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Beyond Bar Charts… 
Data Visualization 
Best Practices 
Ben Jones 
@DataRemixed 
benjones@dataremixed.com 
Communicating 
Data with Tableau
Free Mac & Windows software to quickly create 
and share interactive data graphics on the web
The “Adam” of Bar Charts
William Playfair’s 
Commercial and Political Atlas, 1786
Inspired by Joseph Priestley’s 
Chart of Biography, 1765
Which is easier to accurately compare? 
Which looks more interesting?
There are many ways to encode numerical 
information in abstract visual form
why go beyond bar charts? 
1. Show WHERE 
Maps
Each bar corresponds to a country, a place 
on earth. Is it easy to tell where on earth?
John Snow’s Cholera Map, 1854 
The broad street pump was identified as the 
culprit of the outbreak because of a map
Is there a better way to give you an instant 
sense of the network of railroads in the US?
Where is construction 
happening in Seattle?
why go beyond bar charts? 
2. Show WHEN 
Timelines
https://data.seattle.gov/Transportation/Fremont-Bridge-Daily-Bicycle-Counts/eytj-7qg9
why go beyond bar charts? 
3. Show RELATIONSHIPS 
Scatterplots
Is this the most effective way of showing how refuse 
compares with recycling in NYC communities?
why go beyond bar charts? 
4. Add VARIETY 
Design
Who wants a world of 
mindless uniformity?
Is it possible to take 
the ordinary and 
turn it into 
something notable?
(accurate but boring)
(accurate and interesting)
Subtle design treatments can make a 
regular bar chart way more fun to look at 
http://davideoliveri.github.io/ScoreToChart/
…but going “beyond” can put us 
in dangerous territory
http://de.wikipedia.org/wiki/Kühlschifffahrt
http://commons.wikimedia.org/wiki/File:Pie_chart_of_US_population_by_state.png
?
http://flowingdata.com/2014/04/04/fox-news-bar-chart-gets-it-wrong/
Protein interaction network 
http://phylonetworks.blogspot.com/2012/03/biological-versus-phylogenetic-networks.html
so what is “good” in dataviz? 
how to know when a visualization is done right
what makes for a “good” data 
visualization? 
1. Truthful 
2. Functional 
3. Beautiful 
4. Enlightening 
Slightly modified from Alberto Cairo’s 2014 NICAR talk, 
http://www.scribd.com/doc/209593302/NICAR-2014-talk-by-Alberto-Cairo
so what does “good” look like? 
http://www.nytimes.com/interactive/2014/10/19/upshot/peyton-manning-breaks-touchdown-passing-record.html?_r=0&abt=0002&abg=0
three types of data visualizations 
exploratory | explanatory | storytelling
The 1990s version… 
http://www.sabre.org/archives/1994ar/Internet_based_tap.html
…and the 2013 version 
http://www.itbriefcase.net/infographic-the-incredible-growth-of-web-usage
Data Storytelling
6 Types of Data Stories

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