000000000000000 (1018) bytes
  • 250 meg for every man, woman and child
  • Printed documents only .003 of total

Peter Lyman and Hal Varian, 2000 Cal-Berkeley,
Info Mgmt Systems www.sims.berkeley.edu/how-much
-info
5
Data Overload
  • Confound How to make use of the data
  • How do we make sense of the data?
  • How do we harness this data in decision-making
    processes?
  • How do we avoid being overwhelmed?

6
The Problem
Web,Books,Papers, Game scores, Scientific
data, Biotech, Shopping People Stock/finance News

Data
Data Transfer
How?
Vision 100 MB/s Ears lt100 b/s Telepathy Haptic
/tactile Smell Taste
Two slides courtesyof Chris North
7
Human Vision
  • Highest bandwidth sense
  • Fast, parallel
  • Pattern recognition
  • Pre-attentive
  • Extends memory and cognitive capacity
  • People think visually
  • Impressive. Lets use it!

8
Example
Which state has the highest income? Is there a
relationship between income and education? Are
there any outliers?
Questions
Example courtesyof Chris North
9
Visualize the Data
College Degree
Per Capita Income
10
Even Tougher?
  • What if you could only see 1 states data at a
    time? (e.g. Census Bureaus website)
  • What if I read the data to you?

11
Exercise Redux
  • An interesting query
  • People work differently

12
Our Challenge
  • Transform the data into information
    (understanding, insight) thus making it useful to
    people

13
Visualization
  • Often thought of as process of making a graphic
    or an image
  • Really is a cognitive process
  • Form a mental image of something
  • Internalize an understanding
  • The purpose of visualization is insight, not
    pictures
  • Insight discovery, decision making, explanation

14
Main Idea
  • Visuals help us think
  • Provide a frame of reference, a temporary storage
    area
  • Seeing is believing
  • A picture is worth a thousand words
  • External cognition
  • Role of external world in thinking and reason
  • An illustrative example
  • Can you think of more?

15
Overview
VisualizationData visualization
Scientificvisualization
Informationvisualization
16
Scientific Visualization
  • Primarily relates to and represents something
    physical or geometric
  • Often 3-D
  • Examples
  • Air flow over a wing
  • Stresses on a girder
  • Torrents inside a tornado
  • Organs in the human body
  • Molecular bonding

17
Information Visualization
  • What is information?
  • Items, entities, things which do not have a
    direct physical correspondence
  • Notion of abstractness of the entities is
    important too
  • Examples baseball statistics, stock trends,
    connections between criminals, query results,
    java programs, ...

18
Information Visualization
  • What is visualization?
  • The use of computer-supported, interactive visual
    representations of data to amplify cognition.
  • From Card, Mackinlay Shneiderman 98

19
Information Visualization
  • Components
  • Taking items without a direct physical
    correspondence and mapping them to a 2-D or 3-D
    physical space.
  • Giving information a visual representation that
    is useful for analysis and decision-making

20
Two Key Attributes
  • Scale
  • Challenge often arises when data sets become very
    large
  • Interactivity
  • Want to show multiple different perspectives on
    the data

21
Domains for Info Vis
  • Statistics
  • Text
  • Financial/business data
  • Internet information
  • Software
  • ...

22
Examples
  • Images
  • Are these static pictures information
    visualizations?

23
Excel
Get rid ofthose darn 3Dbars!
24
USA Today Graphics
Or worse yet
25
Atlanta Flight Traffic
Atlanta Journal April 30, 2000
26
In LivingColor
Maxim Magazine, July 01
27
Country Music
28
The Comics
UnderstandingComics by Scott McCloud
29
Unemployment Rates
30
SARS Outbreak
www.cdc.gov/mmwr/preview/mmwrhtml/mm5212a1.htm
31
London Subway
www.thetube.com
Harry Beck
32
True Geography
www.kottke.org/plus/misc/images/tubegeo.gif
33
Easy Walking Lines Added
rodcorp.typepad.com/photos/art_2003/tube_walklines
_final_lmfaint.html
34
Napoleans March
From E. Tufte The Visual Display of Quantitative
Information
size of army direction
latitude longitude
temperature date
Minard graphic
35
NYC Weather
2220 numbers
Tufte, Vol. 1
36
Examples
  • Software

37
Map of the Market
www.smartmoney.com/marketmap
Demo
38
Ishkurs Electr. Music Guide
www.ishkur.com/music/
39
StarTree
Hyperbolic tree
www.inxight.com
40
Tasks in Info Vis
  • Search
  • Finding a specific piece of information
  • How many games did the Braves win in 1995?
  • What novels did Ian Fleming author?
  • Browsing
  • Look over or inspect something in a more casual
    manner, seek interesting information
  • How did the Falcons season go last year?
  • Whats a good car to buy?

41
Tasks in Info Vis
  • Analysis
  • Comparison-Difference
  • Outliers, Extremes
  • Patterns
  • Assimilation
  • Monitoring
  • Awareness
  • Presentation

More to come in a future class
42
End
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