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Making the most of your data:
Duke Data & GIS Services
Angela Zoss
Data Visualization Coordinator
November 20, 2013

http://library.duke.edu/data
Data & GIS Services
•  Perkins 226 computing cluster
•  Walk-in consultations
•  Data collections
•  Workshops
•  Online instructional materials
Brandaleone Family Center for
Data and GIS Services
•  Perkins 226
•  Open whenever the library
is open
•  12 high-powered Dell
workstations
•  3 Bloomberg financial
workstations
•  Various data analysis, GIS,
and visualization software
packages available
http://library.duke.edu/data/about/lab.html
Walk-in Consulting

…or by appointment:
askdata@duke.edu
http://library.duke.edu/data/about/schedule.html
Workshops
•  Typically toward the beginning of the semester
•  1-2 hours, often hands-on
•  Various topics, including Data Processing/Statistical
Software Packages, GIS/Mapping, Visualization
http://library.duke.edu/data/news
For announcements, sign up for our listserv:
https://lists.duke.edu/sympa/subscribe/dgs-announce
Or watch our blog and twitter accounts:
http://blogs.library.duke.edu/data/, @duke_data, @duke_vis
SUPPORT AREAS
Support Area: Finding Data
•  Browse our curated collections list at:
http://library.duke.edu/data/collections/
(includes data sets specially licensed for Duke)
•  Email askdata@duke.edu and we’ll do some research
for you!
•  Guides for special types of data
–  Census

http://guides.library.duke.edu/content.php?pid=32369

–  Housing

http://library.duke.edu/data/courses/housing_foreclosures.html

–  Comtrade

http://guides.library.duke.edu/comtrade
Support Area: Storing Data
•  Newest support area
•  Storage & Compute Environments Comparison:
http://goo.gl/fGflCB
Support Area: Managing Data
•  Data Management Guide:

http://library.duke.edu/data/guides/data-management/index.html

•  DMP Tool @ Duke:
http://blogs.library.duke.edu/data/2013/07/12/data-managementplanning-advice-dmptool-duke/
Support Area: Analyzing Data
•  Available data analysis software packages:
–  Open Refine (also offer a workshop)
–  R (also offer a workshop)
–  Stata (also offer a workshop)
–  SAS
–  SPSS

•  Additional workshop on text analysis techniques
•  Walk-in consulting for real-time support
http://library.duke.edu/data/guides/
Support Area: Visualizing Data

http://guides.library.duke.edu/datavis/
Support Area: Visualizing Data
•  GIS (Geographic Information Systems) support
–  Workshops on ArcGIS and other online mapping tools
–  High powered computers with GIS software
–  Expert help from Data & GIS Staff

•  Visualization support, more broadly
–  Workshops on Tableau Public and best practices for
charts, graphs, posters, etc.
DATA TIPS
See especially:
https://github.com/veltman/learninglunches/tree/master/datahygiene
Data Tips: Make a Copy
•  Never process the only copy of your data
•  Keep backups – onsite and offsite
Data Tips: Take Note
•  Keep track of the processing steps you’ve taken
•  If possible, use tools that have commands or scripts
•  Document the reasons behind your decisions
Data Tips: Check Your Sources
•  Garbage in, garbage out
•  Level of analysis
Data Tips: Easy Come, Easy Go
•  Be wary of Excel

–  Volatile (easy to accidentally introduce errors)
–  Deceptively opaque
–  Limited validation capabilities
–  Better for simple data structures

•  Tips

–  Save often, multiple copies
–  Document processing steps (manually if necessary)
–  Introduction some validation checks (formulas,
visualizations)
–  Switch to database?
Visualization Tips
In a nutshell:
Simplify (but not the axis)
•  Reduce color
•  Focus on major trends
•  Consistent style/format/reference system
•  Do extra calculations so the users won’t have to
http://guides.library.duke.edu/topten
SHAMELESS PLUG
2014 Student Data Visualization Contest
http://bit.ly/viscontest14 | http://bit.ly/visgallery
•  Open to all Duke students
•  Submit any type of
visualization
•  Deadline January 19
•  2014 Awards:

