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Do Birds of a Feather
Flock Together?
An Empirical Study of Czech Journalists on Twitter
Josef Šlerka, Petr Koubský
Case studies
How do Czech journalists follow each other? What is
more important: being same (homophily) or being
close (propinquity)?
Who is recognized as an Twitter influencer by Czech
journalists? 

Are there common opinion leaders?

If yes, who are they?
Datasets
The list of 446 journalists created by crowdsourcing
(partially prepared by Lenka Krsova)
Data downloaded by R Retweet tool
Downloaded in April 2018
Basic summary
Top by followers
Jaromír Bosák
MartinVeselovský
Robert Záruba
Jindrich Sidlo
Miloš Čermák
Erik Tabery
Václav Moravec
Alexandr Mitrofanov
Filip Horký
Erik Best
0 75000 150000 225000 300000
Top publishers
Český rozhlas
Economia
Česká televize
Mafra
ex-Mafra
Seznam Zprávy
0 27,5 55 82,5 110
316 accounts of total 446 belong to one of publishers listed above
How do they follow
each other
Methods
For clustering, we used Vincent D. Blondel algorithm
Vincent D Blondel, Jean-Loup Guillaume, Renaud Lambiotte,
Etienne Lefebvre, Fast unfolding of communities in large networks,
in Journal of Statistical Mechanics: Theory and Experiment 2008
We used ForceAtlas for visualization.
ForceAtlas: A Continuous Graph Layout Algorithm for Handy
Network Visualization https://medialab.sciencespo.fr/publications/
Jacomy_Heymann_Venturini-Force_Atlas2.pdf
Top accounts of journalists
The percentage of other journalists watching them
MartinVeselovský
Jindřich Šídlo
Erik Tabery
Filip Horký
Alexandr Mitrofanov
Robert Casensky
Filip Rožánek
Michal Kubal
Miloš Čermák
František Lutonský
0 20 40 60 80
Czech public
broadcasting
83% of listed here are
Czech Radio employees
and co-workers.

There are also people
who worked for/in the
Czech public
broadcasting for a long
time in the past
Sports journalists
and others
68% of listed are sports
journalist and editors

There are also people
who have worked as
sports journalists in the
past
Czech TV & others
75% are Czech TV
employees

There are also
freelancers who worked
for Czech TV
Economia & others
57% are journalists and
editors of Economia
publishing house

High share of former
Economia workers and
editors of economic
titles
MAFRA, ex-MAFRA
& others
About 40% are the
current and former
editors of MAFRA
publishing house.
Conclusion
For journalists, the professional role of the propinquity
played a major role in their network.
Interest (homophily) in specific topics has led to a
stronger link among sports journalists.
Who are influencers
for Czech journalists
Methods
We have prepared a list of users followed by 30 and
more percent of journalists: 137 users
Segmentation
9 %
6 %
18 %
23 %
44 %
Czech journalists, editors etc.
Czech and foreign media
Czech and foreign politicians
state institutions and civil servants
others
1. Martin Veselovský (80%)

2. Jindřich Šídlo (80%)

3. Erik Tabery (68%)

4. Andrej Babiš (65%)

5. Filip Horký (64%)

6. Alexandr Mitrofanov (62%)

7. Robert Čásenský (62%)

8. Filip Rožánek (60%)

9. ČT24 (59%)

10. Médiář (58%)
11. Bohuslav Sobotka (58%)

12. Michal Kubal (58%)

13. Miloš Čermák (58%)

14. DVTV (58%)

15. František Lutonský (57%)

16. Jiří Hošek (56%)

17. Týdeník Respekt (56%)

18. Petr Honzejk (55%)

19. Miroslav Kalousek (54%)

20. Josef Šlerka (54%)
1. Martin Veselovský (80%)

2. Jindřich Šídlo (80%)

3. Erik Tabery (68%)

4. Andrej Babiš (65%)

5. Filip Horký (64%)

6. Alexandr Mitrofanov (62%)

7. Robert Čásenský (62%)

8. Filip Rožánek (60%)

9. ČT24 (59%)

10. Médiář (58%)
11. Bohuslav Sobotka (58%)

12. Michal Kubal (58%)

13. Miloš Čermák (58%)

14. DVTV (58%)

15. František Lutonský (57%)

16. Jiří Hošek (56%)

17. Týdeník Respekt (56%)

18. Petr Honzejk (55%)

19. Miroslav Kalousek (54%)

20. Josef Šlerka (54%)
1. Martin Veselovský (80%)

2. Jindřich Šídlo (80%)

3. Erik Tabery (68%)

4. Andrej Babiš (65%)

5. Filip Horký (64%)

6. Alexandr Mitrofanov (62%)

7. Robert Čásenský (62%)

8. Filip Rožánek (60%)

9. ČT24 (59%)

10. Médiář (58%)
11. Bohuslav Sobotka (58%)

12. Michal Kubal (58%)

13. Miloš Čermák (58%)

14. DVTV (58%)

15. František Lutonský (57%)

16. Jiří Hošek (56%)

17. Týdeník Respekt (56%)

18. Petr Honzejk (55%)

19. Miroslav Kalousek (54%)

20. Josef Šlerka (54%)
Foreign media
BBC Breaking News
CNN Breaking News
Reuters Top News
The Economist
The New York Times
Conclusion
Strong similarity in followed accounts. Strong
orientation rather inside the group than outside. Few
external actors.
There is practically no voice of other political
orientation than the center-right and liberal.
Limitations
Biased dataset
Unknown role of the Twitter recommendation algorithm
Thnx
@josefslerka, @petrkou
josef.slerka@ff.cuni.cz, petr.koubsky@ff.cuni.cz

