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CHICAGO POLITICIANS
ON TWITTER
Libby Hemphill
Matthew A. Shapiro
Jahna Otterbacher
Charise Angderson
Illinois Institute of Technology
info@casmlab.org
http://www.casmlab.org/projects/publicofficials/
Project team
• Libby Hemphill
• Matt Shapiro
• Jahna Otterbacher
• Charise Angderson
• Drexler James
• W. David Work
Illinois Institute of Technology
info@casmlab.org
http://www.casmlab.org/projects/publicofficials/
4/12/12 Hemphill, Shapiro, and Otterbacher
Overview
• Chicago overview
• Twitter overview
• Network analysis
• Content analysis
• Next steps
4/12/12 Hemphill, Shapiro, and Otterbacher
CHICAGO
4/12/12 Hemphill, Shapiro, and Otterbacher
4/12/12 Hemphill, Shapiro, and Otterbacher
April 12, 2012 Shapiro, Hemphill, and Otterbacher
TWITTER
4/12/12 Hemphill, Shapiro, and Otterbacher
Shapiro, Hemphill, and Otterbacher
twitter home
Twitter conventions
• @username and .@username
• #hashtag
• RT and MT
April 12, 2012 Shapiro, Hemphill, and Otterbacher
NETWORKS
4/12/12 Hemphill, Shapiro, and Otterbacher
Characteristics of the Aldermen Network
Nodes (Everyone) 14,828
Egos (Aldermen) 27
Alters (Everyone else) 14,821
Ratio of Egos to Alters 548.93
Edges (Total) 40,199
Edges (Reciprocal) 14,993
Edges (One-way) 25,206
Density 0.00016
Average Distance 2.87
Average Clustering Coefficient 0.226
(random = 0.00014)
Diameter 4
(random = 27)
4/12/12 Hemphill, Shapiro, and Otterbacher
SegregatedAudiences
Core-periphery?
CONTENT
4/12/12 Hemphill, Shapiro, and Otterbacher
Coding for action
Code Definition
Personal
message
non-business oriented messages or notes, such
as holiday greetings or other personal sentiments
Information a message that provides a fact, opinion, link to an
article, position on an issue, or resource
Requesting
action
requests that constituents take some action like
signing a petition or voting
Fundraising requests donations or contributions
Official business official business in City Council, including voting,
committee and Council meetings
Location or
Activity
non-official activities including trips, meetings with
constituents, lobbyists, or activities in the home
ward
April 12, 2012 Shapiro, Hemphill, and Otterbacher
Mechanical Turk
4/12/12 Hemphill, Shapiro, and Otterbacher
Inter-coder reliability
Code % agreement Fleiss’ κ
Information 67 0.34
Location or Activity 77 0.30
Personal message 70 0.26
Requesting action 99 0.22
Fundraising 90 0.14
Official business 90 0.14
Self promotion 94 0.05
Direct communication* 64 0.29
4/12/12 Hemphill, Shapiro, and Otterbacher
Frequency of content
Code N % of
Tweets
Information 1568 50%
Location or Activity 694 22%
Personal message 824 26%
Requesting action 201 6%
Fundraising 25 1%
Official business 197 6%
Self promotion 94 3%
4/12/12 Hemphill, Shapiro, and Otterbacher
Hashtag Frequencies
4/12/12 Hemphill, Shapiro, and Otterbacher
0
5
10
15
20
25
April 12, 2012 Shapiro, Hemphill, and Otterbacher
Hashtags x Aldermen
In and Out Groups
Core Periphery
1 2
1 0.589 0.557
2 0.056 0.052
Factions
1 2
1 0.061 0.021
2 0.189 0.568
4/12/12 Hemphill, Shapiro, and Otterbacher
Next Steps
• Ward and Alderman characteristics*
• Redrawn ward map
• NATO
• Citizen side
4/12/12 Hemphill, Shapiro, and Otterbacher
Contact us
• Libby Hemphill (libby.hemphill@iit.edu)
• Matt Shapiro (mshapir2@iit.edu)
• Jahna Otterbacher (jotterba@iit.edu)
• Illinois Institute of Technology
• info@casmlab.org
• http://www.casmlab.org/projects/publicofficials/
April 12, 2012 Shapiro, Hemphill, and Otterbacher

