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The Structure and Dynamics of 
Th S            dD        i   f
 Online Political Discussions
 Online Political Discussions

            Sandra Gonzalez‐Bailon
       sandra.gonzalezbailon@oii.ox.ac.uk
          d        l b il     ii        k
The Questions We Will Consider Today:
• Do online political discussions promote 
deliberation?  (focus: structure of discussion threads)
deliberation? (focus: structure of discussion threads)
   Gonzalez‐Bailon, Kaltenbrunner and Banchs (2010) “The Structure of Political 
   Discussion Networks: A Model for the Analysis of Online Deliberation“, 
   Di      i N t        k A M d l f th A l i f O li D lib ti “
   Journal of Information Technology, 25 (2): 230‐243


• Can we use online political discussions to track 
p
public opinion? (focus: content of discussions)
        p       (f               f            )

   Gonzalez‐Bailon, Kaltenbrunner and Banchs (2010) “Emotional Reactions and 
   the Pulse of Public Opinion: Measuring the Impact of Political Events on the 
   the Pulse of Public Opinion: Measuring the Impact of Political Events on the
   Sentiment of Online Discussions”, under review
Paper 1: Analysing Deliberation
  p          y g
The Logic of Deliberation
• Based on social interactions, not on private decisions

• Superior form of collective decision making: 
    ()
    (i) Decisions are more informed (plurality of views)
                                      (p       y        )
    (ii) Decisions are more legitimate (all voices are 
        represented) 
The Logic of Deliberation
• Based on social interactions, not on private decisions

• Superior form of collective decision making: 
   ()
   (i) Decisions are more informed (plurality of views)
                                     (p       y        )
   (ii) Decisions are more legitimate (all voices are 
       represented) 
                     Deliberation requires:
                     D lib    i        i

     Multiple points of view and conflictive arguments
     Multiple points of view and conflictive arguments

     Do political discussions involve more points of view and 
        p                                  p       f
                        more argumentation? 
The Analysis of Online Deliberation: Data
Data: September 2005 to August 2006
                        # posts (N=10016)                                                  # comments (N=2075085)
             yro                                                                yro
       science                                                            science
        politics                                                           politics
           linux                                                              linux
               it                                                                 it
    interviews                                                         interviews
     hardware                                                           hardware
         games                                                              games
      features                                                           features
   developers                                                         developers
             bsd                                                                bsd
         books                                                              books
     backslash                                                          backslash
             ask                                                                ask
          apple                                                              apple                                                 Thousands
                                                          Hundreds         apache
       apache
                                                                                       0        50    100       150    200   250   300     350
                    0     5     10              15        20         25


                                                          # users (N=93636)
                                               yro
                                         science
                                          politics
                                             linux
                                                 it
                                      interviews
                                       hardware
                                           games
                                        features
                                     developers
                                               bsd
                                           books
                                       backslash
                                               ask
                                            apple
                                                                                                          Thousands
                                          apache

                                                      0        10         20               30        40           50
Discussion Threads as Hierarchical Networks

                                       Post




    Layer 1                  Comment          Comment




    Layer 2             Comment
                        C     t   Comment
                                  C     t     Comment
                                              C     t




    Layer 3
    L         Comment
              C         Comment
                        C         Comment
                                  C           Comment
                                              C
Discussion Threads as Hierarchical Networks

                                          Post




    Layer 1                     Comment          Comment




    Layer 2               Comment
                          C     t    Comment
                                     C     t     Comment
                                                 C     t   depth
                                                           d th

    Layer 3
    L         Comment
              C           Comment
                          C          Comment
                                     C           Comment
                                                 C




                        width
Four Types of Discussion

           max
                                   Type II          Type I
                                                    T

                           tion)
           depth (argumentat




                                   Type III         Type IV




                    min                                       max
                                            width
                                       (representation)
                                       (           i )
Models of Decision Making (Who and What)




Ackerman, B., and J. S. Fishkin (2002) Deliberation Day. The Journal of Political Philosophy, v. 10, 
n. 2, p. 150. 
The Empirical Measurement of Deliberation
      p
 
    max
                           Type II
                           T                Type I
                                            T
                 tation)
    dept (argument




