Common Ground

Page like network on Facebook

This project is one part of the larger Winter School 2017 study Beyond the bubble? Exploring the 2016 US election echo chambers

Team Members

Christine Cheng and Zoë Versteegen.


Summary of Key Findings

Briefly describe your most significant findings.

1. Introduction

The 2016 U.S. election revealed the phenomenon of Trump filter bubble, and the binary between liberal and conservative polarization. We research this phenomenon by looking at extreme right and left pages on Facebook and examine their page like network through Netvizz. By ding so, we want to discover if there are any common pages liked by both of the sides, and to what extend their filter bubbles overlap. Who will reach out the most?

2. Initial Data Sets

Dataset of the WSJ Blue Feed, Red Feed sources, like page network provided by Netvizz and the Gephi network made out of this data.

3. Research Questions

What happens when we turn filter bubble research around? Instead of enclosures, can we find shared interests that can act as common ground for conversation?

4. Methodology

  • Access WSJ Blue Feed, Red Feed sources for the most extreme right and left Facebook-pages.
  • Use netvizz to discover like network (depth=1) of each of these pages.
  • Use Gephi to explore network of like bubbles and common ground.
  • Use fake Facebook account to see the Common Ground Feed.
  • Make an App ID for creating a common newsfeed: Purplefeed, comparable by WSJ Blue Feed, Red Feed.

5. Findings

Netvizz visualizations:


Blue = liberal (75,82%), red = conservative (24,18%)

  • Schermafbeelding 2017-01-13 om 10.48.07.png= Non-profit organisation (34,24%)

  • Schermafbeelding 2017-01-13 om 10.48.23.png= Community (10,24%)

  • Schermafbeelding 2017-01-13 om 10.48.35.png= Public figure (4,82%)

  • Schermafbeelding 2017-01-13 om 10.48.47.png= Media/news (4,29%)

  • Schermafbeelding 2017-01-13 om 11.15.39.png= News/media (3,94%)

  • Schermafbeelding 2017-01-13 om 11.17.35.png= Government (3,14%)

  • Schermafbeelding 2017-01-13 om 11.16.12.png= Political organisation (3,13%)

  • Others (41,02%)

Common Ground


Pages liked by our fake account:


Facebook recommends us to like the page: USA For Trump:


Simular interestes found on common liked pages:



Purplefeed (


6. Discussion

  1. The blue feed likes more right-leaning pages and the red feed tends to stay in its own filter bubble.
  2. Common Ground:

  • Republican figures; Rand Paul, Donald Trump.
  • Popular news websites, newspapers or magazines.
  • Public figures; Bamboo Bob.
  • Non-profit organisations.
  • Exceptions: Chick-fill-A, Digital bible, Proud to be an American, Girls just wanna have guns.
  1. The web app: what polarises online polarization effect

7. Conclusions

We asked ourselves the question: Which party is making an effort of being exposed? And therefore where are the holes of this bubble and where does it come from? The filter bubble is most visible on the red wing. Only the blue wings is reaching out to the other party. It is outstanding that almost all the common liked pages are right-sided. Overall, there are little common interests which do not go further than a chicken-sandwich or the fact that both partys are proud to be an American.

8. References

List your references in a standard academic bibliographic format.

Topic attachments
I Attachment Action Size Date Who CommentSorted ascending
Category.pngpng Category.png manage 46 K 19 Jan 2017 - 14:09 ZoëVersteegen  
Category_curved.pngpng Category_curved.png manage 61 K 19 Jan 2017 - 14:00 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_10.02.20.pngpng Schermafbeelding_2017-01-13_om_10.02.20.png manage 85 K 13 Jan 2017 - 11:22 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_10.03.33.pngpng Schermafbeelding_2017-01-13_om_10.03.33.png manage 109 K 13 Jan 2017 - 11:26 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_11.24.28.pngpng Schermafbeelding_2017-01-13_om_11.24.28.png manage 36 K 13 Jan 2017 - 11:32 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_11.49.03.pngpng Schermafbeelding_2017-01-13_om_11.49.03.png manage 855 K 13 Jan 2017 - 11:40 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_11.50.25.pngpng Schermafbeelding_2017-01-13_om_11.50.25.png manage 646 K 13 Jan 2017 - 11:41 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_11.52.59.pngpng Schermafbeelding_2017-01-13_om_11.52.59.png manage 555 K 13 Jan 2017 - 11:36 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_12.37.23.pngpng Schermafbeelding_2017-01-13_om_12.37.23.png manage 391 K 13 Jan 2017 - 11:34 ZoëVersteegen  
Schermafbeelding_2017-01-13_om_12.58.21.pngpng Schermafbeelding_2017-01-13_om_12.58.21.png manage 333 K 13 Jan 2017 - 11:55 ZoëVersteegen  
Type.pngpng Type.png manage 40 K 19 Jan 2017 - 14:07 ZoëVersteegen  
Type_curved.pngpng Type_curved.png manage 52 K 19 Jan 2017 - 14:07 ZoëVersteegen  
Types_network.pdfpdf Types_network.pdf manage 4 MB 19 Jan 2017 - 13:56 ZoëVersteegen  
Types_network_curved.pdfpdf Types_network_curved.pdf manage 2 MB 19 Jan 2017 - 13:57 ZoëVersteegen  
This topic: Dmi > WinterSchool2017 > WinterSchool2017ProjectPages > WinterSchool2017BeyondTheBubbleLikes
Topic revision: 19 Jan 2017, ZoëVersteegen
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