Data Visualization Best Practice. Sophie Sparkes Data Analyst



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Transcription:

Data Visualization Best Practice Sophie Sparkes Data Analyst

http://graphics.wsj.com/infectious-diseases-and-vaccines/ http://blogs.sas.com/content/jmp/2015/03/05/graph-makeover-measles-heat-map/

http://graphics.wsj.com/infectious-diseases-and-vaccines/

Never use pie charts. Pie charts can be really useful if used appropriately.

Never use pie charts Pie charts can make it difficult to compare relative amounts

Never use pie charts Humans like pie charts because the are similar to clocks isn t telling the time a kind of pie chart?

Never use pie charts Pie charts are great to showing simple proportions.

Never use pie charts Seriously don t ever do this!

Never use 3D (unless your data has three dimensions). 3D can highlight highs and lows over time.

Never use 3D Charts like this have given 3D a bad name the 3D adds nothing expect confusion. https://www.perceptualedge.com/files/graphdesigniq.html

Never use 3D This, this just no!

Never use 3D Here careful use of 3D highlights complex highs and lows of the market http://www.nytimes.com/interactive/2015/03/19/upshot/3d-yield-curve-economic-growth.html

Axis must start at zero. Axis need to make sense, and sometimes that means not starting at zero

Axis must start at zero Not starting your axis at zero can misrepresent your data and mislead your audience. http://mediamatters.org/research/2012/10/01/a-history-of-dishonest-fox-charts/190225 and http://www.vox.com/2015/11/19/9758062/y-axis-zero-chart

Axis must start at zero Axis don t have to start at zero if it doesn t make sense for the data. http://finance.yahoo.com/q/hp?s=data

Axis Aside: Don t deliberately mislead with your axis This chart maps these two datasets using completely different axis that mislead what the data is showing. Don t lie with your axis - Use properly scaled axis - http://emschuch.github.io/planned-parenthood/

Time should be plotted on a line chart, and geographic data mapped. While these are great rules of thumb, they don t always apply.

The only way to graph this and that Using an unconventional way to plot time adds to this graph s appeal. https://public.tableau.com/views/uksolarenergyproduction/solarproduction?:embed=y&:display_count=yes&:showtabs=y

The only way to graph this and that In this case, using a scatter plot instead of a map makes comparisons easier. Use whatever graph type best answers your question. http://www.gapminder.org/world/#$majormode=chart

Only use two colours. More than two colours is ok. However, consider using multiple colour hues.

Only use two colours Too many colours can be confusing. Humans can only distinguish around 8 different colours at a time in a viz. Use fewer colours but you can use more than two! https://public.tableau.com/views/qualityoflifeindex/qlivsgnippp?:embed=y&:display_count=yes&:showtabs=y

Only use two colours This graph uses six colours, but it is still immediately understandable. http://www.gapminder.org/world/#$majormode=chart

Only use two colours This graph uses a two-colour diverging palette. This uses different hues of the two colours to show a change in values. http://interaktiv.morgenpost.de/europakarte/#5/48.415/11.294/de

Colour Aside: Colour blindness Using colour palettes with differing levels of brightness, hue and saturation is best to make your viz colour blind friendly. http://www.stonesc.com/wordpress/

Don t add frills to your charts. Frills can add interest. However great design doesn t obscure facts with frills.

Don t add frills Adding icons and slanting the graph edges makes this chart bewildering. This frill-less remake is much easier to understand. http://junkcharts.typepad.com/junk_charts/2015/10/bewildering-baseball-math.html

Don t add frills Frills can add interest and intrigue to your viz. In this case careful use of bear images make this viz memorable without overwhelming the viz. http://grrr.fi/wp-content/uploads/2014/05/annukka-makijarvi/karhukartta_makijarvi_w-455x650.jpg

Best Practices 1. Know your data 2. Know the question you re trying to answer 3. Design with the audience in mind 4. No exploding 3D pie charts

Thank you