Let the Data Talk (ALA LLAMA MAES keynote 2012)

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LET THE DATA TALK

ALA Anaheim 2012

LLAMA – MAES

Cory Lown

Digital Technologies Development Librarian

North Carolina State University Libraries

16,500 BCE

6,200 BCE

950

1637

1786

1991

2005

Computers are useless. They can only give you answers.

— Pablo Picasso

Untitled Image Layout

• Image of something built

Untitled Image Layout

• Image of a tool

Psychophysics

The branch of psychology that studies the relationship between physical stimuli and mental response

Sti

mulus

Sti

mulation

Perception

9128732198432789543287

6784905043267812837698

7843928364382398731092

3478957438298374209123

0980934591283754845645

8934678238328009748349

9128732198432789543287

6784905043267812837698

7843928364382398731092

3478957438298374209123

0980934591283754845645

8934678238328009748349

Preattentive attributes

• Form– Orientation– Line length– Line width– Size– Shape– Curvature– Marks– Enclosure

• Color– Hue– Intensity

• Spatial Position– 2D

Preattentive attributes

• Form– Orientation– Line length– Line width– Size– Shape– Curvature– Marks– Enclosure

• Color– Hue– Intensity

• Spatial Position– 2D

Preattentive attributes

• Form– Orientation– Line length– Line width– Size– Shape– Curvature– Marks– Enclosure

• Color– Hue– Intensity

• Spatial Position– 2D

THINGS TO THINK ABOUTAdvice from Tufte & Few

“Above all else show the data”

– Edward Tufte

Tables & Graphs

Use Tables

When you will need to look up individual values

Use Tables

When you will need to compare individual values

Use Tables

When precise values are required

Use Graphs

When the message is contained in the shape of values

Use Graphs

When there is a large amount of data

Types of Graphs

Different quantitative relationships require different forms of graphs. There are heuristics you can follow.

Lines

Perfect for expressing change over time.

Points

When you want to show whether two things are correlated use points.

Bars

These are great for showing the rank of things.

Bars

Also good for expressing part to whole relationships -- percentages.

2D area

Use sparingly. This includes pie charts.

Highlight the data

Highlight the data by reducing non-data ink.

Be stingy with ink.

Highlight the data by reducing non-data ink.

If I removed this would the graph lose meaning?

Highlight the data by reducing non-data ink.

De-emphasize supporting components such as grid lines

Highlight the data by enhancing data ink.

Emphasize the most important data by using width, orientation, size, enclosure, hue, color intensity.

Highlight the data by enhancing data ink.

But don't overemphasize.

Organize

Group, prioritize, and sequence data to help viewers understand.

Too much data?

Try small multiples.

TOOLS

Untitled Image Layout

http://selection.datavisualization.ch/

READERS’ ADVISORY

Edward Tufte

The Visual Display of Quantitative Information

Stephen Few

Show Me the Numbers: Designing Tables and Graphs to Enlighten

Christopher Healey

Perception in Visualization

http://www.csc.ncsu.edu/faculty/healey/PP/

THANK YOU

Cory Lown

NCSU Libraries

cwlown@ncsu.edu

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