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Luigi Di Martino @luigi_dm Cecilia Hilder @CeciliaHilder
Social Media Analysis
An introduction to online tools
Go to the Social Media Tools Guide
goo.gl/mZSpuf
www.digitalmethods.net > Tools
Online tutorials: Search “Digital Methods Initiative” YouTube Channel
University of Amsterdam: Digital Methods tools
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
Structure
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
Approaches
Empirical
(data-centric)
Data-driven
Computational
social science
Digital
methods/humanities
Approaches to Big Data
Use online tools available and/or learn to code
Be aware of the mechanisms behind these tools.
Options
General Research Sequence
1
Research
questions
2
Platforms,
keywords or
hashtags/
pages or users
3
Data extraction
4
Data
processing
5
Data
visualisation
6
Data analysis
(with theory)
computer-assisted stages
In the case of easy-to-use tools these stages are
performed at once
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
A social network site is:
A networked communication platform in which
participants
(Ellison & boyd 2014:158)
1. have uniquely identifiable
profiles that consist of user-
supplied content, content
provided by others users,
and/or system provided data;
2. can publicly
articulate
connections that can
be viewed and
traversed by others;
and
3. can consume, produce,
and/or interact with
streams of user-
generated connections on
the site.
Understanding different platforms
Gathering data from different platforms,
structures, API and limitations.
Hashtag-search
Context
As of September 2014:
● 71% of online adults use Facebook
● 23% of online adults use Twitter
● 26% use Instagram
● 28% use Pinterest
● 28% use LinkedIn
Pew Research Center
● 968 million daily active users on average for June 2015
● 844 million mobile daily active users on average for June 2015
● 1.49 billion monthly active users as of June 30, 2015
● 1.31 billion mobile monthly active users as of June 30, 2015
● Approximately 83.1% of Facebook daily active users are outside
the US and Canada.
newsroom.fb.com/company-info
Facebook statistics
Reminder: Most of the
world still isn't on Twitter
Kalev H. Leetaru gdeltproject.org
#G20 #OnMyAgenda pre-G20 tweets geolocation (7-13/11/2014).
Geolocation: cartodb.com
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
Easy to use
Free ($20 month for CSV
downloadable files)
Login via your own
Twitter account
Search for user
(@) or hashtag (#)
Oaktree
Oaktree & AYCC - Tweet history
SocioViz
SocioViz - AYCC
Netlytic - Oaktree & AYCC
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
An example: #savethebird vs #NewWS
● Create an Archive of tweets.
● Let it run as long as you need.
● Download the spreadsheet.
● There are several tools for
capturing tweets. Only few
require programming skills.
● A free option for WSU staff is
Twitter Scraper by Intersect
launchpod.intersect.org.au
Extraction
#NewWS
Processing
Visualising relationships
Edges
Gephi is an interactive visualisation and
exploration platform for networks.
Runs on Windows, Linux and Mac OS X.
Gephi is open-source and free.
How Gephi creates relationships or edges
Visualisation: Networks with Gephi
#savethebird
#NewWS
@mention network
Node size = outdegree
Node darkness = indegree
Edge darkness = mentions
#NewWS
Numbers behind the graph
Outdegree: Numbers of mentions posted
Indegree: number of mentions sent
@mention network
Node size = outdegree
Node darkness = indegree
Edge darkness = mentions
#savethebird
Research Approach
Social networks and platforms
• Twitonomy, Socioviz & Netlytic
Easy-to-use tools
• #NewWS vs #savethebird
Twitter Advanced tools
• The ICS page
Facebook Advanced tools
Facebook: Netvizz
Remember to create a
research account on
Facebook.
Facebook: Netvizz
The ICS Facebook page
Posts by type Jan-Aug 2015
Data collected using Netvizz,
from January to August 2015
Extracted data from 136 posts,
with 87 users liking or commenting 391 times.
The ICS Facebook page
Average Engagement Jan-Aug 2015
Average
engagement
by type
The ICS Facebook page
Tableau Public
The most engaging post
The ICS Facebook page
Conclusion
Knowledge Data collection is always steeped in a specific way of
understanding the world and constrained by given material
and social conditions (Leonelli & Bezuidenhout, 2015).
The process of collecting, processing and above all
interpreting the data are stages where the researcher makes
choices that lead to a certain kind of subjectivity.
Access Skills and economic resources: Academic digital divide?
