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PILKADA DKI 2017
SOCIAL NETWORK MODEL
early report
8-11 Feb 2017 (60 hours)
by andry alamsyah
andry.alamsyah@gmail.com
DATA PROFILE
• data collection between 8-11 february 2017 (60 hours)
• at 10 february, there were last round debat between the
candidates, thus it increase number of tweets about the
election after the debat
• total tweet collected166593, where candidate 1 (35380),
candidate 2 (49028), candidate 3 (82185)
• Raw data size : 900 MB
• candidate 1 : #jakartauntukrakyat #ahyfordki1
#MuslimberSatupilihno1 #AgusSylviKonsisten
#SATUkanjakarta #JakartaForAll,Agus Sylvi
• candidate 2 : #perjuanganbelumselesai #coblosbadjanomor2
#FreeAhok #BadjaMelaju #SekuatBadja #Gue2 #Badjajuara
#salamduajari,Ahok Djarot
• candidate 3 : #salambersama #TerbuktiOkOce #majubersama
#CoblosPecinya #AniesSandiCintaUlama,Anies Sandi
DATA PROFILE (#HASHTAG)
CANDIDATE 1 :
THE
CONVERSATION
UNIVERSE
CANDIDATE 1: DETAILS ON DOMINANT GROUP (PURPLE)
CANDIDATE 1:
INTERACTION
BETWEEN TOP
ACTORS
CANDIDATE 1: OVERALL METRIC RANKS
CANDIDATE I OVERVIEW
• There are 8505 actors involved in conversations,
there are 29836 conversations.
• There 3 dominat groups (purple, green, blue) who
dominate 60 percent of overall conversations
• the biggest group contain @AgusYudhoyono
@Abaaah @SBYudhoyono (27 percent size)
CANDIDATE 2 :
THE
CONVERSATION
UNIVERSE
CANDIDATE 2:
DETAILS ON
DOMINANT
GROUP
CANDIDATE 2:
INTERACTION
BETWEEN TOP
ACTORS
CANDIDATE 2: OVERALL METRIC RANKS
CANDIDATE 2 OVERVIEW
• There are 15745 actors involved in conversations,
there are 44834 conversations.
• The groups are less dominant than other candidate
network, the biggest group size only 10 percent of
overall network.
• the dominant actors located on different groups, can
be seen from their different node colors
CANDIDATE 3 :
THE
CONVERSATION
UNIVERSE
CANDIDATE 3:
DETAILS ON
DOMINANT
GROUP
CANDIDATE 3:
INTERACTION
BETWEEN TOP
ACTORS
CANDIDATE 3: OVERALL METRIC RANKS
CANDIDATE 3 OVERVIEW
• There are 12744 actors involved in conversations, there are
22565 conversations.The biggest number of tweets comparing to
other candidates (82185 tweet = almost 50 percent of all tweet
data)
• Conversation / tweet ratio is small, mostly is individual tweet or
tweets that dont generate conversation
• There 3 dominant groups (purple (26,76%), green(23,67%),
blue(18,51%)) who dominate 69 percent of overall conversations
CONCLUSION (TEMPORARY)
• From this methods, we can measure the dynamics of group formation and the
tendency of actors to form group inside a candidate social network
• Network density of number 2 is higher than other, thus it means it generate more
conversation than other candidates network
• Candidate 1 and 3 have higher modularity value than candidate 2, it means the
groups are well separated (distinct separation), while in number 2, groups are less
distinct separation, where people can jump from one to other topics (groups) easily.
• Can be concluded that the conversation idea / topics in network number 2 is more
natural, because they are coming from the masses, while in number 1 and number 3,
they are mostly generated by influential actors ..
NOTE
• The social network in this presentation describe the
dynamcis of social conversation
• To predict / model who is the winner, we need other
measurement such as sentiment analysis
• With large scale social data, sentiment analysis process
will take times, while social network methods will give
very fast analysis.

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Pilkada DKI 2017 Social Network Model (Early Report)

  • 1. PILKADA DKI 2017 SOCIAL NETWORK MODEL early report 8-11 Feb 2017 (60 hours) by andry alamsyah andry.alamsyah@gmail.com
  • 2. DATA PROFILE • data collection between 8-11 february 2017 (60 hours) • at 10 february, there were last round debat between the candidates, thus it increase number of tweets about the election after the debat • total tweet collected166593, where candidate 1 (35380), candidate 2 (49028), candidate 3 (82185) • Raw data size : 900 MB
  • 3. • candidate 1 : #jakartauntukrakyat #ahyfordki1 #MuslimberSatupilihno1 #AgusSylviKonsisten #SATUkanjakarta #JakartaForAll,Agus Sylvi • candidate 2 : #perjuanganbelumselesai #coblosbadjanomor2 #FreeAhok #BadjaMelaju #SekuatBadja #Gue2 #Badjajuara #salamduajari,Ahok Djarot • candidate 3 : #salambersama #TerbuktiOkOce #majubersama #CoblosPecinya #AniesSandiCintaUlama,Anies Sandi DATA PROFILE (#HASHTAG)
  • 5. CANDIDATE 1: DETAILS ON DOMINANT GROUP (PURPLE)
  • 7. CANDIDATE 1: OVERALL METRIC RANKS
  • 8. CANDIDATE I OVERVIEW • There are 8505 actors involved in conversations, there are 29836 conversations. • There 3 dominat groups (purple, green, blue) who dominate 60 percent of overall conversations • the biggest group contain @AgusYudhoyono @Abaaah @SBYudhoyono (27 percent size)
  • 12. CANDIDATE 2: OVERALL METRIC RANKS
  • 13. CANDIDATE 2 OVERVIEW • There are 15745 actors involved in conversations, there are 44834 conversations. • The groups are less dominant than other candidate network, the biggest group size only 10 percent of overall network. • the dominant actors located on different groups, can be seen from their different node colors
  • 17. CANDIDATE 3: OVERALL METRIC RANKS
  • 18. CANDIDATE 3 OVERVIEW • There are 12744 actors involved in conversations, there are 22565 conversations.The biggest number of tweets comparing to other candidates (82185 tweet = almost 50 percent of all tweet data) • Conversation / tweet ratio is small, mostly is individual tweet or tweets that dont generate conversation • There 3 dominant groups (purple (26,76%), green(23,67%), blue(18,51%)) who dominate 69 percent of overall conversations
  • 19. CONCLUSION (TEMPORARY) • From this methods, we can measure the dynamics of group formation and the tendency of actors to form group inside a candidate social network • Network density of number 2 is higher than other, thus it means it generate more conversation than other candidates network • Candidate 1 and 3 have higher modularity value than candidate 2, it means the groups are well separated (distinct separation), while in number 2, groups are less distinct separation, where people can jump from one to other topics (groups) easily. • Can be concluded that the conversation idea / topics in network number 2 is more natural, because they are coming from the masses, while in number 1 and number 3, they are mostly generated by influential actors ..
  • 20. NOTE • The social network in this presentation describe the dynamcis of social conversation • To predict / model who is the winner, we need other measurement such as sentiment analysis • With large scale social data, sentiment analysis process will take times, while social network methods will give very fast analysis.