                           Type III         Type IV
       th




            min                                       max
                                    width
                               (representation)
Classification of Discussions in Possibility Space
 
    max
                          Type II          Type I
                 ation)
    dep (argumenta




                          Type III         Type IV
      pth




            min                                      max
                                   width
                              (representation)
                              (        t ti )
Additional Measures of Width and Depth

           Width                Depth
 Max # comments       # nested levels
 Total # comments     H‐index users
 Total # use s
       # users        H‐index comments
                      H i dex co  e ts
Classification of Discussions in Possibility Space
 
    max
                          Type II          Type I
                 ation)
    dep (argumenta




                          Type III         Type IV
      pth




            min                                      max
                                   width
                              (representation)
                              (        t ti )
Conclusions
 Do political discussions involve more points of view 
 and more argumentation? 
 and more argumentation?

 Yes. They reproduce important pre‐conditions for 
 Yes They reproduce important pre conditions for
 deliberation to take place. 

 Future research

 Comparative analysis: do other online forums 
 promote the same type of dynamics? 
 promote the same type of dynamics?
Paper 2: Analysing Public Opinion
  p          y g           p
The Importance of Public Opinion
      p                   p

• Public opinion: proxy to the way citizens 
   u i opi io p o y o e ay i i e
perceive political issues and react to current 
affairs

•S
 Surveys and Polls – mechanism behind 
           d P ll       h i    b hi d
opinion tides? (focus: emotions)

   What explains polarisation and volatility?
           p      p                         y
Measuring the Emotional Content of Discussions
        g

        Valence


         Arousal
         A     l


        Dominance


Bradley and Lang. 1999. ʺAffective norms for English words (ANEW) Technical report C‐1.ʺ 
The Center for Research in Psychophysiology, University of Florida, Gainesville, FL.
                             y    p y     gy,         y           ,            ,

Dodds and Danforth. 2009. ʺMeasuring the Happiness of Large‐Scale Written Expression: 
Songs, Blogs, and Presidents.ʺ Journal of Happiness Studies DOI: 10.1007/s10902‐009‐9150‐9.
Data: Usenet Political Discussions (1999‐2005)
      x 10000   8
                6
                4
                2
                0

                    09/1999         09/2000      09/2001        09/2002                    09/2003        09/2004

                    gun             white war war world war                 war
                    white
                    black
                                    gun   white     news
                                          world gun white
                                                          people news
                                                                 white
                                                                            news
                                                                            time world
                                                                          good time
                    news war        news terrorist                   peace gun death
                                                                 world time people
                                                                  o d
                    people          people
                                        l         news time
                                                  people
                                                                     hate house dead
                                                                 peoplegood
                                                                     black terrorist party
                                                                                              hate dead
                                                                                                               hatewhite
                                                                                                               socialdead
                    hate world      war           house good         f ree man truth lie
                                                                                              man house        good man
                    party free      black         death hate                                  party death      house party
                    deathgood
                    mancrime        time          man dead black                              free black lie   god death
                                                                                              truth gun torture fraud win free
                    house time      house         peace truth free
                                                  letter god                                  terrorist
                                                                                              t     i t         gun bl k
                                                                                                                    black
                    money boy
                    abortion flag
                                    party
                                    world
                                    good cut
                                    death
                                    power
                                    hate man
                                    fraud free
                                    truthcrime
Discussions become unhappier over time...
                       pp
Discussions become angrier over time...
                     g
Discussions reflect higher vulnerability over time...
                      g                y
How Do Emotions Compare to Approval Rates?
                   p        pp
Do Emotions Help Predict Approval Rates?
               p          pp
Do Emotions Help Predict Approval Rates?
               p          pp
Conclusions

• Emotions help predict public opinion 
  E o io    e p p e i pu i opi io
(politics is as much about passions as about 
reasons)

•A
 Arousal is the most significant emotional 
       l i th      t i ifi     t    ti   l
dimension – does this also apply to other time 
windows?
Future Research

• Combine these two approaches: Do emotions 
   o i e e e o app oa e          o e o io
help explain the growth of discussion threads?

• Validate approach across platforms and 
linguistic communities
li   i ti        iti

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The Structure of Political Discussion Networks