Difference between revisions of "Lesson02"

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|width="350pt"|Readings
 
|width="350pt"|Readings
 
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|1||60 minutes||
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|Day 1||60 mins||
The Golden Age of Statistical Graphics [http://datavis.ca/papers/golden-STS268.pdf]'''Must read!'''
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Eight Principles of Data Visualization [http://www.information-management.com/news/Eight-Principles-of-Data-Visualization-10023032-1.html?zkPrintable=1&nopagination=1]
  
Tapping the Power of Visual Perception [http://www.perceptualedge.com/articles/ie/visual_perception.pdf]'''Must read!'''
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The Dataviz Design Process: 7 Steps for Beginners [http://annkemery.com/dataviz-design-process/]
 +
 
 +
Self-learning Tableau (30 minutes)
 +
|-
  
Visualising Statistics: The importance of seeing not just describing data [http://stats.cwslive.wiley.com/details/feature/6314441/Visualising-Statistics-The-importance-of-seeing-not-just-describing-data.html]'''Must read!'''
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|Day 2||60 mins||
 +
Tapping the Power of Visual Perception [http://www.perceptualedge.com/articles/ie/visual_perception.pdf]
  
 +
Quantitative Literacy Across the Curriculum [http://www.perceptualedge.com/articles/visual_business_intelligence/quantitative_literacy_across_curriculum.pdf]
 +
 +
Self-learning Tableau (30 minutes)
 
|-
 
|-
|-
 
|2||60 minutes||
 
The Dataviz Design Process: 7 Steps for Beginners [http://annkemery.com/dataviz-design-process/]
 
  
Graphical Journalists Should, First and Foremost, Be Journalists [http://www.perceptualedge.com/blog/?p=2121] '''Must read!'''
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|Day 3||60 mins||Best Practices for Understanding Quantitative Data [http://www.perceptualedge.com/articles/b-eye/quantitative_data.pdf]
  
DSC Webinar Series The Beautiful Science of Data Visualization [https://vimeo.com/126302031] '''Must View!'''
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Data Visualization: Rules for Encoding Values in Graph [http://www.perceptualedge.com/articles/b-eye/encoding_values_in_graph.pdf]
  
 +
Self-learning Tableau (30 minutes)
 
|-
 
|-
|-
 
|3||60 minutes||
 
Quantitative Literacy Across the Curriculum [http://www.perceptualedge.com/articles/visual_business_intelligence/quantitative_literacy_across_curriculum.pdf]
 
  
Data Visualization: Rules for Encoding Values in Graph [http://www.perceptualedge.com/articles/b-eye/encoding_values_in_graph.pdf]'''Must read!'''
+
|Day 4||60 mins||
 +
Choosing Colors for Data Visualization [http://www.perceptualedge.com/articles/b-eye/choosing_colors.pdf]
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 +
Line Graphs and Irregular Intervals: An Incompatible Partnership [http://www.perceptualedge.com/articles/visual_business_intelligence/line_graphs_and_irregular_intervals.pdf]
  
Best Practices for Understanding Quantitative Data [http://www.perceptualedge.com/articles/b-eye/quantitative_data.pdf]
+
Self-learning Tableau (30 minutes)
|-
 
 
|-
 
|-
|4||60 minutes||
 
Sometimes We Must Raise Our Voices [http://www.perceptualedge.com/articles/visual_business_intelligence/sometimes_we_must_raise_our_voices.pdf]'''Must read!'''
 
  
Choosing Colors for Data Visualization [http://www.perceptualedge.com/articles/b-eye/choosing_colors.pdf]'''Must read!'''
+
|Day 5||60 mins||Lesson discussion and hands-on exercise
 +
7 Basic Rules for Making Charts and Graphs [http://flowingdata.com/2010/07/22/7-basic-rules-for-making-charts-and-graphs/]
  
7 Basic Rules for Making Charts and Graphs [http://flowingdata.com/2010/07/22/7-basic-rules-for-making-charts-and-graphs/]
+
Sometimes We Must Raise Our Voices [http://www.perceptualedge.com/articles/visual_business_intelligence/sometimes_we_must_raise_our_voices.pdf]
  
Learning to See Data [http://www.nytimes.com/2015/03/29/sunday-review/learning-to-see-data.html?_r=0]
+
Self-learning Tableau (30 minutes)
 
|-
 
|-
 
|-
 
|-

Revision as of 10:37, 21 August 2016

Vaa.jpg ISSS608 Visual Analytics and Applications

About

Weekly Session

Assignments

Visual Analytics Project

Course Resources

 


Show Me the Numbers: Designing Graphs for Data Discovery

Lesson 2 slides

Content

Data Foundation

  • Types of data
  • Structure within and between records
  • Data preprocessing: ETL (Extract, Transform, and Loading)

Designing Charts to Enlighten

  • What we mean by an enlighten graph
  • JunkCharts: Understand the limitation of Excel charts
  • Principles of Graphic Design
  • Semiology of graphics


Human Perception and Information Processing

  • What Is Perception?
  • Physiology
  • Perceptual Processing
  • Perception in Visualization
  • Metrics

Perceptual and Design Principles for Effective Visual Analytics

  • System, Color, Gestalt Laws, Pre-attentive processing
  • Representation: The encoding of value and relation
  • Visual Perception and Quantitative Communication

Visualising and Analysing Univariate Data

  • Data discovery with histogram
  • Data discovery with boxplot

Visualising and Analysing Bivariate Continuous Data

  • Exploring two continuous variables (i.e. scatter plot)
  • Correlation analysis
  • Bivariate data analysis best practices

Visualising and Analysing One Categorical and One Continuous Data

  • Exploring relationship between one category variable and one continuous variable
  • Performing simple logistic regression
  • Bivariate data visualisation best practices


Hands-on Session

  • Visualising and analysing bivariate continuous data using scateerplot
  • Visualising and analysing bivariate continuous data using mosaic plot
  • Visualising and analysing one continuous and one continuous variables trellis


Daily Readings

Day Time required Readings
Day 1 60 mins

Eight Principles of Data Visualization [1]

The Dataviz Design Process: 7 Steps for Beginners [2]

Self-learning Tableau (30 minutes)

Day 2 60 mins

Tapping the Power of Visual Perception [3]

Quantitative Literacy Across the Curriculum [4]

Self-learning Tableau (30 minutes)

Day 3 60 mins Best Practices for Understanding Quantitative Data [5]

Data Visualization: Rules for Encoding Values in Graph [6]

Self-learning Tableau (30 minutes)

Day 4 60 mins

Choosing Colors for Data Visualization [7]

Line Graphs and Irregular Intervals: An Incompatible Partnership [8]

Self-learning Tableau (30 minutes)

Day 5 60 mins Lesson discussion and hands-on exercise

7 Basic Rules for Making Charts and Graphs [9]

Sometimes We Must Raise Our Voices [10]

Self-learning Tableau (30 minutes)

References

Robbins, Naomi B. (2005) Creating More Effective Graphs, John Wiley & Sons, New Jersey, USA.

Edward R. Tufte (2001) The Visual Display of Quantitative Information (2nd Edition), Graphics press, Connecticut, USA. Chapter 4-9

Stephen Few (2004) Show Me the Numbers: Designing Tables and Graphs to Englighten, Analytical Press, Oakland, USA.

Wong, Dona M. (2010) The Wall Street Journal Guide to Information Graphics, W. W. Norton & Company, Inc. New York.


Discussion

Discussion Lesson 02