Network analysis: People and open source communities
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Data and code: https://github.com/geekygirldawn/oscon_2015 The real magic in any community comes from the people. I will show you tools and techniques for performing network analysis, to look at the people in your community along with the relationships between them. Why settle for boring numbers and line charts to describe your community when you can do cool visualizations that show how people connect within your open source community?
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Network analysis: People and open source communities
- 1. NETWORK ANALYSIS: PEOPLE AND OPEN SOURCE COMMUNITIES Dawn M. Foster @geekygirldawn dawn@dawnfoster.com fastwonderblog.com PhD Student University of Greenwich London, UK
- 2. WHOAMI • Geek, traveler, reader • 20 year tech career. Past 15 years doing community & open source (Intel, Jive, Puppet Labs, etc.) • PhD student at University of Greenwich researching Linux kernel Photos by Josh Bancroft, Don Park
- 3. WHAT IS NETWORK ANALYSIS? Studies relationships between units and looks for patterns and structure in those relationships Image from ANAMIA Project
- 4. AGENDA AND INFO • Gathering your data • Data manipulation for network analysis • Visualization • What else can you do? Image from a Northern Marina Islands Network Scripts, Data, and More: github.com/geekygirldawn/oscon_2015
- 5. I 💖 METRICS GRIMOIRE MailingListStats aka MLStats CVSAnalY - repos Bicho - bugs More Photo by Bitergia http://metricsgrimoire.github.io/
- 6. MLSTATS a) Install mlstats $ python setup.py install b) Create database mysql> create database mlstats; c) Import data by running mlstats $ mlstats --db-user=USERNAME --db-password=PASS http://URLOFYOURLIST
- 7. EXTRACT DATA SELECT mp.email_address AS sender, (SELECT mp2.email_address FROM messages m2, messages_people mp2 WHERE m2.is_response_of=m.is_response_of AND mp2.message_id=m2.is_response_of limit 1) AS receiver FROM messages_people mp, messages m WHERE YEAR(m.first_date)=2015 AND MONTH(m.first_date)=1 AND mp.message_id=m.message_id; people sending emails subquery: who they replied to limittime formanageable data Output: sender@example.com in_reply_to@example.com sender1@example.com in_reply_to1@example.com sender2@example.com in_reply_to2@example.com ...
- 8. EXTRACT DATA: SCRIPTS Reformat / clean up data Reproducible Reduce human error oscon.py script Image from Mark Grealish github.com/geekygirldawn/oscon_2015
- 9. R / VISONE / GOURCE Convert data for better use with network analysis Visualize data using RStudio, Visone, and Gource
- 11. WHAT ELSE? So many visualization tools Python network packages Network analysis is more than just pretty pictures!
- 12. Dawn Foster University of Greenwich Centre for Business Network Analysis www2.gre.ac.uk/about/faculty/business/research/centres/cbna/home @geekygirldawn, dawn@dawnfoster.com fastwonderblog.com THANK YOU