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BIOCHEMISTRY-CARBOHYDRATE METABOLISM CHAPTER 2.pptx
 

Chicago Politicians on Twitter

  • 1. CHICAGO POLITICIANS ON TWITTER Libby Hemphill Matthew A. Shapiro Jahna Otterbacher Charise Angderson Illinois Institute of Technology info@casmlab.org http://www.casmlab.org/projects/publicofficials/
  • 2. Project team • Libby Hemphill • Matt Shapiro • Jahna Otterbacher • Charise Angderson • Drexler James • W. David Work Illinois Institute of Technology info@casmlab.org http://www.casmlab.org/projects/publicofficials/ 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 3. Overview • Chicago overview • Twitter overview • Network analysis • Content analysis • Next steps 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 5. 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 6. April 12, 2012 Shapiro, Hemphill, and Otterbacher
  • 8. Shapiro, Hemphill, and Otterbacher twitter home
  • 9. Twitter conventions • @username and .@username • #hashtag • RT and MT April 12, 2012 Shapiro, Hemphill, and Otterbacher
  • 11. Characteristics of the Aldermen Network Nodes (Everyone) 14,828 Egos (Aldermen) 27 Alters (Everyone else) 14,821 Ratio of Egos to Alters 548.93 Edges (Total) 40,199 Edges (Reciprocal) 14,993 Edges (One-way) 25,206 Density 0.00016 Average Distance 2.87 Average Clustering Coefficient 0.226 (random = 0.00014) Diameter 4 (random = 27) 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 15. Coding for action Code Definition Personal message non-business oriented messages or notes, such as holiday greetings or other personal sentiments Information a message that provides a fact, opinion, link to an article, position on an issue, or resource Requesting action requests that constituents take some action like signing a petition or voting Fundraising requests donations or contributions Official business official business in City Council, including voting, committee and Council meetings Location or Activity non-official activities including trips, meetings with constituents, lobbyists, or activities in the home ward April 12, 2012 Shapiro, Hemphill, and Otterbacher
  • 16. Mechanical Turk 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 17. Inter-coder reliability Code % agreement Fleiss’ κ Information 67 0.34 Location or Activity 77 0.30 Personal message 70 0.26 Requesting action 99 0.22 Fundraising 90 0.14 Official business 90 0.14 Self promotion 94 0.05 Direct communication* 64 0.29 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 18. Frequency of content Code N % of Tweets Information 1568 50% Location or Activity 694 22% Personal message 824 26% Requesting action 201 6% Fundraising 25 1% Official business 197 6% Self promotion 94 3% 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 19. Hashtag Frequencies 4/12/12 Hemphill, Shapiro, and Otterbacher 0 5 10 15 20 25
  • 20. April 12, 2012 Shapiro, Hemphill, and Otterbacher Hashtags x Aldermen
  • 21. In and Out Groups Core Periphery 1 2 1 0.589 0.557 2 0.056 0.052 Factions 1 2 1 0.061 0.021 2 0.189 0.568 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 22. Next Steps • Ward and Alderman characteristics* • Redrawn ward map • NATO • Citizen side 4/12/12 Hemphill, Shapiro, and Otterbacher
  • 23. Contact us • Libby Hemphill (libby.hemphill@iit.edu) • Matt Shapiro (mshapir2@iit.edu) • Jahna Otterbacher (jotterba@iit.edu) • Illinois Institute of Technology • info@casmlab.org • http://www.casmlab.org/projects/publicofficials/ April 12, 2012 Shapiro, Hemphill, and Otterbacher