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Data visualization

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The art of using visual thinking to understand complex information. Origin (maps) ... data used by Fox news to show the results for the recent presidential election ... – PowerPoint PPT presentation

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Title: Data visualization


1
Data visualization
  • Team Indigo

2
What is Data Visualization? 
  • The use of interactive, sensory representations,
    typically visual, of abstract data to reinforce
    cognition, hypothesis building and reasoning
  • The art of using visual thinking to understand
    complex information

3
Origin (maps)
  • Maps were the first form of data visualization
  • The oldest known map was made in 6200 B.C.

http//curvebank.calstatela.edu/greatlinks/milesto
ne.pdf
4
17th Century
  • Used to help explain mathematics

Pascals Triangle
Langren Difference in Longitude in Toledo and
Rome
http//www.math.yorku.ca/SCS/Gallery/images/tufte/
langren.jpg
Cambridge University Library
5
  • Beginnings of statistics led to new data
    visualization

Graunt Mortality Table 1662
http//www.math.yorku.ca/SCS/Gallery/images/dan/mo
rtality_table.jpg
6
  • First graph of a continuous function
  • 1669 Huygens graph of Gaunts life table

http//www.math.yorku.ca/SCS/Gallery/images/huygen
s-graph.gif
7
18th Century
  • New technology allowed for more widespread use of
    color in data visualization

3D pyramid used to show color systems Lambert
http//www.uni-mannheim.de/fakul/psycho/irtel/cols
ys/Lambert.html
8
  • First topographical map Carla-Boniface
  • 1782

http//www.math.yorku.ca/SCS/Gallery/icons/isis/fg
15-t.gif
9
  • Use of squares to represent demographics

http//www.math.yorku.ca/SCS/Gallery/images/palsky
/defourcroy.jpg
10
19th Century
  • Modern statistical graphs invented
  • Bar graph, pie chart, histogram, line graph etc
  • Official state statistical offices started in
    Europe
  • Diagrams and graphs used
  • to describe scientific phenomenon

http//www.math.yorku.ca/SCS/Gallery/images/dan/fa
raday-image3.jpg
11
20th Century
  • The invention of the computer revolutionized data
    visualization
  • Computers allowed for many things that couldnt
    be done before
  • It allowed for animation, interactivity, and data
    manipulation
  • Made it easier to display multivariate systems
  • Studies began that tested effectiveness of types
    of graphics and how to make more effective ones

12
Multivariate Systems
  • Chernoff used faces to show a multivariate system
  • Faces are used because humans instinctively
    recognize differences in faces

Another way to display a multivariate system
http//www.math.yorku.ca/SCS/Gallery/images/faceau
tm.gif
http//www.visualcomplexity.com/vc/images/119_big0
1.jpg
13
Interaction with Data
  • Data with links
  • Zooming
  • Brushing
  • Overlaying
  • Rescaling
  • http//elections.foxnews.com/states_map/index.html

14
An example of interactive data used by Fox news
to show the results for the recent presidential
election
http//elections.foxnews.com/states_map/index.html
15
What are its main uses?
  • Educational visualization
  • Using a simulation normally created on a computer
    to create an image so it  can be taught about
    (i.e. atomic structure, skeleton) 
  • Information visualization
  • Concentrates on the use of computer-supported
    tools to explore large amount of abstract data.
    (i.e. hyperbolic trees )

16
What are its main uses?
  • Knowledge visualization
  • The use of visual representations to transfer
    knowledge between at least two persons by using
    computer and non-computer based visualization
    methods complementarily (i.e. sketches, diagrams,
    images, objects, interactive visualizations)
  • Visual Communication 
  • Visual communication is the communication of
    ideas through the visual display of information.
    (i.e. websites)

17
What are its main uses?
  • Product Visualization 
  • Visualization software technology for the viewing
    and manipulation of 3D models, technicaldrawingand
    other related documentation of manufactured
    components and large assemblies of products.
    (i.e. computer-aided design drawing, 3-D
    modeling)

18
Visual Communication--using visual display of
information to facilitate communication
  • Included art, signs, photography, typography,
    color and electronic resources, etc
  • Modern applicationswebsite, across multiple
    fields of info system
  • Information visualization

19
Examples of data visualization
  • Code_swarm http//vis.cs.ucdavis.edu/ogawa/codesw
    arm/
  • 3-D Game Design

20
Many Eyes
  • Information Visualization developed by
    Collaborative User Experience research group at
    IBM's Visual Communication Lab
  • Produces visual data with user submitted abstract
    data interactively through website

21
Many Eyes (cont.)?
  • Types of Visualizations
  • World Maps
  • Over Time Graphs
  • Line
  • Stack

22
Many Eyes (cont.)?
  • Graphs Comparing Set of Values
  • Bar
  • Block
  • Bubble Chart
  • Matrix Chart
  • Relationships among Data Points
  • Scatter Plot
  • Network Diagram

23
Many Eyes (cont.)?
  • Parts of Whole
  • Pie Chart
  • TreeMap
  • Common Words in Text
  • Tag Cloud
  • Word Tree
  • Wordle

24
Many Eyes (cont.)?
  • Promotes Web 2.0 community driven data analysis
    through user created data visualization
  • Allows us to easily interpret abstract data in
    new interesting unseen ways through patterns and
    also interact with the data versus static printed
    charts

25
UBC/GNWC MDM Fisheries Project
  • Educational/Knowledge Visualization developed by
    Vancouver Graduate School in Digital Media
  • Visualizes Human Impacts on Fish Populations in
    Gulf of Mexico dynamically through 3D Underwater
    Ocean Simulator

26
Fisheries Project (cont.)?
  • Use Digital Media to provide readily accessible
    and usable information versus complex graphs or
    tables
  • Policymakers can test different decisions,
    what-if scenarios and see results first hand
  • How Does It Work
  • EcoPath software Provides data
  • Blender Open Source Game Engine

27
Fisheries Project (cont.)?
  • Python scripts to handle data flow from the
    EcoPath software to the Game Engine
  • Project Presentation

28
More examples
  • Educational Environments
  • Graphical User Interfaces

29
Data Mining
  • What is Data Mining?
  • Online Analytical Processing
  • MOLAP
  • ROLAP
  • Market Basket Analysis Algorithm
  • Limitations

30
Data Mining Techniques
  • Classification
  • Exact Rule
  • Strong Rule
  • Probabalistic Rule
  • Association
  • Sequence
  • Cluster

31
Future Applications
Social Networking
Browsing the Internet
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