–  Amazon gift cards (up to $250)
–  public exhibits
–  posters
QUESTIONS? SUGGESTIONS?
angela.zoss@duke.edu
http://twitter.com/duke_vis

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Data & GIS Services, Duke University

  • 1. Making the most of your data: Duke Data & GIS Services Angela Zoss Data Visualization Coordinator November 20, 2013 http://library.duke.edu/data
  • 2. Data & GIS Services •  Perkins 226 computing cluster •  Walk-in consultations •  Data collections •  Workshops •  Online instructional materials
  • 3. Brandaleone Family Center for Data and GIS Services •  Perkins 226 •  Open whenever the library is open •  12 high-powered Dell workstations •  3 Bloomberg financial workstations •  Various data analysis, GIS, and visualization software packages available http://library.duke.edu/data/about/lab.html
  • 4. Walk-in Consulting …or by appointment: askdata@duke.edu http://library.duke.edu/data/about/schedule.html
  • 5. Workshops •  Typically toward the beginning of the semester •  1-2 hours, often hands-on •  Various topics, including Data Processing/Statistical Software Packages, GIS/Mapping, Visualization http://library.duke.edu/data/news For announcements, sign up for our listserv: https://lists.duke.edu/sympa/subscribe/dgs-announce Or watch our blog and twitter accounts: http://blogs.library.duke.edu/data/, @duke_data, @duke_vis
  • 7. Support Area: Finding Data •  Browse our curated collections list at: http://library.duke.edu/data/collections/ (includes data sets specially licensed for Duke) •  Email askdata@duke.edu and we’ll do some research for you! •  Guides for special types of data –  Census http://guides.library.duke.edu/content.php?pid=32369 –  Housing http://library.duke.edu/data/courses/housing_foreclosures.html –  Comtrade http://guides.library.duke.edu/comtrade
  • 8. Support Area: Storing Data •  Newest support area •  Storage & Compute Environments Comparison: http://goo.gl/fGflCB
  • 9. Support Area: Managing Data •  Data Management Guide: http://library.duke.edu/data/guides/data-management/index.html •  DMP Tool @ Duke: http://blogs.library.duke.edu/data/2013/07/12/data-managementplanning-advice-dmptool-duke/
  • 10. Support Area: Analyzing Data •  Available data analysis software packages: –  Open Refine (also offer a workshop) –  R (also offer a workshop) –  Stata (also offer a workshop) –  SAS –  SPSS •  Additional workshop on text analysis techniques •  Walk-in consulting for real-time support http://library.duke.edu/data/guides/
  • 11. Support Area: Visualizing Data http://guides.library.duke.edu/datavis/
  • 12. Support Area: Visualizing Data •  GIS (Geographic Information Systems) support –  Workshops on ArcGIS and other online mapping tools –  High powered computers with GIS software –  Expert help from Data & GIS Staff •  Visualization support, more broadly –  Workshops on Tableau Public and best practices for charts, graphs, posters, etc.
  • 14. Data Tips: Make a Copy •  Never process the only copy of your data •  Keep backups – onsite and offsite
  • 15. Data Tips: Take Note •  Keep track of the processing steps you’ve taken •  If possible, use tools that have commands or scripts •  Document the reasons behind your decisions
  • 16. Data Tips: Check Your Sources •  Garbage in, garbage out •  Level of analysis
  • 17. Data Tips: Easy Come, Easy Go •  Be wary of Excel –  Volatile (easy to accidentally introduce errors) –  Deceptively opaque –  Limited validation capabilities –  Better for simple data structures •  Tips –  Save often, multiple copies –  Document processing steps (manually if necessary) –  Introduction some validation checks (formulas, visualizations) –  Switch to database?
  • 18. Visualization Tips In a nutshell: Simplify (but not the axis) •  Reduce color •  Focus on major trends •  Consistent style/format/reference system •  Do extra calculations so the users won’t have to http://guides.library.duke.edu/topten
  • 20. 2014 Student Data Visualization Contest http://bit.ly/viscontest14 | http://bit.ly/visgallery •  Open to all Duke students •  Submit any type of visualization •  Deadline January 19 •  2014 Awards: –  Amazon gift cards (up to $250) –  public exhibits –  posters