API (application programming interface)
Size No clear boundaries and demarcations of what lies in the
dataset, the so-called control zone
Ethics Consent
Traceability
Limitations
Final thoughts
Questions and
tools
Analyse and think
through the data
A call to engage
with social
media/analysis
Know who is
using the tools
and where
Luigi Di Martino @luigi_dm Cecilia Hilder @CeciliaHilder
Social Media Analysis
An introduction to online tools

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Social Media Analysis - An introduction to online tools

  • 1. Luigi Di Martino @luigi_dm Cecilia Hilder @CeciliaHilder Social Media Analysis An introduction to online tools
  • 2. Go to the Social Media Tools Guide goo.gl/mZSpuf
  • 3. www.digitalmethods.net > Tools Online tutorials: Search “Digital Methods Initiative” YouTube Channel University of Amsterdam: Digital Methods tools
  • 4. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools Structure
  • 5. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools
  • 7. Use online tools available and/or learn to code Be aware of the mechanisms behind these tools. Options
  • 8. General Research Sequence 1 Research questions 2 Platforms, keywords or hashtags/ pages or users 3 Data extraction 4 Data processing 5 Data visualisation 6 Data analysis (with theory) computer-assisted stages In the case of easy-to-use tools these stages are performed at once
  • 9. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools
  • 10. A social network site is: A networked communication platform in which participants (Ellison & boyd 2014:158) 1. have uniquely identifiable profiles that consist of user- supplied content, content provided by others users, and/or system provided data; 2. can publicly articulate connections that can be viewed and traversed by others; and 3. can consume, produce, and/or interact with streams of user- generated connections on the site.
  • 11. Understanding different platforms Gathering data from different platforms, structures, API and limitations. Hashtag-search
  • 12. Context As of September 2014: ● 71% of online adults use Facebook ● 23% of online adults use Twitter ● 26% use Instagram ● 28% use Pinterest ● 28% use LinkedIn Pew Research Center
  • 13. ● 968 million daily active users on average for June 2015 ● 844 million mobile daily active users on average for June 2015 ● 1.49 billion monthly active users as of June 30, 2015 ● 1.31 billion mobile monthly active users as of June 30, 2015 ● Approximately 83.1% of Facebook daily active users are outside the US and Canada. newsroom.fb.com/company-info Facebook statistics
  • 14. Reminder: Most of the world still isn't on Twitter Kalev H. Leetaru gdeltproject.org
  • 15. #G20 #OnMyAgenda pre-G20 tweets geolocation (7-13/11/2014). Geolocation: cartodb.com
  • 16. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools
  • 17. Easy to use Free ($20 month for CSV downloadable files) Login via your own Twitter account Search for user (@) or hashtag (#)
  • 19. Oaktree & AYCC - Tweet history
  • 22.
  • 24. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools
  • 26. ● Create an Archive of tweets. ● Let it run as long as you need. ● Download the spreadsheet. ● There are several tools for capturing tweets. Only few require programming skills. ● A free option for WSU staff is Twitter Scraper by Intersect launchpod.intersect.org.au Extraction
  • 29. Visualising relationships Edges Gephi is an interactive visualisation and exploration platform for networks. Runs on Windows, Linux and Mac OS X. Gephi is open-source and free. How Gephi creates relationships or edges
  • 32. @mention network Node size = outdegree Node darkness = indegree Edge darkness = mentions #NewWS
  • 33. Numbers behind the graph Outdegree: Numbers of mentions posted Indegree: number of mentions sent
  • 34. @mention network Node size = outdegree Node darkness = indegree Edge darkness = mentions #savethebird
  • 35. Research Approach Social networks and platforms • Twitonomy, Socioviz & Netlytic Easy-to-use tools • #NewWS vs #savethebird Twitter Advanced tools • The ICS page Facebook Advanced tools
  • 36. Facebook: Netvizz Remember to create a research account on Facebook.
  • 38. The ICS Facebook page Posts by type Jan-Aug 2015 Data collected using Netvizz, from January to August 2015 Extracted data from 136 posts, with 87 users liking or commenting 391 times.
  • 39. The ICS Facebook page Average Engagement Jan-Aug 2015
  • 40. Average engagement by type The ICS Facebook page Tableau Public
  • 41. The most engaging post The ICS Facebook page
  • 43. Knowledge Data collection is always steeped in a specific way of understanding the world and constrained by given material and social conditions (Leonelli & Bezuidenhout, 2015). The process of collecting, processing and above all interpreting the data are stages where the researcher makes choices that lead to a certain kind of subjectivity. Access Skills and economic resources: Academic digital divide? API (application programming interface) Size No clear boundaries and demarcations of what lies in the dataset, the so-called control zone Ethics Consent Traceability Limitations
  • 44. Final thoughts Questions and tools Analyse and think through the data A call to engage with social media/analysis Know who is using the tools and where
  • 45. Luigi Di Martino @luigi_dm Cecilia Hilder @CeciliaHilder Social Media Analysis An introduction to online tools