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Czech Journalists Twitter Study

  • 1. Do Birds of a Feather Flock Together? An Empirical Study of Czech Journalists on Twitter Josef Šlerka, Petr Koubský
  • 2. Case studies How do Czech journalists follow each other? What is more important: being same (homophily) or being close (propinquity)? Who is recognized as an Twitter influencer by Czech journalists? 
 Are there common opinion leaders?
 If yes, who are they?
  • 3. Datasets The list of 446 journalists created by crowdsourcing (partially prepared by Lenka Krsova) Data downloaded by R Retweet tool Downloaded in April 2018
  • 4.
  • 6. Top by followers Jaromír Bosák MartinVeselovský Robert Záruba Jindrich Sidlo Miloš Čermák Erik Tabery Václav Moravec Alexandr Mitrofanov Filip Horký Erik Best 0 75000 150000 225000 300000
  • 7. Top publishers Český rozhlas Economia Česká televize Mafra ex-Mafra Seznam Zprávy 0 27,5 55 82,5 110 316 accounts of total 446 belong to one of publishers listed above
  • 8. How do they follow each other
  • 9. Methods For clustering, we used Vincent D. Blondel algorithm Vincent D Blondel, Jean-Loup Guillaume, Renaud Lambiotte, Etienne Lefebvre, Fast unfolding of communities in large networks, in Journal of Statistical Mechanics: Theory and Experiment 2008 We used ForceAtlas for visualization. ForceAtlas: A Continuous Graph Layout Algorithm for Handy Network Visualization https://medialab.sciencespo.fr/publications/ Jacomy_Heymann_Venturini-Force_Atlas2.pdf
  • 10.
  • 11. Top accounts of journalists The percentage of other journalists watching them MartinVeselovský Jindřich Šídlo Erik Tabery Filip Horký Alexandr Mitrofanov Robert Casensky Filip Rožánek Michal Kubal Miloš Čermák František Lutonský 0 20 40 60 80
  • 12. Czech public broadcasting 83% of listed here are Czech Radio employees and co-workers. There are also people who worked for/in the Czech public broadcasting for a long time in the past
  • 13. Sports journalists and others 68% of listed are sports journalist and editors There are also people who have worked as sports journalists in the past
  • 14. Czech TV & others 75% are Czech TV employees There are also freelancers who worked for Czech TV
  • 15. Economia & others 57% are journalists and editors of Economia publishing house High share of former Economia workers and editors of economic titles
  • 16. MAFRA, ex-MAFRA & others About 40% are the current and former editors of MAFRA publishing house.
  • 17. Conclusion For journalists, the professional role of the propinquity played a major role in their network. Interest (homophily) in specific topics has led to a stronger link among sports journalists.
  • 18. Who are influencers for Czech journalists
  • 19. Methods We have prepared a list of users followed by 30 and more percent of journalists: 137 users
  • 20. Segmentation 9 % 6 % 18 % 23 % 44 % Czech journalists, editors etc. Czech and foreign media Czech and foreign politicians state institutions and civil servants others
  • 21. 1. Martin Veselovský (80%) 2. Jindřich Šídlo (80%) 3. Erik Tabery (68%) 4. Andrej Babiš (65%) 5. Filip Horký (64%) 6. Alexandr Mitrofanov (62%) 7. Robert Čásenský (62%) 8. Filip Rožánek (60%) 9. ČT24 (59%) 10. Médiář (58%) 11. Bohuslav Sobotka (58%) 12. Michal Kubal (58%) 13. Miloš Čermák (58%) 14. DVTV (58%) 15. František Lutonský (57%) 16. Jiří Hošek (56%) 17. Týdeník Respekt (56%) 18. Petr Honzejk (55%) 19. Miroslav Kalousek (54%) 20. Josef Šlerka (54%)
  • 22. 1. Martin Veselovský (80%) 2. Jindřich Šídlo (80%) 3. Erik Tabery (68%) 4. Andrej Babiš (65%) 5. Filip Horký (64%) 6. Alexandr Mitrofanov (62%) 7. Robert Čásenský (62%) 8. Filip Rožánek (60%) 9. ČT24 (59%) 10. Médiář (58%) 11. Bohuslav Sobotka (58%) 12. Michal Kubal (58%) 13. Miloš Čermák (58%) 14. DVTV (58%) 15. František Lutonský (57%) 16. Jiří Hošek (56%) 17. Týdeník Respekt (56%) 18. Petr Honzejk (55%) 19. Miroslav Kalousek (54%) 20. Josef Šlerka (54%)
  • 23. 1. Martin Veselovský (80%) 2. Jindřich Šídlo (80%) 3. Erik Tabery (68%) 4. Andrej Babiš (65%) 5. Filip Horký (64%) 6. Alexandr Mitrofanov (62%) 7. Robert Čásenský (62%) 8. Filip Rožánek (60%) 9. ČT24 (59%) 10. Médiář (58%) 11. Bohuslav Sobotka (58%) 12. Michal Kubal (58%) 13. Miloš Čermák (58%) 14. DVTV (58%) 15. František Lutonský (57%) 16. Jiří Hošek (56%) 17. Týdeník Respekt (56%) 18. Petr Honzejk (55%) 19. Miroslav Kalousek (54%) 20. Josef Šlerka (54%)
  • 24. Foreign media BBC Breaking News CNN Breaking News Reuters Top News The Economist The New York Times
  • 25. Conclusion Strong similarity in followed accounts. Strong orientation rather inside the group than outside. Few external actors. There is practically no voice of other political orientation than the center-right and liberal.
  • 26. Limitations Biased dataset Unknown role of the Twitter recommendation algorithm