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Visualising Activity Data Tony Hirst Dept of Communication and Systems, The Open University Scattered puzzle pieces next to solved fragment by HoriaVarlan
Visual Analysisvs.Presentation Graphics
This is NOT a presentation about: ,[object Object]
 data preparation
 data cleansing,[object Object]
0 What data is there?
AEIOU – Aberystwyth University  – aggregated repository activity data Agtivity– University of Manchester  – usage data from Advanced Video Conferencing services users Exposing VLE Data – University of Cambridge – activity and attention data for Cambridge’s institutional virtual learning environment Library Impact Data – Huddersfield University – prove a statistically significant correlation between library usage and student attainment RISE – Open University – use attention data recorded by EZProxy to provide recommendations to users of the EBSCO Discovery search solution. Salt – University of Manchester – using 10 years of library circulation data to support long tail discovery Shared OpenURL Data – EDINA –  open OpenURL data STAR-Trak– Leeds Metropolitan University – highlight and manage interventions with students who are at risk of dropping out UCIAD – Open University – investigate the use of semantic technologies for integrating user activity data from different systems
Some example visualisation types…
How manydimensions?
Q: So what might aTREEMAPbe good for?
aka “seasonal subseries”
Q: So what might aCYCLE PLOTbe good for?
gnuplot Use white space
Q: What else dotime series hide?
matplotlib Trends #time series data in d #first difference fd=np.diff(d) Autocorrelation
Gephi
How manydimensions?
Q: So where might we findNETWORK GRAPHSdefined?
Tools…
…vary…
(ggplot) R
Protovis
Processing
Data Application Output Data [Code] Output
Tools can also be appropriated…
Gource
Things to remember…
Data has “shape” “Shape Sorter”, by Ella’s Dad
1 What size/shape/state is it in…?
Big text file..?…ask your nearest Unix sysadmin for help http://blog.ouseful.info/2011/06/03/postcards-from-a-text-processing-excursion/ http://bit.ly/lOVySX
2 How is it structured?
Bulk properties andsimple manipulations Number of rows containing x Structural ordering (sort by column) …again, ask your nearest Unix sysadmin for help
Data format can be key “Key”, by dewitt
3 How is it formatted?
4 “Writing diagrams”
Graphviz
.dot digraph test { CSV [shape=box] KML [shape=box] JSON [shape=box] XML [shape=box] RDF [shape=box] HTML [shape=box] GoogleSpreadsheet [shape=Msquare] RDFTripleStore [shape=Msquare] "[SPARQL]" [shape=diamond] "[YQL]" [shape=diamond] "[GoogleVizDataAPI]" [shape=diamond] "<GoogleGadgets>" [shape=doubleoctagon] "<GoogleVizDataCharts>" [shape=doubleoctagon] "<GoogleMaps>" [shape=doubleoctagon] "<GoogleEarth>" [shape=doubleoctagon] "<JQueryCharts_etc>" [shape=doubleoctagon] … … "[SPARQL]"->RDF; "[SPARQL]"->XML; "[SPARQL]"->CSV; "[SPARQL]"->JSON; JSON-> "<JQueryCharts_etc>"; CSV->"{GoogleRefine}" CSV->ScraperWiki JSON->ScraperWiki "[YQL]"->ScraperWiki ScraperWiki->CSV HTML->ScraperWiki HTML->"[YQL]" "[SPARQL]"->"[YQL]" "{GoogleRefine}"->CSV [style=dashed] CSV->"<Gephi>" [style=dashed] "<Gephi>"->CSV [style=dashed] RDF->"[YQL]” }
5 Once only/first use?N times use?Automation?
Data Application Output Data [Code] Output
6 What do you wantto learn from it?
How canvisual(isation)s help?
Just remember this:what stories- are you hoping to discover?- are you trying to tell?
I hope that’s beenouseful.info….?

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OU Rise library analytics viz

Editor's Notes

  1. Change the basis… eg in OU, might consider different presentations (“years”) of the same course (“month”).